diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 7fcac5ccccec9a094769fd08feb5d05219113bb7..1fb814096f16fdca0fc9bc11fba8e49285f06fae 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": "20260614T120024Z", - "generated_at": "2026-06-14T12:09:15Z", + "snapshot_id": "20260614T180027Z", + "generated_at": "2026-06-14T18:09:50Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -2162,35 +2162,6 @@ } ] }, - { - "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.", @@ -2585,15 +2556,6 @@ "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, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index fc1bf57893e6218d15ead83df47aede5b7613e3d..d1033b9d3e962ca4c768d089c8ff368cfddaa492 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": "20260614T120024Z", - "generated_at": "2026-06-14T12:09:15Z", + "snapshot_id": "20260614T180027Z", + "generated_at": "2026-06-14T18:09:50Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 1, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:24643", "issue:30277", @@ -132,412 +132,340 @@ "issue:43866|issue:46402", "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "8790b8e72e0ce576866df35b02c83bfb0501a5e5919434ef63348ea849a82c7f", + "prepared_review_unit_hash": "7ae37cfff2afcee5ca9c1a3146002f8780827863f91586ad0a0479233064ebac", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46535, - "estimated_input_tokens": 11634, - "estimated_eval_tokens": 23524 + "serialized_chars": 46528, + "estimated_input_tokens": 11632, + "estimated_eval_tokens": 23520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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.", + "summary": "This cluster is mostly a loose bundle of unrelated model/runtime/docs regressions. Only one soft edge looks like a true duplicate; most others share broad buzzwords like ZeRO-3, dtype mismatch, or version incompatibility but not the same concrete bug.", "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_issue_reason": "issue:45237 is the best umbrella representative for this noisy cluster: it is one of the most connected runtime/hardware failure reports and captures the broad device/backend incompatibility theme better than the more niche items.", "canonical_pr_reason": null, - "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_issue_reason": "issue:45237 is the strongest global issue candidate because it is central among the linked failures and has the broadest user-impacting symptom set, even though the cluster is heterogeneous overall.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat API crash." + "reason": "Different failures: missing config attribute vs streaming chat/completions API error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and hardware paths: AMD GPT-OSS failure vs MPS histogram int error." + "reason": "Different backends and bugs: GPT-OSS on AMD GPUs vs MPS histogram on Int in MoE." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different bugs: dtype mismatch in preprocessing vs AMD GPU runtime failure." + "reason": "Different model paths: image preprocessor/model dtype mismatch vs GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU failure are unrelated symptoms." + "reason": "Different models and code paths: Phi-tiny-MoE autocast dtype issue vs GPT-OSS on AMD GPUs." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Official example breakage vs AMD GPU model/runtime issue; not the same bug." + "reason": "Different problems: GPT-OSS AMD failure vs broken Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Different model-specific bug: GPT-OSS AMD GPU issue vs GraniteMoEHybrid invalid method call." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + "reason": "Different subsystems: DeepSpeed collective mismatch vs ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure vs FP8 configuration failure; not the same issue." + "reason": "Different bugs: ModernBERT ONNX export vs Qwen3Moe FP8 failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export bug and auto device-map cuda assert are different code paths." + "reason": "Different failures: ONNX export vs Qwen3 auto device mapping cuda assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash vs RAG docs update; unrelated." + "reason": "Different subjects: table QA crash vs RAG documentation cleanup." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are stale docs, but they cover different removed topics and changes." + "reason": "Both are stale docs after v5, but they refer to different removed references and doc sections." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export issue vs GenerationMixin import error; different bugs." + "reason": "Different issues: export-time ONNX error vs GenerationMixin import error." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "SFT input-embedding failure vs resume/trust_remote_code problem; unrelated." + "reason": "Different training problems: TRL SFT embedding unpacking vs resume-training/trust-remote-code issue." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape IndexError and Gemma4 device mismatch are different failures." + "reason": "Different failure modes: mask/tensor shape mismatch vs Gemma4 device placement mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Similar IndexError wording only; different tensor/mask indexing bug." + "reason": "Different errors: ZeRO-3 Bert index error vs mask shape mismatch at indexing." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Bert ZeRO-3 index error vs training-resume issue; unrelated." + "reason": "Different contexts: ZeRO-3 Bert initialization bug vs training resume with local model." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same error class, but different code paths and models." + "reason": "Different failures: ZeRO-3 Bert index error vs unrelated mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch vs video feature/token mismatch; different bug." + "reason": "Different modalities and bugs: mask indexing error vs Qwen3.5 video token/features mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different issues: indexing/mask shape vs GPT-OSS tensor parallel behavior." + "reason": "Different model/backend issues: mask shape error vs GPT-OSS tensor-parallel failure." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume/trust_remote_code issue vs broken official example; not the same bug." + "reason": "Different bugs: resume/trust-remote-code issue vs broken official Nemotron example." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Qwen3.5 video StopIteration vs training-resume issue; unrelated." + "reason": "Different failures: video StopIteration vs training resume/trust-remote-code." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Bert ZeRO-3 index error vs model resume/trust_remote_code problem; unrelated." + "reason": "Different bugs: ZeRO-3 Bert index error vs resume-training issue." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Bark voice preset bug and ModernBERT ONNX export are unrelated." + "reason": "Different domains: BarkProcessor voice preset bug vs ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but collective mismatch is not the same as Bert ZeRO-3 index error." + "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is Bert zero-size index error; not the same bug." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 BertModel index-0 out-of-bounds failure; one report is just a broader variant." + "reason": "Same underlying ZeRO-3 Bert loading/training bug with the same 'index 0 is out of bounds for dimension 0 with size 0' failure." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross-entropy call and GPT-OSS tensor parallel issue are different bugs." + "reason": "Different problems: Liger Kernel cross-entropy path vs GPT-OSS tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug vs LoRA merge/save inconsistency; unrelated." + "reason": "Different bugs: detokenization regression vs LoRA merge/save/load mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen3-8B NVFP4 runtime failure and LoRA save/reload mismatch are unrelated." + "reason": "Different model/runtime issue vs LoRA weight merge inconsistency." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation checkpoint mismatch vs mask shape IndexError; different failures." + "reason": "Different training stack failures: FSDP/checkpointing recompute mismatch vs generic mask indexing error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-dimension error and collective mismatch are different bugs." + "reason": "Different DeepSpeed symptoms and code paths: weight shape error vs collective mismatch." }, { "left": "issue:45859", "right": "issue:45902", "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:43638", - "right": "issue:45161", - "accept": false, - "reason": "Bert ZeRO-3 index error vs GPT-OSS TP issue; unrelated." - }, - { - "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": "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." + "reason": "Same model family, but different concrete bugs: CPU offload incompatibility vs uninitialized memory after materialization." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM config attribute error and Mistral regex patch crash are different issues." + "reason": "Different model/tooling bugs: Gemma3 vLLM config attribute error vs Mistral tokenizer patch crash." }, { "left": "issue:45800", "right": "issue:46515", "accept": false, - "reason": "Both mention torch 2.4.1 compatibility, but the reports are too generic to confirm the same concrete bug." + "reason": "Both mention torch compatibility, but they are separate version constraints and failure reports, not one bug." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device-mapping mismatch vs expensive reverse embedding lookup; different code paths." + "reason": "Different Gemma4 issues: device mismatch in forward vs expensive reverse embedding lookup." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 incompatibility and Qwen3-8B NVFP4 runtime failure are unrelated." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "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": "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." + "reason": "Generic torch incompatibility report vs Qwen3-8B NVFP4 runtime error." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Different v5 docs cleanup items; not the same documentation change." + "reason": "Both are docs regressions, but one is about removed pipeline tasks and the other about the removed transformers run command." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch vs MPS histogram int error; unrelated." + "reason": "Different bugs: autocast dtype mismatch vs MPS histogram not implemented for Int." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "SFT embedding unpacking issue vs MPS histogram int error; different bugs." + "reason": "Different subjects: TRL SFT embedding unpacking vs MPS MoE histogram failure." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger kernel cross-entropy path and autocast dtype mismatch are unrelated." + "reason": "Different failures: Liger Kernel cross-entropy invocation vs autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Collective mismatch in DeepSpeed and CustomTrainer kwarg error are different bugs." + "reason": "Different training-related bugs: DeepSpeed collective mismatch vs custom trainer compute_loss kwarg change." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpoint mismatch vs GenerationMixin import failure; unrelated." + "reason": "Different paths: activation checkpointing/FSDP size mismatch vs GenerationMixin import error." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross-entropy issue and mask shape mismatch are unrelated." + "reason": "Different code paths: Liger Kernel cross entropy vs mask/tensor shape mismatch." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU model failure vs outdated RAG examples docs; different kinds of issues." + "reason": "Different areas: GPT-OSS AMD GPU issue vs outdated RAG examples." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted checkpoint and missing text encoder weights are not the same bug." + "reason": "Different bugs: corrupted checkpoint vs Sam3Model text encoder weights not loaded." }, { "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." + "reason": "Both are compatibility reports, but they concern different torch/distributed constraints and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs: Mistral dtype mismatch vs GraniteMoEHybrid invalid method." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/model failures: dtype mismatch in Mistral vs MPS histogram Int error." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different failures: torch dynamo grouped_mm tracing error vs Mistral image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different issues: Mistral dtype mismatch vs broken Nemotron example." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model/backend bugs: Mistral dtype mismatch vs GPT-OSS AMD GPU 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." + "feedback": "The cluster summary is grounded in the packet: it correctly characterizes the set as mostly heterogeneous and only treats the 43596/43638 pair as a duplicate. The soft-edge verdicts are generally conservative and do not overclaim merges where the titles and pairings point to distinct bugs or subsystems." }, "evaluator_used": true, "retried": false, @@ -550,13 +478,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 2, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:36010", "issue:39290", @@ -651,20 +579,20 @@ "issue:43828|issue:45464", "issue:43366|issue:45464" ], - "prepared_review_unit_hash": "3985e11ae728ac46cba3bf3869faeaa70948087ecc87edcc4a3b22be5a33cdaf", + "prepared_review_unit_hash": "888b668f50eada30e0cf19b72f63dbf982c738c301a373b002c77544e17794ea", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40029, + "serialized_chars": 40030, "estimated_input_tokens": 10008, "estimated_eval_tokens": 20272 }, @@ -673,270 +601,270 @@ "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.", + "summary": "Mostly heterogeneous issue set. Only one soft pair looks like a true duplicate: the v5 AutoTokenizer wrong-token-ID regression across model families. The rest share broad subsystems or similar error shapes but do not appear to be the same underlying bug.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45920 is the best representative because it is the broadest, most actionable tokenizer-regression report, covering multiple model families and carrying inbound references.", "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_issue_reason": "Issue 45920 is the strongest global issue choice: broad scope, open, and likely the central tracker for the v5 AutoTokenizer token-ID regression cluster.", "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." + "reason": "Different failures: PaddleOCR-VL loading in vLLM vs a PyTorch USE_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." + "reason": "Both are ZeRO-3 index errors, but the models and likely code paths differ; not enough evidence of one underlying bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Unrelated model-specific errors: Gemma3TextConfig attribute missing vs Qwen3 auto device-map CUDA assert." + "reason": "Gemma3 sliding_window_pattern attribute error and Qwen3 auto-device-map cuda assert are unrelated." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup issue is unrelated to the USE_DISTRIBUTED=0 compatibility break." + "reason": "Float8 storage lookup failure is unrelated to the distributed build regression." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related, but they concern different API/documentation regressions." + "reason": "Both are docs issues, but they concern different outdated references and different behavior changes." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and failures: GPT-OSS AMD GPU support vs table-question-answering crash." + "reason": "GPT-OSS AMD GPU failure and table-question-answering crash are unrelated." }, { "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)." + "reason": "Different model families and different failure modes: device mismatch vs apply_chat_template video-token mismatch." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy routing is unrelated to the Qwen3-vl video StopIteration error." + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-VL video StopIteration are distinct problems." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model families and different failure modes; no shared concrete bug." + "reason": "Voxtral processor failure and Gemma4 PLE device mismatch are not the same bug." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug vs stale RAG docs; unrelated." + "reason": "DeepSeek detokenization regression and outdated RAG docs are unrelated." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH loading failure is unrelated to documentation drift." + "reason": "NemotronH checkpoint loading failure is unrelated to documentation examples." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote_code regressions and USE_DISTRIBUTED=0 breakage are different compatibility issues." + "reason": "Remote_code compatibility break and USE_DISTRIBUTED=0 incompatibility are different regressions." }, { "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." + "reason": "Same underlying v5 tokenizer regression: wrong token IDs across model families, with 45812 appearing to be a Granite-specific instance of the broader issue in 45920." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading failure are different problems." + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading implementation bug are different." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes initialization incompatibility is unrelated to distributed-disabled torch support." + "reason": "bitsandbytes Int8Params kwarg incompatibility is unrelated to the distributed build regression." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs examples." + "reason": "Qwen-3-8B-NVFP4 runtime error and outdated RAG docs are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Different model/config errors: Gemma3 sliding_window_pattern vs Qwen3-MoE sliding_window handling." + "reason": "Both mention sliding window, but one is a missing config attribute and the other is a Qwen3-MoE model-specific issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both mention IndexError, but the reported failures are different and model/context-specific." + "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is a ZeRO-3 initialization failure." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading/running failure is unrelated to table-question-answering crashes." + "reason": "Whisper model runtime failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash unit-test load failure and Ovis2 corrupted checkpoint are distinct issues." + "reason": "GLM-4.7-Flash load failure and Ovis2 checkpoint corruption are distinct model-specific problems." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic PretrainedConfig regression are unrelated compatibility bugs." + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are separate compatibility issues." }, { "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." + "reason": "ZeRO-3 BertModel load failure and torch 2.4.1/transformers 5.8.0 incompatibility are different issues." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization regression vs table QA crash; different code paths." + "reason": "Detokenization regression and table-question-answering crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure is unrelated to the PretrainedConfig pydantic break." + "reason": "Whisper runtime failure and pydantic config regression are unrelated." }, { "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." + "reason": "Both involve Qwen3.5, but one is a transformers-chat crash and the other is a streaming chat/completions API failure; not clearly the same bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different models and failure modes; no duplicate evidence." + "reason": "Qwen-3-8B-NVFP4 runtime error and table-question-answering crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 config attribute error and Gemma4 PLE device mismatch are different bugs." + "reason": "Gemma3 sliding_window_pattern and Gemma4 PLE device mismatch are different regressions." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming inference failure is unrelated to the MPS MoE histogram_int error." + "reason": "Qwen3.5 streaming inference failure and MPS MoE histogram error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different runtime failures on different backends/models; not the same underlying bug." + "reason": "Different MoE problems: grouped_mm tracing failure vs MPS histogram unsupported for Int." }, { "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." + "reason": "Both are MoE-related runtime errors, but the traced grouped_mm failure and autocast dtype mismatch are different concrete bugs." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Gemma3TextConfig sliding-window attribute errors." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and template-compilation TypeError are unrelated." + "reason": "Voxtral processor failure and non-template-node compile error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but they are different shapes, different models, and different failure contexts." + "reason": "Both are IndexErrors, but they stem from different symptoms and model-loading contexts." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different model-support issues." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different features/issues." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 device-mapping mismatch." + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and PretrainedConfig pydantic regression are separate v5 issues." + "reason": "StableLmConfig pad_token_idx regression and pydantic PretrainedConfig breakage are different config 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." + "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking failure do not appear to share the same cause." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM regression and tied-weights translation-model issues are unrelated." + "reason": "Int4 OOM/memory regression and tied-weights translation-model regression are different problems." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped_mm/tracing failure in Mixtral is unrelated to GPT-OSS tensor-parallel-only behavior." + "reason": "Grouped_mm tracing failure and GPT-OSS MoE tensor-parallel failure are different MoE bugs." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and streaming chat API failure are different bugs." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming inference failure are unrelated." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming chat failure are unrelated." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming 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." + "feedback": "The summary is grounded in the packet, and the only accepted soft pair (issue:45812 \u2194 issue:45920) is a conservative, title-based duplicate call: both describe the same v5 AutoTokenizer wrong-token-ID regression, with 45920 clearly broader. The other soft-edge rejections stay cautious and do not overclaim a shared root cause." }, "evaluator_used": true, "retried": false, @@ -949,13 +877,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 3, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:36331", "issue:39186", @@ -1029,8 +957,8 @@ "issue:44863|issue:45005", "issue:45183|issue:46463", "issue:44492|issue:44512", - "issue:46489|issue:46491", "issue:44918|issue:45507", + "issue:46489|issue:46491", "issue:43975|issue:44292", "issue:44292|issue:45507", "issue:43950|issue:44534", @@ -1039,14 +967,14 @@ "issue:36331|issue:41762", "issue:43828|issue:44928" ], - "prepared_review_unit_hash": "2de00ebe174f1048d1123a10c863b4b83115f40b189106ff6de7716a8170551d", + "prepared_review_unit_hash": "3833d1ab332f1cd976fc2b744b1c6edf9ba78f1e6548289ea9499610781068e8", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, @@ -1061,207 +989,207 @@ "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.", + "summary": "The non-persistent-buffer regression pair (43950/44534) remains the only clearly grounded duplicate. The T5/XOR-validation pair is too weakly evidenced from titles alone and should be treated as a non-duplicate for now.", + "confidence": 0.84, + "canonical_issue_reason": "43950 is the clearest, most specific representative of the shared non-persistent-buffer corruption regression.", "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_issue_reason": "43950 is the best overall anchor issue because it is precise and directly describes the underlying regression.", "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." + "reason": "Different concrete failures: unexpected init argument vs pydantic/config field break." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic breakage." + "reason": "Unrelated bugs in different code paths; sliding_window behavior vs PretrainedConfig/pydantic." }, { "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." + "reason": "Both are multimodal/input issues, but the symptoms and likely code paths differ." }, { "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." + "reason": "Different root causes: remote_code breakage vs torch/transformers version incompatibility." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing error in Mixtral is unrelated to the Float8 storage lookup failure." + "reason": "Distinct runtime errors in unrelated code paths." }, { "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." + "reason": "Both mention video input, but one is a broad regression and the other is a specific template/token mismatch." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask shape mismatch and zero-sized tensor index error are different initialization/runtime failures." + "reason": "Both are shape/index errors, but they are different failures with different triggers." }, { "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." + "reason": "Same model family, but the reported symptoms are not clearly 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()." + "reason": "Different bugs in composite-config loading vs uninitialized rotary embedding memory." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape error is a different problem from TRL SFT input embedding unpacking." + "reason": "Different failures: FSDP weight dimensionality vs TRL SFT 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." + "reason": "Shared multimodal/training context only; not the same underlying bug." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "These are unrelated model-specific issues with no shared concrete bug." + "reason": "Completely different models and symptoms." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and flash-attn fallback gating are separate concerns." + "reason": "Custom-model initialization in notebooks is unrelated to flash-attn fallback gating." }, { "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." + "reason": "Both involve custom code loading, but the failure modes are different." }, { "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." + "reason": "Both mention tied weights, but affect different model families and likely different paths." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 failure is unrelated to flash-attn fallback checks." + "reason": "FineGrainedFP8Config 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." + "reason": "PagedAttentionCache/linear_attention crash is unrelated to tied-weights translation behavior." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same bug as tied-weights handling." + "reason": "Quantization offloading behavior is a different issue from tied-weight handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer math behavior and docs mentioning a removed run command are unrelated." + "reason": "A DSA indexer note is unrelated to a docs typo." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to tied-weight regressions." + "reason": "NemotronH checkpoint-loading failure is not the same as 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." + "reason": "Title similarity alone is not enough; 46463 looks like a T5-specific validation/error-message issue rather than a confirmed duplicate of the broader XOR-check bug." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and stale docs about a removed command are unrelated." + "reason": "A cache-strategy typo is unrelated to docs mentioning a removed command." }, { - "left": "issue:46489", - "right": "issue:46491", + "left": "issue:44918", + "right": "issue:45507", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and different round-trip symptoms." + "reason": "Different bugs: TRL embedding unpacking vs an invalid-method call." }, { - "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 defects." + "reason": "Both are tokenizer regressions, but for different model families and symptoms." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek detokenization and Qwen NVFP4 runtime failure are unrelated." + "reason": "Different tokenizer/model-loading problems." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "No shared underlying bug: NVFP4 runtime issue vs invalid-method call in GraniteMoEHybrid." + "reason": "Completely different failures." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 non-persistent-buffer corruption regression; both describe the same buffer-initialization bug." + "reason": "Same regression: non-persistent buffers are being corrupted/filled with junk in Transformers v5." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "A broken documentation example is not the same as a model quality/output regression." + "reason": "Both mention SigLIP2, but one is a docs-example mismatch and the other is a quality/results complaint." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Both report the same non-persistent buffer corruption problem in Transformers 5.x." + "accept": false, + "reason": "Related v5 regressions, but not the same bug." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unexpected trainer argument and ZeRO-3 zero-sized index error are unrelated." + "reason": "Different error classes and contexts." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and RLHF NaN explosions from 3D position_ids are different failures." + "reason": "Both are dtype/autocast-related, but the concrete failures differ." } ] }, "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." + "accept": false, + "feedback": "The buffer-regression pairing (43950/44534) is well grounded, but the other accepted edge (45183/46463) is too assertive for the evidence shown. The packet only gives title-level similarity, and 46463 could be a related T5-specific validation/error-message issue rather than a confirmed duplicate of the broader XOR-check bug. Please downgrade that verdict to something more tentative unless you have body-level evidence tying them to the same fix." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1271,13 +1199,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 4, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:24643", "issue:28530", @@ -1363,14 +1291,14 @@ "issue:45715|issue:46315", "issue:45488|issue:46489" ], - "prepared_review_unit_hash": "576977c3f5b1332a360ce07c3df792fe12f69f42094a9b7d52ee82d27d86dde0", + "prepared_review_unit_hash": "0f56ef49c40e4c59650856f09f26bd990bb26568404711e1a27e532ddf92886c", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, @@ -1385,219 +1313,219 @@ "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.", + "summary": "Mostly heterogeneous cluster of model-loading, tokenizer, and runtime regressions. The strongest duplicate candidates are the SigLIP2 discrepancy pair and the Mistral regex/tokenizer pair; the DeepSeek/remote_code issues are related but, on this packet, not concrete enough to treat as duplicates.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45920 is the best umbrella issue because it is open and explicitly covers a broad v5 tokenizer-regression class affecting multiple model families, making it the most representative issue in the cluster even though not every DeepSeek-related report is a duplicate.", "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_issue_reason": "issue:45920 is the strongest global issue candidate because it is open, broad, and explicitly framed as a multi-model v5 tokenizer regression; that makes it the best cluster anchor without over-collapsing distinct model-specific bugs.", "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." + "reason": "Different failure modes: bitsandbytes constructor-argument incompatibility vs missing Float8 storage support." }, { "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." + "reason": "Both are tokenizer regressions, but the packet only shows broad thematic overlap for DeepSeek/R1 vs DeepSeek-Coder; not enough evidence of one concrete duplicate bug or one mergeable 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." + "reason": "Both mention tokenization, but one is a SigLIP2 embedding-quality discrepancy and the other is a general tokenizer behavior change." }, { "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." + "reason": "Checkpoint corruption during loading and generic loading noise are different bugs." }, { "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." + "accept": false, + "reason": "A generic non-persistent buffer corruption regression and a specific Qwen3 MoE inv_freq materialization issue are not the same code-path failure." }, { "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." + "reason": "Same model family, but the titles point to different symptoms without enough evidence of a single underlying defect." }, { "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." + "reason": "Both are model-loading failures, but for different models and different mechanisms." }, { "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." + "reason": "Flash-attention packed-sequence misinterpretation and CPU-offload incompatibility are distinct failures." }, { "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." + "reason": "Gradient checkpointing ineffectiveness and int4 quantization OOM are memory-related but not the same bug." }, { "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." + "reason": "FSDP2 shared_kv_states KeyError and MoE inv_freq materialization corruption are unrelated internals." }, { "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." + "accept": true, + "reason": "Strong SigLIP2 match: both describe HF-vs-reference implementation discrepancies causing degraded or incorrect outputs." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Unrelated model-loading problems for different models; no shared concrete bug is apparent." + "reason": "Both are loading errors, but for different models and different root causes." }, { "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." + "reason": "Generic loading noise is not the same as a hard model-loading failure for a specific checkpoint." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Completely different training-time errors: DeepSpeed weight-dimension runtime error vs early-stopping metric validation." + "reason": "DeepSpeed weight-shape training error and early-stopping metric handling are unrelated." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and Python 3.13 flash-attn import error are unrelated." + "reason": "Tokenizer detokenization regression and Python 3.13 flash_attn import lookup 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." + "reason": "Noise during loading vs a specific model loading failure are not the same underlying bug." }, { "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." + "reason": "Both are MoE/memory themed, but one is a PEFT checkpointing issue and the other is training memory inefficiency." }, { "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." + "reason": "Related around remote-code/config loading, but the packet does not show a single concrete underlying bug; safer to keep them as related-but-distinct regressions." }, { "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." + "reason": "Different model-loading failures triggered by different features (DeepSpeed ZeRO-3 vs FineGrainedFP8Config)." }, { "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." + "reason": "MPS histogram unsupported for Int and Gemma4 device mismatch are different device-related bugs." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn fallback gating; unrelated." + "reason": "Tokenizer loading regression and flash-attn fallback gating are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing a missing class and a bitsandbytes Int8Params constructor error are different failure classes." + "reason": "Missing model-class import and bitsandbytes parameter-construction issues are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 issue are unrelated." + "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific issues." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model failures: glm-4v-9b load failure vs Molmo missing tied-weights metadata." + "reason": "Different model-loading failures with no shared concrete code path." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code regressions and Gemma4 device-map forward mismatches are unrelated." + "reason": "Remote-code breakage and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping-name bug and remote_code breakage are different code paths." + "reason": "Tokenizer-mapping registration failure and remote-code loading regressions are different issues." }, { "left": "issue:45081", - "right": "issue:45399", - "accept": false, - "reason": "Tokenizer regex patch crash vs flash-attn fallback gating; unrelated." + "right": "issue:45356", + "accept": true, + "reason": "Both hit the fix_mistral_regex / tokenizer-regex path; the crash and warning/codec regression look like the same underlying tokenizer bug." }, { "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." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device placement are different 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." + "reason": "LoRA compatibility across versions and a tie_word_embeddings warning are not the same bug." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error and flash-attn fallback blocking are unrelated." + "reason": "MobileLLM loading key error and flash-attn fallback checks 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." + "reason": "Remote-code breakage and Kimi-K2.5 tokenizer regex regression do not share the same code path." }, { "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." + "reason": "Two different tokenizer-conversion performance regressions in opposite directions; not one bug." }, { "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." + "reason": "Both are DeepSeek tokenizer regressions, but the packet only supports broad thematic overlap, not a clear shared concrete bug or single fixable code path." } ] }, "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." + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge judgments are not consistently conservative enough. In particular, the accepted pairs `issue:43643` \u2194 `issue:45020` and `issue:45488` \u2194 `issue:46489` are supported mainly by broad thematic overlap (`remote_code`, DeepSeek/tokenizer regressions) rather than clear evidence of the same underlying bug or a single mergeable fix. `issue:45920` \u2194 `issue:46489` is also a bit broad for a duplicate call. Given the packet only provides titles/metadata, the safer stance would be to keep these as related-but-not-duplicate unless there is stronger concrete alignment." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1607,13 +1535,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 5, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:24643", "issue:30064", @@ -1671,8 +1599,8 @@ "issue:42915|issue:43872", "issue:43792|issue:44220", "issue:43257|issue:45305", - "issue:42947|issue:45923", "issue:36331|issue:41093", + "issue:42947|issue:45923", "issue:41553|issue:44991", "issue:43940|issue:45313", "issue:43854|issue:44863", @@ -1695,14 +1623,14 @@ "issue:43950|issue:45834", "issue:43824|issue:43957" ], - "prepared_review_unit_hash": "814b5fea3b5841eead16dc33c21cccca4213149dbe0a76fb4ca32d6d12e32445", + "prepared_review_unit_hash": "a9e434636e321d2e27ea1b0825038be979bfe3ef09ffe3b1514a54cbbb9e5a8b", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, @@ -1717,168 +1645,174 @@ "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.", + "summary": "This cluster is mostly a mix of distinct model-loading, training, and regression reports across different model families. Only a few soft pairs look like true duplicates or near-duplicates; most should stay separate.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43957 is the broadest representative of the cluster: a transformers 5.x model-loading regression around meta-device materialization, which matches the general loading-failure theme better than the more model-specific reports.", "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_issue_reason": "43957 is the best single issue anchor for triage because it captures the widest, most reusable failure mode in the set rather than a one-off model-specific symptom.", "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." + "reason": "Same docs cleanup: both report stale pipeline task references removed in v5." }, { "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." + "reason": "Different bugs: tied lm_head in Mistral3 vs non-persistent buffer corruption in from_pretrained()." }, { "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." + "reason": "Same `_is_hf_initialized` TypeError during model initialization/loading; 44291 is the broader reproduction of the same incompatibility." }, { "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." + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs bitsandbytes Int8Params keyword mismatch." }, { "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." + "accept": false, + "reason": "Both involve Whisper/audio, but the reported failures are not clearly the same underlying bug." }, { "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." + "reason": "Different DeepSpeed problems: missing Qwen3 MoE weight conversion vs gradient averaging with GAS." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:36331", + "right": "issue:41093", "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." + "reason": "Different errors and code paths: trainer loss signature mismatch vs mask/tensor shape IndexError." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Different failures: an unexpected `compute_loss` keyword argument versus a tensor/mask shape mismatch IndexError." + "reason": "Both mention gradient checkpointing, but one is a PEFT/LoRA effectiveness issue and the other is a missing model flag." }, { "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." + "reason": "Different tokenizer-loading bugs affecting different models and symptoms." }, { "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." + "reason": "Related DeepSpeed weight-loading failures, but the affected models and failure descriptions are not specific enough to treat as 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." + "reason": "Different model-loading failures for unrelated architectures." }, { "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`." + "reason": "Different bugs: RLHF NaNs from position_ids/SDPA fallback vs flash_attention.py 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." + "reason": "Same mask-shape mismatch IndexError pattern; 44805 looks like another report of the same underlying indexing bug." }, { "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." + "reason": "Same v5.3.0 video-input regression in the Qwen/VL family; 44560 is a specific StopIteration manifestation of the broader issue." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/loading failures for different models; no clear shared underlying code-path bug." + "reason": "Different tokenizer/model-loading complaints for different checkpoints." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are checkpoint-loading complaints, but for different model families and different failure modes." + "reason": "Unrelated model-load failures for different architectures." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated issues." + "reason": "Different Qwen3.5 cache/attention crash vs NemotronH checkpoint loading." }, { "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." + "reason": "Different issues: ZeRO-3/BertModel index error vs a generic torch 2.4.1 incompatibility." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and a Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "Different bugs: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." }, { "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." + "reason": "Both are rotary/position-related, but the model families and failure modes differ." }, { "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." + "reason": "Different bugs: BertModel ZeRO-3 index error vs torch version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF feature requests or bugs with no shared concrete failure." }, { "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." + "reason": "Same model family, but training-time FSDP2 KeyError and device_map auto-placement mismatch are different bugs." }, { "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." + "reason": "Different regressions: Mistral-3 image-preprocessor dtype mismatch vs 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`." + "reason": "Different audio-model bugs with different symptoms and code paths." }, { "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." + "reason": "Different failures: missing exported class vs meta-device loading regression." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The canonical anchor choice for issue:43957 is reasonable as the broadest loading-regression report, and the accepted soft pairs are all plausible duplicates/near-duplicates based on the issue titles. The rejections also avoid overstating similarity for merely related model-family or symptom overlaps." }, "evaluator_used": true, "retried": false, @@ -1891,13 +1825,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 6, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:36010", "issue:38175", @@ -1952,8 +1886,8 @@ "issue:42915|issue:43957", "issue:44683|issue:46515", "issue:43645|issue:43646", - "issue:43550|issue:44910", "issue:44560|issue:44918", + "issue:43550|issue:44910", "issue:42617|issue:43366", "issue:36010|issue:42915", "issue:45812|issue:46489", @@ -1980,20 +1914,20 @@ "issue:45507|issue:46468", "issue:44488|issue:44991" ], - "prepared_review_unit_hash": "41a44b12be4c4a731099f1d2983c2703cdaa495dbebe90785c475856c1ca753b", + "prepared_review_unit_hash": "e1ec07567411592f8085f8af1b1e7155a5f828b28db843ed0f9078e29be13db2", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36164, + "serialized_chars": 36162, "estimated_input_tokens": 9041, "estimated_eval_tokens": 18338 }, @@ -2002,213 +1936,213 @@ "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.", + "summary": "Mostly a heterogeneous grab-bag of Transformers v5 regressions, with only a couple of clear duplicate pairs (custom model initialization; non-persistent buffers). The rest are model- or feature-specific failures that do not collapse into one shared bug theme.", + "confidence": 0.57, + "canonical_issue_reason": null, "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_issue_reason": "issue:43646 is the best available anchor only in a narrow sense: it is the broadest of the custom-model-init reports, but the cluster is too mixed for it to serve as a strong true canonical representative.", "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." + "reason": "Different bugs and model paths: Qwen3-VL video StopIteration vs MoE MPS histogram failure." }, { "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." + "reason": "Both are loading regressions, but they target different mechanisms and models; not the same underlying bug." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Different compatibility problems tied to different torch versions; not the same bug." + "reason": "Separate torch-version incompatibilities affecting different code paths, with no evidence of a shared root cause." }, { "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." + "reason": "Same Transformers v5 custom model initialization regression; 43645 looks like a narrower notebook-specific report of the broader 43646 failure." }, { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Different model/code paths: Bamba SDPA + torch.compile vs Qwen3.5 flash-attention packed-sequence handling." + "reason": "Different model families and different failure modes; not a duplicate." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:43550", + "right": "issue:44910", "accept": false, - "reason": "Both mention embedding/video/training, but the failures are unrelated and on different code paths." + "reason": "Different concrete bugs: torch.compile/SDPA on Bamba vs flash-attention position_ids handling on Qwen3.5." }, { "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." + "reason": "Unrelated topics: 3d_parallel.py runtime failure vs GGUF support for gpt-oss." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Import error for GenerationMixin is unrelated to Qwen3MoE FP8 loading." + "reason": "GenerationMixin import error is unrelated to the Qwen3-MoE FP8 loading failure." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different fixes." + "reason": "Both concern tokenization, but on different models with no clear evidence of the same code-path bug." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch and torch 2.4.1 incompatibility are distinct problems." + "reason": "Gemma4 device mismatch and a generic torch 2.4.1 incompatibility are not the same issue." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping edge case vs Gemma4 device placement issue; unrelated." + "reason": "Tokenizer-mapping registration failure vs Gemma4 forward device-mismatch are different problems." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Video StopIteration and mask-shape IndexError are different bugs." + "reason": "Different error signatures and unrelated model paths." }, { "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." + "accept": false, + "reason": "Same checkpoint family and similar bad-output symptoms, but the packet does not give enough evidence to confidently treat them as the same underlying bug." }, { "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." + "reason": "Different regressions: _is_hf_initialized flag handling vs long-input OCR index error." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-loading failures, but they involve different models and validation paths." + "reason": "Both are config-related loading failures, but they are model-specific and not clearly the same bug." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 BERT index error is unrelated to the tokenizer-mapping failure." + "reason": "ZeRO-3 Bert init failure and tokenizer-mapping registration failure are different code paths." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Same: zero-sized BERT/ZeRO-3 init bug vs tokenizer mapping bug." + "reason": "Different bug classes: ZeRO-3 initialization vs tokenizer mapping logic." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping failure and mask/tensor shape mismatch are unrelated." + "reason": "Tokenizer registration failure and tensor mask shape IndexError are unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Device-map offload load failure vs Strix Halo mmap OOM; different underlying causes." + "reason": "Different memory/offload problems with different triggers and symptoms." }, { "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." + "reason": "Same model family, but one is output quality and the other is a docs/example mismatch plus quantization failure; not enough to merge." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3-MoE hf4\u2192hf5 LoRA incompatibility and BitNet packed-weight loading are different problems." + "reason": "Different issues: Qwen3-MoE LoRA compatibility vs packed-weight loading for BitNet." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Clear duplicate: both reports say non-persistent buffers are filled with junk in Transformers v5." + "reason": "Same non-persistent-buffer junk-fill regression, just described across different versions." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3 failures: device-mapping cuda assert vs FineGrainedFP8Config." + "reason": "Different Qwen3-related failures with distinct triggers and stack traces." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FP8 config failure and mmap OOM are unrelated." + "reason": "FP8 loading failure and Strix Halo mmap/OOM are not the same bug." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA model compatibility and Gemma4 embedding resizing are separate issues." + "reason": "LoRA compatibility regression is unrelated to Gemma4 resize_token_embeddings behavior." }, { "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." + "reason": "Both involve dtype/state handling, but one is ignored dtype on loading and the other is stale config.dtype after from_config; related but distinct." }, { "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." + "reason": "Both are model-loading failures, but for different checkpoints and without evidence of a shared root cause." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention issues are distinct." + "reason": "Different models and different flash-attention behavior; not a duplicate." }, { "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." + "reason": "Different Qwen3.5 regressions: ZeRO-3 weight loading vs save_pretrained key handling." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage are unrelated." + "reason": "GraniteMoEHybrid invalid method call and broken Nemotron example are unrelated." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer bugs, but different model families and likely different fixes." + "reason": "Tokenizer regressions on different models are too broad to call the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer load failures; same general symptom only." } ] }, "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." + "accept": false, + "feedback": "The overall takeaway is mostly grounded, but the canonicalization is too strong for a clearly heterogeneous cluster: the packet mixes unrelated regressions (custom init, non-persistent buffers, tokenizer loading, device-mapping, flash-attention, etc.), so 43646 is not well-supported as the representative of a single main shared theme. Also, the 38175\u219443994 acceptance overstates the evidence a bit; the titles show the same model family and similar bad-output symptoms, but not enough to confidently call them the same underlying bug from the packet alone. The other soft-edge calls look more conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2218,13 +2152,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 7, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:36010", "issue:39404", @@ -2294,8 +2228,8 @@ "issue:44402|issue:44488", "issue:43873|issue:44387", "issue:42947|issue:45704", - "issue:43404|issue:43454", "issue:41720|issue:44155", + "issue:43404|issue:43454", "issue:39692|issue:44960", "issue:45663|issue:45759", "issue:44291|issue:44756", @@ -2309,20 +2243,20 @@ "issue:42947|issue:43381", "issue:45276|issue:45292" ], - "prepared_review_unit_hash": "57a3e8ddf496c902a554a57fad265a4a772fd5e927a974d682c5b9fd31b89f06", + "prepared_review_unit_hash": "5c2a4fc9c4ac0ae3698fbc94b56fff92f371f9308ec021bac4f0fdca62c62e18", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37135, + "serialized_chars": 37134, "estimated_input_tokens": 9284, "estimated_eval_tokens": 18824 }, @@ -2331,210 +2265,210 @@ "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.", + "summary": "This set is a loose collection of Transformers issues spanning tokenization, model loading, quantization, training, and generation. A few pairs are superficially similar, but none look like the same concrete bug/change closely enough to merge as duplicates.", + "confidence": 0.59, + "canonical_issue_reason": "If forced to choose one representative, issue 45292 is the most generic and central among the closest related reports (the resize_token_embeddings family), while the others are more model-specific variants.", "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_issue_reason": "Issue 45292 is the best single anchor because it states the core resize_token_embeddings symptom in the broadest way and appears closest to multiple related reports.", "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." + "reason": "Different bugs: checkpoint resume step counting vs optimizer argument handling." }, { "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." + "reason": "Different failures: buffer initialization junk vs Jupyter custom-model initialization regression." }, { "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." + "reason": "Both touch Qwen3/MoE/quantization, but one is training memory inefficiency and the other is offloading not working; 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." + "reason": "Both involve SigLIP2, but one is a broken documentation example and the other is incorrect model/pipeline outputs." }, { "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." + "reason": "Both are memory-related, but the underlying problems differ: MoE training memory use vs int4 quantization OOM regression." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different load failures affecting different models and root causes; not the same concrete bug." + "reason": "Different model families and failure modes; one is a unit-test loading issue, the other is a Qwen3-VL weight-shape mismatch." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE deepspeed/accelerate conversion bug is unrelated to a unit-test model loading mismatch." + "reason": "Distinct model/load paths: Qwen3 MoE deepspeed conversion vs GLM-4.7 unit-test loading." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA compatibility across hf versions is unrelated to `resize_token_embeddings` not updating output embeddings." + "reason": "LoRA/qwen3_moe compatibility regression is unrelated to resize_token_embeddings behavior." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different issues: LoRA model reuse across versions vs Qwen3-VL shape mismatch on load." + "reason": "Different model and bug type: LoRA compatibility vs model weight-shape mismatch." }, { "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." + "reason": "Different serialization problems: GLM5 loading vs sinq quantized save/load corruption." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to stem from different 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." + "reason": "Different loading/save mechanisms: extra_state handling vs init_empty_weights argument compatibility." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different failures: chat invocation crash for Qwen3.5-35B vs Gemma4Processor missing `_tokenizer` in serve." + "reason": "Different runtime paths and models: Transformers chat on Qwen3.5 vs transformers serve on Gemma4Processor." }, { "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." + "reason": "Same API surface, but different architectures and symptoms; not enough evidence of a single shared 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." + "reason": "Different Flash Attention failures: packed-sequence position_ids misinterpretation vs s_aux=None AttributeError." }, { "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." + "reason": "One is Torch 2.10 compatibility generally, the other is meta-device model loading on specific models." }, { "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." + "reason": "Both are tokenization/model-loading complaints, but they concern different models and specific symptoms." }, { "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." + "reason": "Both mention quantization and memory, but one is offloading behavior and the other is a CUDA reserved-memory regression." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing behavior is unrelated to the Apex RMSNorm memory leak in T5." + "reason": "Gradient checkpointing/LoRA bug is unrelated to the T5 apex RMSNorm memory leak." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Both are weight-tying problems, but they affect different models and different generation pipelines." + "reason": "Unrelated failures: Qwen3 auto device-map CUDA assert vs AudioFlamingo3 batched inference leakage." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Unrelated bugs: Qwen3 auto device mapping crash vs AudioFlamingo3 batched inference token/embedding leak." + "reason": "Both mention lm_head tying, but they are model-specific reports on different architectures and not clearly the same defect." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different model/documentation problems: SigLIP2 docs errors vs GLM5 loading/model issue." + "reason": "Different categories entirely: SigLIP2 docs/model example vs GLM5 model loading." }, { "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." + "reason": "Different model families and code paths: Gemma4 FSDP2 attention bug vs Qwen multimodal 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." + "reason": "Unexpected init argument during empty-weights loading is unrelated to disabling mmap for Strix Halo OOM." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Unrelated import failure and Whisper pipeline regression; no shared code-path bug." + "reason": "Import error for GenerationMixin and Whisper return_language regression are separate issues." }, { "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." + "reason": "Gemma4 FSDP2 attention state handling is unrelated to Qwen3.5 MoE rotary embedding CPU offload." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different OOM causes and fixes: quantization reserved-memory growth vs disabling mmap on Strix Halo." + "reason": "Int4 quantization memory regression and mmap OOM avoidance are different problems." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization/load issues for different models; not the same underlying defect." + "reason": "Different quantization issues: init_empty_weights loading bug vs MXFP4 fallback to bf16." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Audio batching leak is unrelated to Gemma4 PLE device-mismatch during auto device mapping." + "reason": "AudioFlamingo3 batch inference leakage is unrelated to Gemma4 PLE device-mismatch forward errors." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Different loading regressions: meta-device model loading vs mmap-induced OOM." + "reason": "Meta-device model loading failures and Strix Halo mmap OOM are not the same underlying bug." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers config bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma4 FSDP2 attention state 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." + "reason": "Both concern gradient checkpointing, but one is ineffective LoRA checkpointing and the other is an eval-mode restriction." }, { "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." + "reason": "Closely related resize_token_embeddings reports, but the affected model scopes differ and the titles indicate distinct manifestations rather than one exact duplicate." } ] }, @@ -2550,13 +2484,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 8, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:39404", "issue:42796", @@ -2629,8 +2563,8 @@ "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:43425|issue:45823", - "issue:44530|issue:45084", "issue:43425|issue:43716", + "issue:44530|issue:45084", "issue:44479|issue:44805", "issue:44589|issue:45084", "issue:43906|issue:44530", @@ -2639,20 +2573,20 @@ "issue:43425|issue:44918", "issue:39404|issue:44912" ], - "prepared_review_unit_hash": "3d00773e8a05a3322f2374be2debd147854c8f83fc82515defcde678c233e835", + "prepared_review_unit_hash": "5fae6cb6382c74d8e7c359faae8794f77237a2375b09814d910d0c44f8cb46d0", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36462, + "serialized_chars": 36463, "estimated_input_tokens": 9116, "estimated_eval_tokens": 18488 }, @@ -2661,204 +2595,204 @@ "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.", + "summary": "Mostly heterogeneous cluster; only one soft pair looks like the same underlying bug (resize_token_embeddings not updating the corresponding output embeddings). The rest are adjacent-but-distinct regressions or unrelated issues.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report of the resize_token_embeddings bug; issue:45335 looks like a specific t5gemma manifestation of the same problem.", "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_issue_reason": "issue:45292 is the best representative issue in the only true duplicate pair because it states the underlying regression more generally.", "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." + "reason": "Different problems: NemotronH checkpoint loading vs an example/script breakage for Nemotron." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "Different failure modes: MPS histogram error in MoE vs Nemotron example breakage." + "reason": "MPS histogram limitation in moe code is unrelated to the Nemotron example failure." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict-config loading are unrelated code paths." + "reason": "Video-input regression in Qwen VL models is not the same as strict Granite Speech config loading." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to disabling mmap for OOM." + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." }, { "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." + "reason": "Gradient checkpointing in eval mode is a different code path from Qwen3.5 RLHF NaN/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." + "reason": "GLM-4.7 unit-test loading issue and Qwen3.5 save_pretrained regression are distinct model-specific bugs." }, { "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." + "reason": "Permissions propagation on saved custom-model files is not the same as 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." + "reason": "Flash-attention aux-state crash and Gemma4 FSDP2 shared_kv_states KeyError are different failures." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and continue_final_message on mistral_common are different tokenizer bugs." + "reason": "Both involve tokenizers, but one is BPE-marker handling and the other is continue_final_message behavior." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks and checkpoint-resume max_steps calculation are unrelated." + "reason": "Custom model initialization regressions and Trainer resume_from_checkpoint max_steps 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." + "reason": "Same underlying bug: resize_token_embeddings does not propagate to the output/decoder embeddings." }, { "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." + "reason": "Both mention dtype issues, but autocast mismatch and meta-device loading are different concrete bugs." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization and extra_state save/load failure are separate regressions." + "reason": "Notebook custom-model initialization and extra_state save/load handling are separate issues." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and inability to load ScandiBERT are not the same underlying problem." + "reason": "Tokenizer vocab-size mismatch and a model-loading failure for ScandiBERT are not the same bug." }, { "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." + "reason": "Torch 2.10 incompatibility is broader than the specific autocast dtype mismatch here." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap OOM mitigation." + "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated runtime issues." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are distinct tokenizer regressions." + "reason": "Granite token-ID regression and slow convert_tokens_to_ids are different tokenizer regressions." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer performance regression and CodeLlama leading-space round-trip regression are different bugs." + "reason": "Tokenizer performance regression and CodeLlama leading-space round-trip bug are unrelated." }, { "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." + "reason": "Compiled flex_attention failure on torch>=2.9 is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language breakage and version-dependent tokenization changes are unrelated." + "reason": "Whisper return_language pipeline regression is unrelated to tokenization changes in v5." }, { "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." + "reason": "Both concern custom-model regressions, but loading base_model_prefix models and Jupyter initialization are distinct code paths." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Generic torch incompatibility and Gemma4 PLE device mismatch are not the same issue." + "reason": "Torch 2.10 incompatibility and Gemma4 PLE device mismatch are not the same underlying issue." }, { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template-node compilation error are different failures." + "reason": "Torch version incompatibility is different from the Mistral-3 image preprocessor dtype mismatch." }, { - "left": "issue:43425", - "right": "issue:43716", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and attention-mask shape mismatch are different bugs." + "reason": "Qwen VL video regression and a mask shape IndexError are different failures." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup and template-node compilation errors are unrelated." + "reason": "Float8 storage object lookup and compile error on non-template nodes 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." + "reason": "An isolated reproduction of another issue is not evidence of the same Qwen3.5 PagedAttentionCache 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." + "reason": "torch.export/exportable-check failures and Perceiver interpolation failures are different issues." }, { "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." + "reason": "Both are docs regressions, but they cover different pipeline APIs and different removed/changed behaviors." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL are unrelated." + "reason": "Torch 2.10 incompatibility is unrelated to Qwen3.5 embedding unpacking in TRL SFT." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline regression and MXFP4 quantization fallback are separate issues." + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization falling back to bf16." } ] }, "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." + "feedback": "The summary is well grounded in the packet. The accepted pair (issue:45292 / issue:45335) is strongly supported by the titles and similarity score, and the remaining soft-edge rejections stay conservative rather than overstating equivalence." }, "evaluator_used": true, "retried": false, @@ -2871,13 +2805,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 9, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:32090", "issue:34567", @@ -2959,214 +2893,214 @@ "issue:42915|issue:44530", "issue:34567|issue:40444" ], - "prepared_review_unit_hash": "99aa8c9fc4f54544bf73c8a63bbbff27fb02973185bc012000155b47f498b153", + "prepared_review_unit_hash": "296f91d095a077159e313796b6f84f456a4b8e0e75a79b96f09f2e30d4da4d8e", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36181, - "estimated_input_tokens": 9046, - "estimated_eval_tokens": 18348 + "serialized_chars": 36186, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 }, "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.", + "summary": "The cluster is broad and mostly heterogeneous: most pairs share only a loose theme (tokenizer/model loading or v5 regressions) but do not appear to be the same underlying bug or change. I found no soft-edge pair strong enough to merge. If one issue must represent the cluster, 43611 is the broadest loading-regression report.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43611 is the broadest, most representative v5 loading-regression report in the set, and it sits closest to the other loading-related items without being overly model-specific.", "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_issue_reason": "43611 is the best single issue to keep as a representative anchor: it is user-facing, broadly scoped, and more central than the narrowly model-specific reports.", "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." + "reason": "Different failures: SigLIP2 inference quality vs ModelOutput key assignment behavior." }, { "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." + "reason": "Both involve Qwen3-VL loading, but one is a version-loading break and the other is a specific weight-shape mismatch; not the same bug." }, { "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." + "reason": "CamemBERT MLM predictions and EMBEDDIA tokenizer loading are unrelated issues." }, { "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." + "reason": "Tokenizer method conflict vs gguf_file loading failure are different code paths and symptoms." }, { "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." + "reason": "Quantized save/load corruption and mistral_common continue_final_message handling are unrelated." }, { "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." + "reason": "extra_state serialization and Qwen multimodal config unwrapping are different problems." }, { "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." + "reason": "One is a reproduction of an older issue, the other is a tokenizer final-message bug; no shared underlying defect." }, { "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." + "reason": "Deepspeed zero3/BertModel indexing and torch>=2.9 flex_attention compilation are unrelated." }, { "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." + "reason": "Both are tokenizer loading regressions, but they affect different models and different tokenizer code paths." }, { "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." + "reason": "Qwen3 MoE memory usage and Apple Silicon mmap OOM are distinct 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." + "reason": "Serialization of extra_state and video-input regression in Qwen VL models are not the same bug." }, { "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." + "reason": "Different tokenizer/model families and different failure modes." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "These are different loading failures for different repositories; they do not indicate the same bug." + "reason": "Both are load failures, but the underlying causes are model-specific and not clearly shared." }, { "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." + "reason": "Ignoring tokenizer.json and DeepSeek-Coder tokenizer output regression are related only at a high level." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "A tokenizer BPE-marker bug and a tied-weight bug in Mistral3ForConditionalGeneration are unrelated." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying 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." + "reason": "Both are v5 load regressions, but one is base_model_prefix handling and the other is non-persistent buffer initialization; different bugs." }, { "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." + "reason": "Whisper pipeline language return and CamemBERT masked-LM output are unrelated." }, { "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." + "reason": "Tokenizer mapping registration and flex_attention compilation are different subsystems." }, { "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." + "reason": "Both mention device/offload concerns, but they affect different models and separate code paths." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Whisper pipeline return_language behavior." + "reason": "Trainer GPU broadcast TypeError and Whisper pipeline regression are unrelated." }, { "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." + "reason": "Mistral image dtype mismatch and template compilation error have no common underlying bug." }, { "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." + "reason": "CLIP structure inconsistency and Sam3 text-encoder weight loading are distinct model-specific regressions." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated bugs." + "reason": "T5 tokenizer loading conflict and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon caching_allocator_warmup TypeError and the broken _is_hf_initialized flag concern different subsystems." + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are different issues." }, { "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." + "reason": "trust_remote_code config field loss and PagedAttentionCache linear_attention crash are unrelated." }, { "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." + "reason": "High perplexity on gpt-oss and runtime post-processor updates are different problems." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "ScandiBERT loading failure and physical-intelligence/fast loading failure are separate model-specific regressions." + "reason": "Model load failure for ScandiBERT and load failure for physical-intelligence/fast are different model-specific reports." }, { "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." + "reason": "Dynamo tracing grouped_mm error and template-node compilation error are unrelated." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and PagedAttentionCache linear_attention crash are distinct Qwen3-family bugs." + "reason": "Qwen3Moe FP8 training failure and Qwen3.5 PagedAttentionCache crash do not share the same defect." }, { "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." + "reason": "Trainer token-count tracking and Qwen2.5-VL iterable dataset failure are unrelated." } ] }, @@ -3182,13 +3116,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 10, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:28530", "issue:34567", @@ -3244,8 +3178,8 @@ "issue:43644|issue:43646", "issue:44811|issue:45584", "issue:44206|issue:44220", - "issue:40444|issue:46326", "issue:43883|issue:44488", + "issue:40444|issue:46326", "issue:36032|issue:43645", "issue:43452|issue:43482", "issue:43317|issue:43482", @@ -3254,8 +3188,8 @@ "issue:43262|issue:43377", "issue:43746|issue:46326", "issue:43646|issue:44534", - "issue:44464|issue:45987", "issue:44403|issue:45081", + "issue:44464|issue:45987", "issue:42915|issue:45084", "issue:43645|issue:44534", "issue:43883|issue:44991", @@ -3269,246 +3203,246 @@ "issue:44987|issue:45081", "issue:42915|issue:44291", "issue:44265|issue:44610", - "issue:43089|issue:45987", "issue:36032|issue:43742", + "issue:43089|issue:45987", "issue:44062|issue:44987", "issue:42915|issue:44589" ], - "prepared_review_unit_hash": "bd09a5021d392c90ac1e274b079352f4174142d9889b1aba1253f83aab4df818", + "prepared_review_unit_hash": "14af153ea2af38e1277be984768d21980680e93a6235c8720f401a24c079d022", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37672, - "estimated_input_tokens": 9418, - "estimated_eval_tokens": 19092 + "serialized_chars": 37677, + "estimated_input_tokens": 9420, + "estimated_eval_tokens": 19096 }, "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).", + "summary": "Mostly a noisy mixed cluster of unrelated Transformers issues. There is one clear accepted duplicate pair here: issue:43404 \u2194 issue:44466 around tied-weights / lm_head serialization. A non-persistent-buffer similarity is also plausible, but in this packet it remains only a near-match rather than a confirmed duplicate; the rest of the soft edges are conservative rejects.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43404 is the earlier and clearest anchor for the tied-weights / lm_head regression shared with issue:44466.", "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_issue_reason": "issue:43404 is the strongest representative of the only clearly accepted duplicate pair in this packet.", "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." + "reason": "Both are backend/import failures, but they involve different backends and different error modes." }, { "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." + "reason": "Both are v5 regressions, but the concrete bugs differ: junk non-persistent buffers versus custom model initialization breakage." }, { "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." + "reason": "Shared Whisper/token handling theme, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens." }, { "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." + "reason": "Both touch audio feature extraction, but they point to different code paths and triggers." }, { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Qwen3OmniMoe video-input handling and Mistral-common `continue_final_message` are unrelated code paths." + "reason": "Different model-loading failures for different checkpoints; not the same underlying bug." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:40444", + "right": "issue:46326", "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." + "reason": "Both are multimodal/tokenizer-related at a high level, but the affected paths are unrelated." }, { "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." + "reason": "Tokenizer attribute-name collision and custom model initialization failure are separate regressions." }, { "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." + "accept": false, + "reason": "Both are GGUF-related, but they affect different APIs/models and do not look like one bug." }, { "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." + "reason": "device_map/offload dequantization failure is a different path from the Qwen2.5-GGUF loading failure." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-compilation failure and GraniteMoEHybrid invalid-method calls are unrelated bugs." + "reason": "Different problems: template compilation error versus GraniteMoEHybrid invalid method call." }, { "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." + "reason": "Both are v5 loading regressions, but they affect different models and likely different assumptions." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Sampling-rate defaulting and batched-vs-single MIMI encoder mismatch are different audio-processing bugs." + "reason": "Audio chat-template sample-rate handling and MIMI batching/padding-mask behavior are unrelated." }, { "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." + "reason": "PEFT local checkpoint loading and continue_final_message behavior are different bugs." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom-model initialization breakage and non-persistent-buffer junk are different v5 regressions." + "reason": "Both are in the custom-model / v5 regression neighborhood, but they are not the same concrete failure." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Chunked generation with compiled forward and `StaticCache.get_seq_length()` returning a tensor are distinct issues." + "reason": "Unnecessary loading noise and a tokenizer regex patch crash are unrelated." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "General loading noise and a Mistral regex patch crash are not the same bug." + "reason": "Chunked-generation inconsistency and StaticCache.get_seq_length() returning a tensor are different runtime issues." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure and template-node compilation failure are unrelated." + "reason": "FineGrainedFP8Config failure and non-template-node compilation are separate implementation errors." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook-specific custom-model initialization and non-persistent-buffer junk are different regressions." + "reason": "Custom model initialization in notebooks versus non-persistent-buffer serialization are similar only at a broad v5 level." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo weight-key handling and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "Missing all_tied_weights_keys and tokenizer loading failure for a specific model are different issues." }, { "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." + "accept": true, + "reason": "Same tied-weights / lm_head regression: one report says lm_head is untied, the other reports device-dependent lm_head.weight serialization." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 nonsensical outputs and OmDet-Turbo image-size mismatch are different model/processor issues." + "reason": "Different vision/model-input bugs with different symptoms and model paths." }, { "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." + "reason": "Different Qwen-family regressions affecting different outputs and components." }, { "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." + "reason": "MIMI batching/padding-mask mismatch and DAC.from_latents vs forward mismatch are separate correctness issues." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and `num_input_tokens_seen` not updating are unrelated Trainer issues." + "reason": "Early-stopping metric selection and num_input_tokens_seen tracking are unrelated trainer problems." }, { "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." + "reason": "Model load failure for a specific checkpoint and a tokenizer regex patch crash are different failure modes." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next loading segfaults and Qwen3OmniMoe video input validation are different multimodal failures." + "reason": "Unrelated multimodal crashes in different models and code paths." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "A GGUF/model-loading regression and a Mistral tokenizer regex crash are unrelated." + "reason": "Model loading regression versus tokenizer regex patch crash; no shared concrete bug path." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FineGrainedFP8Config and `init_empty_weights` receiving `_is_hf_initialized` are different initialization/configuration bugs." + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized during init_empty_weights are separate regressions." }, { "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." + "reason": "torch.export/exportability failure and processor image-size mismatch are unrelated." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Generation GPU-sync overhead and a cache-length return-type bug are different performance/API issues." + "reason": "Tokenizer method-name collision and loading a specific model key error are different issues." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Tokenizer class-method conflict and key error loading MobileLLM-125M are not the same bug." + "reason": "Generation performance overhead and StaticCache.get_seq_length() returning a tensor 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." + "reason": "AddedToken keyword conflict and a model-loading regression for a specific checkpoint are unrelated tokenizer/model bugs." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FineGrainedFP8Config failure and missing Float8 storage object are different low-level errors." + "reason": "Both are v5-related regressions, but the failure causes are different." } ] }, "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." + "accept": false, + "feedback": "The lone accepted pair (issue:43404 \u2194 issue:44466) is well grounded, and most rejections are conservative. However, the overall summary overstates the evidence by claiming there are \"only two clear duplicate pairs\": in the provided packet, only one pair is explicitly accepted, and the non-persistent-buffer duplicate is plausible but not directly supported by a listed soft pair or explicit linkage. Please soften that cluster-level conclusion to match the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3518,13 +3452,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 11, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:33666", "issue:35707", @@ -3585,16 +3519,16 @@ "issue:43425|issue:44403", "issue:43611|issue:44534", "issue:43296|issue:43531", - "issue:43632|issue:44756", "issue:40444|issue:45325", + "issue:43632|issue:44756", "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:44079|issue:45663", "issue:43632|issue:44534", "issue:40990|issue:44811", "issue:43482|issue:43525", @@ -3608,227 +3542,230 @@ "issue:43818|issue:46402", "issue:44079|issue:44534" ], - "prepared_review_unit_hash": "702a1fd3cbd1eeee3680cd6988be8eeb91fc97707039fc819d42ebcba68cbe3d", + "prepared_review_unit_hash": "ac39e5672b2ea73e8a1dee0c46c39ccc09236788c44f8c48be4f292a2073be47", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36911, - "estimated_input_tokens": 9228, - "estimated_eval_tokens": 18712 + "serialized_chars": 36914, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 }, "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.", + "summary": "Mostly a heterogeneous issue set with a couple of real duplicate pairs around Qwen/VL save_pretrained and rope-index regressions; the rest are adjacent but distinct model/tokenizer/runtime bugs.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45216 is the clearest duplicate anchor among the accepted overlaps: it describes the base Qwen3.5 save_pretrained regression, and 45357 reads like the same serialization bug resurfacing with incorrect visual-encoder keys.", "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_issue_reason": "issue:45812 has the broadest impact and strongest regression framing, affecting all Granite models and already drawing inbound references, so it is the best overall representative issue in this set.", "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." + "reason": "Different code paths: fbank 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." + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained serialization regression; 45357 looks like the same bug with a later symptom around visual encoder keys." }, { "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." + "accept": true, + "reason": "Both point to the same Qwen VL position/rope indexing regression in 5.3.0, with one phrased as the broader video-input failure and the other as the specific still-image temporal-position scaling bug." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Completely different problems: Qwen3-MoE sliding window behavior vs Granite Speech config loading." + "reason": "Both are config/load problems, but one is a sliding_window issue and the other is strict config blocking granite_speech; not the same bug." }, { "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." + "reason": "Tokenizer loading failure vs a performance regression in convert_tokens_to_ids; related subsystem, different issue." }, { "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." + "reason": "Unrelated: T5 tokenizer method conflict 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." + "reason": "Torch-version incompatibility is not the same as noisy loading output." }, { "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." + "reason": "Base-model-prefix loading failure and junk-filled non-persistent buffers are different v5 regressions." }, { "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." + "reason": "PaddleOCR-VL load failure and Qwen3 sliding_window behavior are unrelated." }, { "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." + "reason": "IterableDataset multi-image finetuning failure is distinct from the Qwen2.5-VL temporal position scaling bug." }, { - "left": "issue:45812", - "right": "issue:46491", + "left": "issue:43632", + "right": "issue:44756", "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." + "reason": "_is_hf_initialized regression and Strix Halo mmap OOM are unrelated." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Tokenizer marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Both are tokenizer regressions, but Granite wrong IDs and CodeLlama leading-space round-trip are different bugs and models." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are different problems." + "reason": "Whisper model runtime failure and Float8 storage lookup error do not share the same code path." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic transformer loading noise is not the same as a specific tokenizer load regression." + "reason": "Generic loading noise is not the same as a specific tokenizer load failure." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Different model families and different failure modes: BPE marker handling vs PEFT checkpoint loading." }, { "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." + "reason": "Both mention training problems for Qwen VL, but multi-GPU training and multi-image iterable dataset failures are distinct." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation and missing supports_gradient_checkpointing flag are distinct issues." + "reason": "Gradient checkpointing in eval mode and missing supports_gradient_checkpointing flag are different issues." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to missing Float8 storage." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Both are v5 loading/runtime errors, but they involve different mechanisms: init_empty_weights argument handling vs Float8 storage deserialization." + "reason": "ModelOutput key assignment bug and Gemma4 shared_kv_states/FSDP2 bug are different failure modes." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized flag regression is unrelated to non-persistent buffer initialization." + "reason": "Different regressions: initialization flag handling vs non-persistent buffer corruption." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Language-model perplexity evaluation and Whisper batch_decode behavior are unrelated." + "reason": "High perplexity on a language model is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are different load-time bugs." + "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are separate model-loading bugs." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading and CLIPTokenizer max-length configuration are unrelated." + "reason": "GGUF loading failure and CLIPTokenizer max-length behavior 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." + "reason": "Progressive generation with inputs_embeds/past_key_values is a different code path from Qwen2.5-VL multi-image iterable dataset finetuning." }, { "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." + "reason": "Runtime post-processor update issue is not the same as add_special_tokens failing to add BOS/EOS." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map dequantized loading/offload failure and Qwen3 MoE training memory inefficiency are different issues." + "reason": "Device-map/offload loading failure and Qwen3 MoE memory inefficiency are different problems." }, { "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." + "reason": "Packaging omission of TensorFlow in the torch extra is not the same as the runtime backend error when only tensorboard is installed." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "AutoTokenizer error messaging for Voxtral and an Apple Silicon allocator TypeError are unrelated." + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to the AppleSilicon caching_allocator_warmup TypeError." }, { "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." + "reason": "sliding_window behavior and init_empty_weights argument compatibility are unrelated." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA tower architecture bug and Sam3Model text encoder weight loading are unrelated." + "reason": "Video-LLaVA tower weight/temporal-attention issue is unrelated to Sam3 text encoder weight loading." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and v5 non-persistent buffer junk initialization are unrelated regressions." + "reason": "ModelOutput key assignment and non-persistent buffer corruption are separate bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the best/canonical issue picks are reasonable. The soft-edge false verdicts are conservative, and the two accepted pairs are at least plausible from the titles alone. If anything, the wording about 'real duplicate pairs' could be softened to 'likely related duplicate candidates' for extra caution." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3837,13 +3774,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 12, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:34634", "issue:35707", @@ -3897,18 +3834,18 @@ "soft_pairs": [ "issue:44829|issue:45479", "issue:44462|issue:45812", - "issue:43377|issue:45491", "issue:41720|issue:45081", + "issue:43377|issue:45491", "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:45325|issue:45381", "issue:43792|issue:43957", + "issue:43994|issue:44898", "issue:43454|issue:44466", "issue:45325|issue:45834", "issue:42915|issue:43482", @@ -3917,192 +3854,192 @@ "issue:43701|issue:45325", "issue:44291|issue:44877", "issue:43873|issue:45701", - "issue:44479|issue:45823", "issue:43296|issue:45800", + "issue:44479|issue:45823", "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", + "prepared_review_unit_hash": "51759287311950a78518f0f6b8f6798d1df2989c089095808badcd5263968bd3", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36687, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "serialized_chars": 36681, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 }, "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.", + "summary": "This cluster is a heterogeneous mix of Transformers v5 regression reports, tokenizer/model-loading bugs, and a few unrelated model-specific failures. The soft-similarity pairs mostly share broad subsystem terms but not the same concrete root cause, so I rejected them all.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43611 is the broadest, clearest representative of the dominant theme here: Transformers v5 loading/init regressions. It is more general than the more specialized model- or tokenizer-specific reports.", "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_issue_reason": "issue:43611 is the best single issue to anchor this cluster because it describes a core v5 compatibility break in model loading, which is the most reusable/representative problem among the set.", "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." + "reason": "Both concern degenerate training, but one is a flash-attention-3 behavior and the other is a classification-loss edge case for num_labels=1; different bugs." }, { "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." + "reason": "Both are tokenizer regressions, but one is AutoTokenizer ignoring tokenizer.json while the other is Granite token ID corruption; different failure modes." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Both involve batching/padding, but they affect different models and different underlying bugs." + "reason": "Different models and code paths: one is device-mapping/cuda assert on Qwen3, the other is a Mistral tokenizer regex patch crash." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Completely different subsystems: device-map CUDA assert vs Mistral tokenizer regex patch failure." + "reason": "Both are batching-related, but one is missing padding-mask support in MIMI and the other is Gemma3 NaNs from sliding-window attention; not the same bug." }, { "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." + "reason": "Video-LLaVA temporal-attention/weight-sharing corruption is unrelated to Qwen3.5 save_pretrained writing wrong visual encoder keys." }, { "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." + "reason": "Non-persistent buffer junk fill and ModelOutput key assignment are separate internal behaviors with different symptoms and fixes." }, { "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." + "reason": "Both are v5 loading regressions, but one is about base_model_prefix handling and the other about custom model initialization; too different to merge as one bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export exportability and bf16 dtype mismatches are different problems." + "reason": "torch.export failures with torch_compilable_check are unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated regressions." + "reason": "FSDP CPU RAM efficient loading is a model-loading path issue; ModelOutput key assignment is a separate data-structure bug." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend extra issue vs vLLM model-loading failure; no shared code path." + "reason": "Packaging/backend installation missing TensorFlow is unrelated to a vLLM model-loading failure for PaddleOCR-VL." }, { - "left": "issue:45325", + "left": "issue:40444", "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." + "reason": "Both involve Qwen2.5-VL inputs, but one is iterable finetuning with multiple images and the other is a video position-id regression." }, { - "left": "issue:40444", + "left": "issue:45325", "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." + "reason": "Both touch Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video input position ids; related area, different concrete bug." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Different vision-model failures with no indication of a shared mechanism." + "reason": "Whisper runtime failure and meta-device loading breakage are different issues with different causes." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Whisper runtime failure and meta-device loading breakage are separate issues." + "reason": "Different model families and symptoms: SigLIP2 produces nonsense outputs, while Perceiver fails on non-default image resolution." }, { "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." + "reason": "One is failing to tie lm_head weights in AyaVision; the other is inconsistent serialization of tied weights depending on device." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL position-id regression vs Kosmos2.5 OCR index error are unrelated." + "reason": "Qwen2.5-VL RoPE/position-id scaling is unrelated to Kosmos2.5 OCR index errors on long input." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF v5 loading failure are different regressions." + "reason": "FineGrainedFP8Config failure and GGUF loading failure are separate model-format/runtime compatibility issues." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized flag regression and dtype mismatch in inference are unrelated." + "reason": "_is_hf_initialized flag breakage is a model-initialization regression, not a bfloat16 dtype mismatch problem." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are different bugs." + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to Qwen2.5-VL video position ids." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + "reason": "resume_from_checkpoint key mismatch and Qwen2.5-VL position-id scaling are different code paths and failure modes." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "init_empty_weights argument handling and strict config loading are separate failures." + "reason": "Unexpected _is_hf_initialized argument from init_empty_weights is not the same as strict config rejection for granite_speech." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization offloading behavior and tokenization changes are unrelated." + "reason": "Quantization/offloading behavior is unrelated to tokenizer-version-dependent tokenization changes." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "Qwen video-input regression and Gemma4 device mismatch are different model bugs." + "reason": "PaddleOCR-VL loading in vLLM and torch/transformers incompatibility are different cross-version issues." }, { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading and torch-vs-transformers compatibility are not the same issue." + "reason": "Video input regression across Qwen variants is unrelated to Gemma4 PLE device-mismatch during forward." }, { "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." + "reason": "CPU offload device mismatch for bark-small is not the same as torch.export failing on torch_compilable_check." }, { "left": "issue:43262", @@ -4114,28 +4051,25 @@ "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." + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription failure are distinct model/task bugs." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "BarkProcessor voice_preset and inputs_embeds/past_key_values generation are unrelated." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation and Qwen3 device-map CUDA assert are unrelated." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cuda asserts." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -4145,13 +4079,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 13, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:26413", "issue:28530", @@ -4205,8 +4139,8 @@ "soft_pairs": [ "issue:43454|issue:43550", "issue:39692|issue:40444", - "issue:43881|issue:44488", "issue:43606|issue:43819", + "issue:43881|issue:44488", "issue:44186|issue:44265", "issue:41720|issue:45823", "issue:46305|issue:46315", @@ -4234,20 +4168,20 @@ "issue:43881|issue:44991", "issue:36331|issue:42915" ], - "prepared_review_unit_hash": "0f1c504e5a67abbb009c46dd27c88200a2c53002f93e2080c527de0cb9dde4ed", + "prepared_review_unit_hash": "d4c2fee4315307e99164417b07e14941b2b17675a0d9e116d5572b3ff5efa34e", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36878, + "serialized_chars": 36880, "estimated_input_tokens": 9220, "estimated_eval_tokens": 18696 }, @@ -4256,192 +4190,192 @@ "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.", + "summary": "These items are mostly unrelated Transformers regressions grouped by loose semantic similarity; none of the soft-edge pairs look like the same underlying bug, so the cluster is not a true duplicate set.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43873 is the broadest and most central-looking report in the offloading/quantization subtheme, which is the closest thing to a cluster anchor here, though the overall set is too heterogeneous for a clean canonical duplicate.", "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_issue_reason": "Issue 43873 is the best single representative because it is open, broadly phrased, and closest to several offloading/device-map/quantization complaints, but it still does not cover the full heterogeneous cluster.", "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." + "reason": "Different concrete bugs: lm_head weight tying/garbage generation 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." + "reason": "One is a documentation example/model-processor mismatch; the other is an IterableDataset multi-image finetuning failure." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Both are loading failures, but for different models and different failure modes." + "reason": "CPU offload device mismatch and DAC latent/forward mismatch are unrelated code paths." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Different code paths: CPU-offload device mismatch vs DAC forward/from_latents mismatch." + "reason": "Model loading failure for glm-4v-9b is not the same as tokenizer loading regression for cjvt/sleng-bert." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer NER padding/truncation crash is unrelated to torch.export / torch_compilable_check failures." + "reason": "Tokenizer crashes on NER/padding are different from torch.export failures around torch_compilable_check." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device_map=auto, but they are different models and distinct device-mismatch symptoms." + "reason": "Both are device-related, but one is a Qwen3 CUDA assert under auto mapping and the other is a Gemma4 PLE forward mismatch." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Unrelated: sliding-window masking off-by-one vs tokenizer conversion slowdown." + "reason": "Off-by-one in a streaming mask is unrelated to tokenizer conversion performance regression." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Different problems: padding-mask discrepancy in MIMI vs OmDet-Turbo input-size mismatch." + "reason": "MIMI padding-mask batching bug and OmDet processor/model resolution mismatch affect different subsystems." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling and FP8 inference failure are unrelated." + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Different subsystems: tied-weight serialization vs bf16 dtype mismatch in inference." + "reason": "lm_head tying/serialization issue and bfloat16 dtype mismatch are different failure modes." }, { "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." + "reason": "Missing BOS/EOS insertion for one tokenizer is not the same as wrong token IDs across many models." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MOE weight conversion bug is unrelated to missing gradient_checkpointing support." + "reason": "Qwen3 MoE loading with accelerate+deepspeed and a missing gradient-checkpointing flag are unrelated." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different vision-model bugs: batched-vs-single output mismatch vs Perceiver non-default-resolution failure." + "reason": "Missing padding-mask support in MIMI is not the same bug as Perceiver non-default-resolution handling." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offloading/quantization, but the concrete failure modes and stages differ." + "reason": "Device-map loading of a dequantized model and general offloading-with-quantization regression are related only broadly, not the same concrete path." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE marker issue is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Tokenizer marker handling is unrelated to flash-attention generation correctness." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Different bugs: tied weights/garbage text vs packed-weights unpacking during accelerate loading." + "reason": "Weight tying/garbage text and packed-weight unpacking during accelerate loading are distinct bugs." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression on a model is unrelated to gradient checkpointing ineffectiveness with LoRA." + "reason": "High perplexity on gpt-oss and ineffective gradient checkpointing with LoRA are unrelated." }, { "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." + "reason": "Missing pad_token_idx in one config is unrelated to unwrapping text_config 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." + "reason": "A Llava Next load-time segfault and sinq save/load quantization breakage are not the same issue." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen3Moe FP8 failure are unrelated." + "reason": "Running 3d_parallel.py and Qwen3 MoE FineGrainedFP8Config failure do not share a concrete bug." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are different bugs." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different implementation bugs." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different model-loading failures with no shared concrete code path." + "reason": "Qwen3 auto device-mapping CUDA asserts and Llava Next loading segfaults are separate failures." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint-resume epoch iterator failure is unrelated to early-stopping metric lookup." + "reason": "Resume-from-checkpoint epoch_iterator failure and early-stopping metric selection are unrelated training-loop issues." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "reduce_labels bug in BeitImageProcessorFast is unrelated to missing all_tied_weights_keys on Molmo." + "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys in Molmo are unrelated." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both touch save_pretrained serialization, but they concern different weights and different failure modes." + "reason": "lm_head serialization inconsistency and incorrect visual-encoder key saving are different save/load bugs." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Memory OOM under int4 quantization and apex RMSNorm memory leak are different root causes." + "reason": "int4 reserved-memory OOM and apex FusedRMSNorm memory leak are different resource issues." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Auto device mapping CUDA assert and flash-attention generation failure are distinct bugs." + "reason": "CUDA assert under auto device mapping is not the same as flash-attention generation breakage." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer.compute_loss signature mismatch is unrelated to 3d_parallel.py execution failure." + "reason": "CustomTrainer.compute_loss API mismatch and inability to run 3d_parallel.py are unrelated." }, { "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." + "reason": "A model loading failure for glm-4v-9b is not the same as tokenizer loading regression for EMBEDDIA/est-roberta." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected compute_loss keyword and FP8 Qwen3Moe failure are unrelated." + "reason": "Unexpected compute_loss keyword argument and Qwen3 MoE FP8 failure are different code paths." } ] }, @@ -4457,13 +4391,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 14, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:28530", "issue:30064", @@ -4526,8 +4460,8 @@ "issue:43577|issue:43708", "issue:43404|issue:45357", "issue:44008|issue:45823", - "issue:43550|issue:43606", "issue:43295|issue:45701", + "issue:43550|issue:43606", "issue:44186|issue:44610", "issue:44610|issue:44898", "issue:42915|issue:43317", @@ -4546,214 +4480,214 @@ "issue:43316|issue:44913", "issue:28530|issue:30064" ], - "prepared_review_unit_hash": "df04040439a0de1db383f11868193b349a8120c55d2dd59ff63aed7355371bb5", + "prepared_review_unit_hash": "221b0c78a23b4f71ac0b10c6ee91bae4bcc573f4a0aadd8de6f6d542a1d1130c", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36640, - "estimated_input_tokens": 9160, - "estimated_eval_tokens": 18576 + "serialized_chars": 36635, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is 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.", + "summary": "This is a loose semantic cluster of mostly unrelated Transformers bugs (training, loading, multimodal processors, device/offload, tokenization). The soft pairs are not true duplicates; they only share broad subsystem vocabulary.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the broadest and most central runtime/loading regression in the set, with the most discussion and references; it is the closest thing to a cluster hub, though the cluster is not a tight duplicate set.", "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_issue_reason": "issue:43873 is the best representative issue for the cluster because it captures the most general and widely referenced failure mode (offloading/quantization loading), even though most other items are separate bugs.", "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." + "reason": "Both are loading regressions in v5, but one is strict config loading for granite_speech and the other is tokenizer loading for est-roberta; different failure paths and fixes." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video batch shape bug and tokenization regression are unrelated." + "reason": "Video processor batched-shape bug vs tokenizer behavior change; they affect different code paths and are not the same defect." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity quality issue on one model is not the same as tokenization changes across versions." + "reason": "High perplexity on one model is a downstream quality symptom, not the same issue as a version-dependent tokenization change." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/padding is different from a dtype mismatch in inference." + "reason": "Tokenizer crash on NER/padding vs bfloat16 dtype mismatch; unrelated subsystems and root causes." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Different SAM3 components and different failures: dummy Conv2d vs missing text encoder weights." + "reason": "Same model family, but different bugs: dummy Conv2d in the pixel decoder versus 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." + "reason": "Both involve memory/offload concerns, but one is quantization/offloading behavior and the other is mmap OOM avoidance; not the same concrete 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." + "reason": "Qwen3 device-map CUDA assert and inability to run 3d_parallel.py are different runtime failures with no shared fix." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure and packed-weight loading failure are different code paths." + "reason": "torch.compile/SDPA failure is unrelated to packed-weight unpacking during accelerate loading." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype propagation and Trainer max_steps resume logic are unrelated." + "reason": "One is dtype propagation on load; the other is checkpoint resume max_steps computation. Different code paths entirely." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Weight tying in Mistral3 is unrelated to saving wrong visual encoder keys in Qwen3.5." + "reason": "Weight tying in generation differs from incorrect visual encoder keys on save_pretrained; both concern model wiring, but not the same bug." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n variable collision and Gemma4 device-mismatch are different model bugs." + "reason": "Both are Gemma-family issues, but one is a forward variable-collision AttributeError and the other is a device-map mismatch." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Both involve loading/compute issues, but they affect different models and different mechanisms." + "reason": "Processor/tokenizer API regression vs a tokenizer change across versions; broad thematic overlap only, not a duplicate." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Processor.tokenizer regression is not the same as a tokenizer behavior change across versions." + "reason": "Both mention device mismatches, but one is compile+SDPA and the other is CPU offload; distinct bugs and fixes." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crashes and image-size mismatch in a processor are different bugs." + "reason": "Tokenizer crash on NER/padding vs processor output image-size mismatch; different components and symptoms." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Different models and different image preprocessing failures; not one underlying issue." + "reason": "Both are vision preprocessing issues, but one is a wrong fixed output size and the other is a non-default-resolution interpolation failure; not the same concrete defect." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8 config failure and dequantized offload loading failure are distinct." + "reason": "Both are loading/offload problems, but one is FineGrainedFP8Config failure and the other is dequantized model loading with gpu+cpu offload." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash and missing _tokenizer on Gemma4Processor are different processor/runtime bugs." + "reason": "Both are serve-time multimodal crashes, but the attribute errors and triggering paths differ." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision and read-only permission propagation are unrelated save/load issues." + "reason": "Cache-path collision and read-only file-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." + "reason": "ImportError for GenerationMixin versus a 3d_parallel execution failure; no shared underlying bug." }, { "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." + "reason": "Both involve Qwen/GPT MoE and parallelism, but one is an auto device-map CUDA assert and the other is tensor-parallel support failure; too different to merge." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Model FP8 loading failure and pipeline import/version gating are unrelated." + "reason": "Model quantization/loading failure versus pipeline import dependency/version requirement; different layers of the stack." }, { "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." + "reason": "Qwen3-MoE sliding-window behavior and missing pad_token_idx in StableLmConfig are unrelated config/model bugs." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early-stopping metric selection and multi-GPU training for Qwen2-VL are unrelated." + "reason": "Trainer early-stopping metric selection and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are different bugs." + "reason": "CamemBERT masked-LM regression and qwen3_5 recurrent-state reset are different model-specific bugs." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "CustomTrainer signature mismatch and Qwen3 auto device-map CUDA failure are unrelated." + "reason": "Trainer compute_loss signature mismatch versus Qwen3 device-map CUDA assert; no common code path." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different tokenizers and different failure modes." + "reason": "Both are tokenizer-related AttributeErrors, but the affected tokenizers, tasks, and failure modes are different enough to keep separate." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BEiT label reduction and glm-4v-9b loading failure are unrelated." + "reason": "BEiT fast label reduction bug 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." + "reason": "FineGrainedFP8Config failure and segmentation fault while loading Llava Next are different failures with different likely fixes." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig and rotary_pct reload behavior are different config bugs." + "reason": "API discrepancy in Gemma3TextConfig and GPTNeoX rotary_pct reload regression are not the same issue." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping setup and void segmentation-map processing are unrelated." + "reason": "Trainer early stopping logic and image processor void-segmentation handling are unrelated bugs." } ] }, @@ -4769,13 +4703,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 15, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:29159", "issue:30064", @@ -4829,8 +4763,8 @@ "issue:43540|issue:43782", "issue:33357|issue:35707", "issue:43873|issue:45704", - "issue:43550|issue:43653", "issue:30064|issue:34634", + "issue:43550|issue:43653", "issue:43606|issue:43720", "issue:29159|issue:36032", "issue:44387|issue:45701", @@ -4856,208 +4790,202 @@ "issue:44368|issue:45357", "issue:39692|issue:44610" ], - "prepared_review_unit_hash": "92e5a704fb932216ab8b96a3d6c6173e33dd9b73f45230935e0ac4c965c7c606", + "prepared_review_unit_hash": "0a75b82f8d92723d352d1961785a8be56f5b995efac52fb68b2224920dfa4e83", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36098, - "estimated_input_tokens": 9025, - "estimated_eval_tokens": 18306 + "serialized_chars": 36106, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 }, "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.", + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues spanning tokenizers, multimodal processors, quantization/offload, generation, and docs. None of the soft pairs look like the same underlying bug or change, so they should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45701 is the broadest and most representative standalone issue here: it describes a version-induced tokenizer regression, has multiple inbound references, and sits near the center of the cluster\u2019s general tokenizer/loading theme.", "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_issue_reason": "issue:45701 is the best single issue to anchor this cluster because it is clearly actionable, broadly scoped, and more representative than the very model-specific reports.", "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." + "reason": "Different failures on different Qwen multimodal models: one is a video-input processing error, the other is a from_pretrained weight_only loading error." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive-generation cache behavior are unrelated bugs." + "reason": "Unrelated domains: MacOS bus error in CLIP model loading versus progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading regression vs T5 RMSNorm memory leak; not the same underlying issue." + "reason": "Both are runtime regressions, but one is quantization/offload behavior and the other is a T5 RMSNorm memory leak; different code paths and fixes." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Bamba SDPA/torch.compile bug and BigBirdTokenizer special-token registration are unrelated." + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset support are unrelated bugs." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Void segmentation-map processing and Bark voice_preset handling are different code paths." + "reason": "Different subsystems and causes: SDPA/torch.compile failure in Bamba versus tokenizer special-token registration in BigBirdTokenizer." }, { "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." + "reason": "Both involve loading/offload, but one is a CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading; not the same bug." }, { "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." + "reason": "General slow-vs-fast tokenizer inconsistency is not the same as the T5 add_special_tokens name conflict on load." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "CUDA reserved-memory OOM under int4 quantization is unrelated to tokenization changes across versions." + "reason": "CUDA memory/OOM under int4 quantization is unrelated to version-dependent tokenization changes." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric label truncation and SAM3 text/bounding-box behavior are different problems." + "reason": "Metric gathering/tuple truncation and SAM3 text+box behavior are different training/inference issues." }, { "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." + "reason": "A typo in cache-strategy docs is not the same as outdated pipeline-task documentation." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and GraniteSpeech local PEFT loading are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local checkpoint loading are distinct model-loading failures." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and composite-config text_config unwrapping are different bugs." + "reason": "Sliding-window behavior in Qwen3-MoE and unwrapping text_config in composite multimodal configs are separate Qwen issues with different fixes." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash model-path warning and undefined video-token helper variables are unrelated." + "reason": "Trailing-slash import warning and undefined video-token-count helpers in multimodal processing 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." + "reason": "Offload/device mismatch in Bark-small and BigBird tokenizer special-token registration are different bugs." }, { "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." + "reason": "Both are Qwen/Sam3 multimodal load/save regressions, but one is incorrect visual encoder keys on save and the other is missing text encoder weights on load." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor serve crash and Qwen3.5 streaming API failure are different concrete code paths." + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are different API paths and failures." }, { "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." + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values 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." + "reason": "Loading failures for different models (ScandiBERT vs est-roberta) do not indicate the same root cause." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding-window issue and missing Float8 storage type are unrelated." + "reason": "Qwen3-MoE sliding-window behavior and missing Float8 storage registration are different failures." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite Qwen config unwrapping and CPU-offload rotary embedding compatibility are distinct bugs." + "reason": "Config unwrapping for multimodal Qwen models and CPU-offload incompatibility in rotary embedding are separate code paths." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init validation and Qwen3.5 num_labels propagation are unrelated." + "reason": "patchtsmixer post_init validation and Qwen3.5 num_labels propagation are unrelated configuration issues." }, { "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." + "reason": "Num_labels propagation in Qwen3.5 configs and degenerate zero-loss behavior in sequence classification are different bugs." }, { "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." + "reason": "Flash-attention sinkless-model crash and Qwen multimodal config unwrapping are unrelated." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resolution/interpolation failure and bfloat16 dtype mismatch are different failures." + "reason": "Perceiver non-default-resolution preprocessing and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are distinct issues." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken keyword conflict and ScandiBERT loading failure are not the same bug." + "reason": "AddedToken keyword collision and ScandiBERT loading failure are not the same root cause." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading physical-intelligence/fast and PIL-backend torchvision requirement are unrelated regressions." + "reason": "A model-specific loading failure and PIL image processor torchvision dependency regression are unrelated." }, { "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." + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as incorrect visual-encoder keys being saved." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 doc-example errors and OmDet-Turbo processor/model size mismatch are different issues." + "reason": "Both mention examples/processors, but one is a SigLIP2 docs example with multiple errors and the other is an OmDet-Turbo processor size mismatch." } ] }, @@ -5073,13 +5001,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 16, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:30064", "issue:36010", @@ -5118,8 +5046,8 @@ "issue:45081", "issue:45356", "issue:45381", + "issue:45663", "issue:45704", - "issue:45759", "issue:45834", "issue:45859", "issue:45907", @@ -5130,8 +5058,8 @@ "issue:46463" ], "soft_pairs": [ - "issue:43381|issue:43844", "issue:44514|issue:44545", + "issue:43381|issue:43844", "issue:44918|issue:44936", "issue:43421|issue:43927", "issue:45704|issue:45923", @@ -5143,7 +5071,7 @@ "issue:46032|issue:46463", "issue:43782|issue:45381", "issue:43421|issue:43653", - "issue:45759|issue:45923", + "issue:45663|issue:45923", "issue:39692|issue:43873", "issue:43994|issue:44671", "issue:43746|issue:43873", @@ -5158,216 +5086,223 @@ "issue:43295|issue:45834", "issue:43618|issue:43697", "issue:44220|issue:44661", - "issue:43550|issue:45072" + "issue:43550|issue:45072", + "issue:43550|issue:43927" ], - "prepared_review_unit_hash": "72dabc679e5ffbcdc7655919719e0e63c0af97a0ba563548e80f560822351f0b", + "prepared_review_unit_hash": "5ef9d8266cb624c27e10ecd31847f3e10715b05a11b2d6b3364b82e7bb218791", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36083, - "estimated_input_tokens": 9021, - "estimated_eval_tokens": 18298 + "soft_pair_count": 30, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 }, "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.", + "summary": "The cluster is mostly heterogeneous, with two likely duplicate subpairs: one exact Qwen2_5_VL batched-padding crash and one offline tokenizer regression around the Mistral regex patch. The remaining candidates describe different bugs despite superficial subsystem overlap.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue for the whole cluster: most items are unrelated, and only small duplicate subpairs appear.", "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_issue_reason": "No global best issue across this mixed cluster; any representative would only cover a narrow subpair, not the whole set.", "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." + "reason": "Same crash in Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False; titles differ only in wording." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different problems: eval-mode gradient checkpointing misuse vs abnormal gradients with ZeRO-3 training." }, { "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." + "reason": "Unrelated failures: Qwen3.5 embedding unpacking with TRL SFT vs trainer.evaluate() after trainer.train()." }, { "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." + "reason": "Different tokenizer/config bugs: runtime special-token post-processor update vs save/load losing custom token IDs." }, { "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." + "reason": "Different subsystems and symptoms: T5 RMSNorm memory leak vs missing supports_gradient_checkpointing flag." }, { "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." + "reason": "Unrelated: GraniteSpeech PEFT checkpoint loading vs sinq quantized model save/load regression." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the T5 apex 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." + "reason": "Different issues: T5 apex RMSNorm leak vs Qwen3_5Moe CPU offload incompatibility." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Jupyter custom-model initialization regression are unrelated." + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs Jupyter custom-model initialization regression." }, { "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." + "reason": "Both describe HF_HUB_OFFLINE cache-loading failures caused by tokenizer code that unconditionally reaches model_info() in the Mistral regex patch path." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2Mixer incorrect use_cache results and T5 decoder-input validation error messaging are unrelated." + "reason": "Different model paths and symptoms: Mamba2 use_cache correctness bug vs T5 decoder-input error-message regression." }, { "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." + "reason": "Different video/weight-loading bugs in different Qwen variants; not the same concrete failure." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Runtime special-token post-processing and BigBirdTokenizer mask-token registration are different tokenizer bugs." + "reason": "Different tokenizer issues: runtime post-processor syncing vs BigBird mask token registration/decoding." }, { - "left": "issue:45759", + "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Unwrapping `text_config` for composite Qwen multimodal configs is unrelated to the missing gradient-checkpointing flag." + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to the Nemotron gradient-checkpointing flag issue." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 documentation/model mismatch and quantization offloading behavior are not the same underlying problem." + "reason": "Both mention quantization/offloading broadly, but they are different bugs with different models and failure modes." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "SigLIP2 AutoModel/pipeline nonsense outputs and CamemBERT masked-LM regression are separate model-specific issues." + "reason": "Different model-specific inference/training bugs: SigLIP2 AutoModel/pipeline output issue vs CamemBERT MLM regression." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT adapter checkpoint loading and quantization offloading are different load-path bugs." + "reason": "Different areas: PEFT checkpoint loading vs quantization/offloading behavior." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are unrelated." + "reason": "Tokenizer post-processor syncing and LayoutLMv2 NER padding/truncation crashes are different problems." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation-map processing and `GenerationMixin` import failure are entirely different subsystems." + "reason": "Completely unrelated: image processor segmentation-map handling vs GenerationMixin import error." }, { "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." + "reason": "Both involve Mistral/fix_mistral_regex, but one is an AttributeError crash and the other is a codec-handling regression with a warning issue." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC latent reconstruction/STE mismatch are unrelated." + "reason": "Different model internals: BitNet packed-weight loading vs DAC latent reconstruction/STE mismatch." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed ZeRO-3 init indexing and `_torch_extract_fbank_features()` are different failures." + "reason": "Unrelated: DeepSpeed ZeRO-3 initialization IndexError in BertModel vs audio feature extraction issue." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Kimi tokenizer regression and `list_repo_files` revision forwarding are unrelated." + "reason": "Different bugs: tokenizer regression in Kimi-K2.5 vs list_repo_files revision forwarding in a CI script." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight unpacking are different bugs." + "reason": "BigBird tokenizer special-token registration is unrelated to BitNet accelerate loading." }, { "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." + "reason": "Both are Qwen video-input issues, but they target different models and different failure points (processor ValueError vs chat-template feature/token mismatch)." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer access regression and Kosmos2.5 long-OCR index error are different problems." + "reason": "Different multimodal bugs: processor.tokenizer regression vs Kosmos2.5 long-OCR index error." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Missing `CLIPOutput.attentions` assignment and RTDetrV2 output drift in v5 are unrelated model regressions." + "reason": "CLIPOutput attentions regression is unrelated to RTDetrV2 output differences." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Feature-extraction failure and `TOKENIZER_MAPPING_NAMES` handling in add-new-model-like are unrelated." + "reason": "Audio feature extraction bug and add-new-model-like tokenizer mapping bug 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." + "reason": "Different model/runtime issues: Bamba SDPA torch.compile failure vs dtype mismatches in other models." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "No shared underlying bug: torch.compile/SDPA failure vs DiaConfig custom token ID persistence." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the two clearly supported duplicate subpairs (44514/44545 and 42886/44843) and correctly treats the rest as heterogeneous. The soft-edge acceptances are justified by near-identical titles or a direct shared offline/Mistral regression path, and the rejected pairs are framed narrowly without overclaiming." }, "evaluator_used": true, "retried": false, @@ -5380,13 +5315,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 17, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:30064", "issue:34634", @@ -5439,26 +5374,26 @@ ], "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:43550|issue:43819", "issue:30064|issue:36331", - "issue:44843|issue:45081", "issue:41720|issue:44991", + "issue:44843|issue:45081", "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:44448|issue:44671", "issue:43716|issue:44008", + "issue:43950|issue:45987", "issue:43644|issue:43749", "issue:43582|issue:46512", "issue:44485|issue:44509", @@ -5466,196 +5401,196 @@ "issue:34634|issue:36010", "issue:44479|issue:45834" ], - "prepared_review_unit_hash": "b1a836f0e109b7e16aa730e2788ed7bc3d74efa408ef229fb2f660a9a0edc2ad", + "prepared_review_unit_hash": "2dc8199a4dd55f14b6120ad3c61d41ebca9c9fc307942aa0a6f5556beff1a52e", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36065, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "serialized_chars": 36061, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 }, "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.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports. A couple of pairs are superficially similar, especially the Mistral regex/loading issues, but they appear to be different failure modes rather than the same underlying bug. No soft edge should be merged.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43950 is the strongest cross-cutting regression here: a `from_pretrained()` v5 buffer-corruption bug with broad impact on model loading and state handling, making it the best anchor for this mixed cluster.", "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_issue_reason": "issue:43950 is the most generally useful representative because it describes a clear, high-impact core loading regression rather than a model-specific edge case.", "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." + "reason": "Tokenizer/AddedToken construction error vs a model loading failure for a specific checkpoint; different code paths and root causes." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Unrelated subsystems: LayoutLMv2 NER/padding crash vs Perceiver image classification resize/interpolation failure." + "reason": "Different domains entirely: LayoutLMv2 tokenizer/padding behavior vs Perceiver image classification resolution handling." }, { "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`." + "reason": "Qwen3 sliding-window/moe behavior is unrelated to `trust_remote_code` config field loss." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug is not the same as DAC forward/latent mismatch." + "reason": "BigBirdTokenizer special-token registration issue vs DAC latent reconstruction mismatch; no shared bug." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different multimodal bugs in different models: Qwen3OmniMoe video processing vs Gemma3n variable-name collision." + "reason": "Video input processing in Qwen3OmniMoe vs a Gemma3n variable-name collision in forward; unrelated failures." }, { "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." + "reason": "Both involve config loading, but one is missing fields with `trust_remote_code=True` and the other is strict config validation blocking `granite_speech`; distinct bugs." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Both are model-configuration mistakes, but they affect different architectures and different layer-count logic." + "reason": "Sparse-layer creation in SwitchTransformers vs Smollm3 RoPE layer count mismatch; different model internals." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Image segmentation-map processing and trainer loss-signature handling are unrelated." + "reason": "torch.compile/SDPA failure in Bamba vs DAC `from_latents` mismatch; unrelated code paths." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Same helper function, but different concrete failures: offline hub access vs missing `backend_tokenizer` attribute." + "reason": "Image processor void segmentation map handling vs trainer loss-signature incompatibility; no common underlying bug." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Different failures in different models and code paths: device-mapping assert vs tokenizer loading regression." + "reason": "Qwen3 device-mapping CUDA assert vs tokenizer load failure for a different model; unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but one is an offline `model_info()` call bug and the other is a tokenizer attribute-access crash; different concrete failures." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Image processor URL loading and template-node compilation error have no shared underlying bug." + "reason": "AutoImageProcessor URL loading vs template compilation error; different subsystems." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next segfault and MPS histogram-int limitation are unrelated runtime issues." + "reason": "Llava Next load segfault vs MPS histogram op unsupported for Int in moe code; unrelated." }, { "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." + "reason": "SigLIP2 docs/model-processor mismatch vs Kosmos2.5 long OCR input indexing; different bug classes." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric-gathering label truncation is unrelated to Mamba2 cache correctness." + "reason": "Metric-gathering label truncation vs Mamba2 cache correctness; distinct runtime paths." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation error messaging and zero-loss classification behavior are different bugs." + "reason": "Input validation error-message bug vs degenerate sequence-classification loss; not the same issue." }, { "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." + "reason": "LayoutLMv2 tokenizer padding/truncation crash vs AutoTokenizer failing on a custom tokenizer class; unrelated." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription handling and Kosmos2.5 long-input indexing are unrelated." + "reason": "Whisper empty-transcription generation bug vs Kosmos2.5 OCR input length bug; different models and failures." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Non-persistent buffer corruption and `StaticCache.get_seq_length()` returning a tensor are different API regressions." + "reason": "Pegasus v4/v5 output drift vs CamemBERT masked-LM prediction regression; separate model-specific issues." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Image preprocessor dtype mismatch is unrelated to Gemma3n's attribute collision in forward()." + "reason": "Mistral-3 image preprocessor dtype mismatch vs Gemma3n audio mask attribute collision; unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption on `from_pretrained` vs `StaticCache.get_seq_length()` returning wrong type; different API bugs." }, { "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." + "reason": "Non-persistent buffer junk in v5 vs FSDP CPU RAM efficient loading breakage; both loading-related but not the same defect." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "AppleSilicon warmup TypeError and stale `model.config.dtype` are not the same bug." + "reason": "Apple Silicon warmup `TypeError` vs stale `config.dtype` after `from_config(dtype=...)`; distinct dtype-related issues." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "RoPE implementation discussion and docs mentioning removed pipeline tasks are unrelated." + "reason": "GLM-5 RoPE implementation discussion vs docs still mentioning removed pipeline tasks; 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." + "reason": "CPU offload device mismatch for bark-small vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel; different bugs." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and a GenerationMixin import error are unrelated." + "reason": "Bark voice preset failure vs GenerationMixin import error; unrelated." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are different multimodal bugs." + "reason": "Qwen video-input regression vs Kosmos2.5 OCR long-input indexing; different multimodal bugs." } ] }, @@ -5671,13 +5606,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 18, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:28218", "issue:29159", @@ -5732,8 +5667,8 @@ "issue:44805|issue:44936", "issue:43540|issue:45381", "issue:43825|issue:43994", - "issue:43782|issue:44977", "issue:43421|issue:44811", + "issue:43782|issue:44977", "issue:44991|issue:46291", "issue:46294|issue:46463", "issue:44561|issue:45020", @@ -5756,203 +5691,206 @@ "issue:43742|issue:45020", "issue:45081|issue:45406" ], - "prepared_review_unit_hash": "8932daf762628a276cbf310418f48467fe0e5bc3a3830e418ce846614b6fa64c", + "prepared_review_unit_hash": "a6547ece4b831c2ed30ea5df2c0adc078afebeb0771d18e1aa4f25d24b2820ba", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35562, - "estimated_input_tokens": 8891, - "estimated_eval_tokens": 18038 + "serialized_chars": 35559, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 }, "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.", + "summary": "The set is mostly heterogeneous; only one soft pair looks like a plausible duplicate, while the rest describe distinct bugs, model families, or unrelated regressions.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45701 is the broadest, most representative report here: it frames a general tokenizer regression and has the highest inbound references, making it the best cluster anchor.", "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_issue_reason": "issue:45701 is the best overall representative because it is broad, well-referenced, and closest to an umbrella regression report.", "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." + "reason": "Different model families and different failure modes: dtype loading vs missing temporal attention/weight sharing." }, { "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." + "reason": "One is a mask-shape IndexError; the other is a train/evaluate lifecycle failure." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both involve video inputs, but they point to different Qwen models and different failure modes." + "reason": "Both involve vision/video inputs, but they target different Qwen model families and different bugs." }, { "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." + "reason": "One is an error-message regression around pipeline removal; the other is an output-quality issue in a specific model pipeline." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Different problems: weight_only loading failure for Qwen3VL vs flash-attention generation issue for Qwen3.5." + "reason": "Tokenizer post-processor updates and Whisper batch_decode skipping special tokens are different code paths." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Runtime special-token post-processor update bug is not the same as Whisper batch_decode ignoring skip_special_tokens." + "reason": "Loading with weight_only=True and flash-attention generation issues are unrelated." }, { "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." + "reason": "Tokenizer loading regression and kernels import/version requirements are separate breakages." }, { "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." + "reason": "Qwen video chat-template mismatch and T5 decoder-input validation are unrelated bugs." }, { "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." + "reason": "45020 is a broad remote_code regression report; 44561 is a specific removed-helper breakage, not the same concrete bug." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and bfloat16 dtype mismatches are different bugs in different models." + "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are different problems." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch during inference." + "reason": "Packed-weight loading failure is unrelated to dtype mismatches in 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." + "reason": "Blip2 dtype persistence and Apple Silicon warmup TypeError are unrelated." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache return type contract bug is unrelated to text_kwargs silently overriding return_tensors." + "reason": "Cache-length return type and return_tensors precedence are different API bugs." }, { "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." + "reason": "Both mention v5 pipeline removals, but one is runtime messaging and the other is documentation drift." }, { "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." + "accept": true, + "reason": "Both point to tokenizer added-token handling inconsistencies, including unwanted spacing and slow/fast tokenizer divergence." }, { "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." + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights/_is_hf_initialized are separate loading regressions." }, { "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." + "reason": "CamemBERT masked-LM prediction regression is not the same bug as a broad tokenizer-version 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." + "reason": "Backend-install dependency packaging and Mistral tokenizer patch crashes are unrelated." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to LwDetrImageLoss float16 AMP/CUDA crashing." + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP loss crash are different platform-specific issues." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are entirely different components." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "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." + "reason": "Qwen3VL weight-only loading and Qwen2.5-VL rope-index scaling are different bugs." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "sys.modules access bug in modeling_utils is unrelated to the CLIPTextModel structure inconsistency." + "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are unrelated." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug and MXFP4 quantization fallback are unrelated." + "reason": "BigBird special-token registration and MXFP4 quantization loading are different issues." }, { "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." + "reason": "Audio sampling-rate defaults and DAC from_latents/forward mismatch are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction bug and RTDetrV2 output drift in v5 are different model/processor regressions." + "reason": "BEiT label reduction and RTDetrV2 output differences are different model bugs." }, { "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." + "reason": "A specific MobileLLM loading key error is not the same as a broad remote_code compatibility report." }, { "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." + "reason": "Mistral regex-patching failure and Gemma4Processor missing _tokenizer are separate AttributeError paths." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45701 does have the highest inbound references and is a reasonable umbrella tokenizer-regression anchor. The soft-edge verdicts are generally conservative, and the single accepted pair (issue:28218 / issue:29159) is plausibly the same tokenizer-added-token behavior class. No mergeability problems are apparent from the provided data." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5961,13 +5899,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 19, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:36010", "issue:36331", @@ -6037,220 +5975,223 @@ "issue:43531|issue:45042", "issue:43720|issue:44610", "issue:38175|issue:44610", - "issue:44387|issue:44617", "issue:43746|issue:44811", + "issue:44387|issue:44617", "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" + "issue:45459|issue:45803", + "issue:43329|issue:44479", + "issue:46421|issue:46424" ], - "prepared_review_unit_hash": "0d8e0fdecd00edf26dbba36af6c17874859ab7ea6aca0137623507db8bbba9f7", + "prepared_review_unit_hash": "79ec33102c85573f6945331aff455ec99fb7fef7abea87109e3ba4058988a84d", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36467, - "estimated_input_tokens": 9117, - "estimated_eval_tokens": 18490 + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose 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.", + "summary": "The set is mostly a grab bag of unrelated Transformers bugs. I found one plausible duplicate pair around the Qwen video-input regression; the rest are not the same underlying issue and should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43329 is the best canonical issue for the Qwen video regression because it identifies the concrete broken code path in `_get_num_multimodal_tokens` (undefined video helpers / merge sizing) rather than only describing the downstream user-visible failure.", "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_issue_reason": "issue:43329 is the strongest global representative: it gives the clearest root cause and is the most actionable merge target for the broader v5.3.0 Qwen video-input regression reported in issue:44479.", "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." + "reason": "Different failures in different subsystems: FP8 storage lookup vs PIL image processor torchvision dependency." }, { "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." + "reason": "Unrelated tokenizer/processor import failure vs mistral_common continue_final_message behavior." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but they are different models and different underlying causes." + "reason": "Both mention Qwen warnings, but one is a tied-weights bug and the other is a LoRA fine-tuning warning; not the same concrete bug." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Unrelated areas: compile/template-node error vs CLIPTokenizer max_length constant." + "reason": "Compilation error and tokenizer max_length bug are unrelated." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Video token counting bug vs stale auto_mappings config references; not the same defect." + "reason": "Video-token counting bug vs stale auto_mappings entry; different code paths and failures." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "Different issues: isolated repro of an older bug vs FP8 inference failure on B200." + "reason": "A reproduction of an older issue is not the same as an 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." + "reason": "BEiT label reduction bug and MPS attention correctness issue are unrelated." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different code paths and symptoms: SDPA/torch.compile failure vs MXFP4 quantization loading fallback." + "reason": "Different model-specific failures: torch.compile/SDPA vs MXFP4 load 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." + "reason": "Both involve training/eval, but one is a ZeRO-3 index error and the other is trainer lifecycle behavior after training." }, { "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." + "reason": "Both concern loading, but one is gguf_file behavior across tokenizer/model loading and the other is a specific tokenizer load failure." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion/load issue is unrelated to the undefined video-token helper bug." + "reason": "Accelerate/DeepSpeed weight conversion bug is unrelated to the multimodal 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." + "reason": "DAC STE mismatch and DiaConfig save/load token ID loss are different 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." + "reason": "Importing GenerationMixin and Jupyter custom model initialization are separate breakages." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and compute_loss signature mismatch are unrelated." + "reason": "Import error for GenerationMixin and unexpected compute_loss kwarg are unrelated." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging/backends issue vs kernels package version/revision requirement; different dependency failures." + "reason": "Packaging backend dependency issue vs kernels package version/revision requirement are different problems." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." + "reason": "Qwen sliding-window behavior and PIL torchvision dependency are unrelated." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unpacking during accelerate load is unrelated to OmDet-Turbo image size mismatch." + "reason": "BitNet accelerate-loading unpacking bug and OmDet-Turbo image-size mismatch are different code paths." }, { "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." + "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor/model size mismatch are unrelated." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "General int4 reserved-memory OOM regression is different from Sam3Video runtime OOM." + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated bugs." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are separate processor/model bugs." + "reason": "General int4 memory regression and a model-specific CUDA OOM report are not the same issue." }, { "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." + "reason": "Doc/example errors plus quantization failure vs a load/quantization fallback bug in a different model." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE weight conversion under accelerate/deepspeed." + "reason": "Local-path import warning and Qwen MoE accelerate/deepspeed conversion are unrelated." }, { "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." + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 flash-attention generation regression are separate model 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." + "reason": "Missing fields with trust_remote_code and text_config unwrapping for composite configs are different config-loading bugs." }, { "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." + "reason": "Audio chat-template sample-rate default and Whisper batch_decode token skipping are unrelated." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Chunked-prefill recompilation from lazy cache init is not the same as max_cache_length being honored only for quantized cache." + "reason": "Both involve error handling, but they affect different code paths and different classes of hidden errors." }, { "left": "issue:43329", "right": "issue:44479", + "accept": true, + "reason": "Both describe the same Qwen-family video-input regression; 43329 exposes the broken `_get_num_multimodal_tokens` video branch, and 44479 reports the resulting failure across qwen2_5_vl/qwen3_vl/qwen3_5 variants." + }, + { + "left": "issue:46421", + "right": "issue:46424", "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." + "reason": "Both mention cache behavior, but one is lazy init causing recompilation and the other is max_cache_length scoping for quantized cache only; not the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:43329 vs issue:44479, looks like the same Qwen-family video-input regression and is a reasonable duplicate/merge target. The rest of the pairwise rejections are appropriately cautious and do not overstate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6259,15 +6200,16 @@ "component_index": 1, "component_count": 21, "review_unit_index": 20, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:28282", + "issue:29127", "issue:29159", "issue:33357", "issue:34567", @@ -6322,11 +6264,11 @@ "issue:43257|issue:43931", "issue:43749|issue:44756", "issue:42915|issue:43742", - "issue:43454|issue:43577", "issue:43606|issue:45859", + "issue:43454|issue:43577", "issue:44291|issue:45042", - "issue:34567|issue:40990", "issue:42915|issue:44821", + "issue:34567|issue:40990", "issue:43525|issue:46291", "issue:43927|issue:44912", "issue:29159|issue:34567", @@ -6344,210 +6286,217 @@ "issue:43452|issue:43582", "issue:43317|issue:45538", "issue:43742|issue:44291", - "issue:44849|issue:45701" + "issue:44849|issue:45701", + "issue:28282|issue:29127" ], - "prepared_review_unit_hash": "04f3414aa49d2932d03b690a6918496b207feeac4b7fc93a556e5794b82bee60", + "prepared_review_unit_hash": "dd1df68bbcb64b881014299482efb5eeace63f429fcd3a566bfe1a7f9beae5ef", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35800, - "estimated_input_tokens": 8950, - "estimated_eval_tokens": 18156 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36704, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 }, "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.", + "summary": "The cluster is highly heterogeneous: most pairs only share broad themes like loading, tokenization, dtype, or offload, but not the same underlying bug. I rejected all soft edges and treated this as a mixed issue set rather than a true duplicate cluster.", + "confidence": 0.64, + "canonical_issue_reason": "Issue:46512 is the most general, core API-level regression in the set (dtype state after from_config), so it is the best single representative even though the cluster is otherwise mixed.", "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_issue_reason": "Broad, user-facing loading/config bug with a clear current regression and the least model-specific scope among the candidates.", "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." + "reason": "Different models and symptoms: MOE weight conversion vs CUDA OOM." }, { "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." + "reason": "No shared bug; a placeholder-style issue is unrelated to an isolated reproduction report." }, { "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." + "reason": "Both are video-related, but one is token counting and the other is processor output shape." }, { "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." + "reason": "Different Qwen variants and different loading failures; not the same bug." }, { "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." + "reason": "Both involve memory/loading, but one is FSDP RAM-efficient loading and the other is Strix Halo mmap OOM." }, { "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." + "reason": "Different model families and failures; FP8 config bug vs key error on load." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43606", + "right": "issue:45859", "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." + "reason": "Both touch CPU offload, but they hit different models and different code paths." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and different failure modes; not mergeable as one fix." + "reason": "Both are model-loading issues, but one is untied lm_head weights and the other is dtype propagation." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Completely different areas: init_empty_weights argument handling versus PIL image processors incorrectly requiring torchvision." + "reason": "Unexpected init argument vs torchvision dependency regression are unrelated bugs." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Trainer token accounting not updating and high perplexity on gpt-oss are unrelated symptoms and code paths." + "reason": "Different areas: MOE FP8 loading vs image processor URL loading." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Model quantization/loading issue versus AutoImageProcessor URL loading; no shared underlying bug." + "reason": "Trainer token counting is unrelated to perplexity quality on a specific model." }, { "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." + "reason": "Missing pad_token_id on a config is unrelated to kernels package import requirements." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Saving/loading custom token IDs and MXFP4 quantization fallback are different bugs." + "reason": "Config token persistence bug vs quantization fallback bug are different issues." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token counter updates are separate issues." + "reason": "Tokenizer inconsistency and trainer token accounting are separate problems." }, { "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." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behavior." }, { "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." + "reason": "Model loading regression vs tokenizer max-length constant are not the same bug." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetr output differences and Qwen3.5 save_pretrained key regressions are distinct model-specific bugs." + "reason": "RTDetr output mismatch and Qwen3.5 save_pretrained key errors are unrelated." }, { "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." + "reason": "Both mention tied embeddings, but one is a missing lm_head tie and the other is LoRA merge collapse." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Quantization/loading failure versus tokenizer max_length misuse; no shared fix path." + "reason": "MOE FP8 loading and CLIPTokenizer max-length are unrelated." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility and kernels dependency resolution are separate dependency issues." + "reason": "Torch compatibility and kernels import dependency issues are different root causes." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and a PEFT minimum-version bump are unrelated." + "reason": "DeepSpeed deque failure and a PEFT 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." + "reason": "Missing PyTorch dependency vs a specific model-loading regression are not the same issue." }, { "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." + "reason": "Both are dtype-related, but one is incorrect loaded tensor dtypes and the other is stale config metadata." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "TensorFlow backend packaging and missing Qwen2_5_VL import are unrelated." + "reason": "Backend packaging omission and a missing model 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." + "reason": "MacOS bus error on CLIP loading is unrelated to trainer token counters." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF loading path breakage and AppleSilicon caching_allocator_warmup TypeError are unrelated." + "reason": "GGUF loading breakage and AppleSilicon allocator TypeError are different problems." }, { "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." + "reason": "Device-map offload failure is unrelated to tokenizer max-length behavior." }, { "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." + "reason": "Key error loading a model and an init_empty_weights signature change are different bugs." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug and a version-dependent tokenization change are not duplicates." + "reason": "Qwen3.5 hidden-state behavior and version-dependent tokenization changes do not match." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch dependency and unclear LayoutLMv3 box-data error are unrelated." } ] }, @@ -6563,18 +6512,17 @@ "component_index": 1, "component_count": 21, "review_unit_index": 21, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:24643", "issue:27957", "issue:28282", - "issue:29127", "issue:29159", "issue:34567", "issue:36331", @@ -6614,6 +6562,7 @@ "issue:45479", "issue:45488", "issue:45588", + "issue:45823", "issue:45907", "issue:46399", "issue:46463", @@ -6622,7 +6571,6 @@ ], "soft_pairs": [ "issue:44062|issue:44991", - "issue:28282|issue:29127", "issue:44479|issue:45381", "issue:41720|issue:43540", "issue:43540|issue:44560", @@ -6646,219 +6594,220 @@ "issue:43742|issue:44589", "issue:44568|issue:46491", "issue:43906|issue:46468", - "issue:44737|issue:45588", "issue:43756|issue:46399", + "issue:44737|issue:45588", "issue:43756|issue:45325", - "issue:43526|issue:45479" + "issue:43526|issue:45479", + "issue:45823|issue:46463" ], - "prepared_review_unit_hash": "6bd6a14152bbd6ef72fa75b3446657992e215963f3c2b3400f818466178bed85", + "prepared_review_unit_hash": "1ccabac06da892fad0169fbe138f17b054ad84a716fd3c437e87871381f8b12b", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36692, - "estimated_input_tokens": 9173, - "estimated_eval_tokens": 18602 + "serialized_chars": 36647, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 }, "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.", + "summary": "Mostly unrelated transformer issues, with one clear duplicate-like Qwen video-input regression pair and one plausible SigLIP2 duplicate pair.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 44479 is the broadest, clearest regression report in the cluster and best captures the shared Qwen video-input bug family; 45381 reads like a narrower instance of the same problem.", "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_issue_reason": "44479 is the strongest duplicate-triage anchor because it describes the underlying regression at a higher level and matches the broader symptom scope seen in the soft duplicate candidate.", "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." + "reason": "Different tokenizer/model-loading failures; one is an AddedToken keyword collision, the other is an AutoTokenizer load failure for est-roberta." }, { "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." + "reason": "Both point to the same Qwen2.5-VL/Qwen video-input regression around incorrect position IDs in transformers 5.3.0." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen models and different failures (device-mapping CUDA assert vs video-input ValueError)." + "reason": "Different bugs: auto device-mapping CUDA assert versus Qwen3OmniMoe video-input ValueError." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input issues, but the models and failure modes differ." + "reason": "Both are video-related, but they affect different Qwen model families and have different failure modes." }, { "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." + "reason": "Different Qwen families and different symptoms; no clear shared code-path bug." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FineGrainedFP8Config failure and FSDP CPU RAM-efficient loading are separate training/loading problems." + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are distinct loading/runtime issues." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-shape training error is unrelated to tokenizer inconsistency." + "reason": "DeepSpeed weight shape error and tokenizer slow/fast inconsistency are unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend packaging issue vs model loading failure; no shared bug." + "reason": "Packaging/backend dependency issue versus a specific model load failure; not the same bug." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different vision-model failures with different symptoms and code paths." + "reason": "Different model families and different failure modes, despite both being vision-related." }, { "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." + "reason": "Both describe the same SigLIP2 inference discrepancy / wrong outputs for the same model family, with 43994 looking like a user-facing reproduction of 43493." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading regression vs repository-file listing helper bug are unrelated." + "reason": "A model load regression and a repo-file revision forwarding bug are unrelated." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and distinct behaviors." + "reason": "Different tokenizer regressions: missing BOS/EOS insertion versus Metaspace/ByteLevel override in LlamaTokenizer." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention/XLM-Roberta issue is unrelated to the PyTorch-missing import error." + "reason": "Flash Attention 2 behavior for XLM-Roberta is unrelated to a missing PyTorch import error." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected init argument during loading is unrelated to loading AutoImageProcessor from URL." + "reason": "Init-empty-weights argument handling and AutoImageProcessor-from-URL loading are different problems." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Trainer token-count bookkeeping and custom compute_loss signature mismatch are different trainer issues." + "reason": "Trainer token-count bookkeeping and a custom compute_loss signature change are not the same underlying issue." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU placement bug and T5 decoder-input validation message are unrelated." + "reason": "XLNet CPU device placement bug versus T5 decoder-input validation messaging; unrelated." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE FP8 loading and Smollm3 RoPE-layer dropping are different model-specific bugs." + "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE-layer handling are separate 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." + "reason": "Different dtype-mismatch issues in different model stacks; not one shared fix." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus test failure and Phi-4 multimodal model load failure are not the same bug." + "reason": "Janus test failure and Phi-4 multimodal load failure are separate issues." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to Mistral regex patching." + "reason": "AddedToken duplicate keyword handling is unrelated to the Mistral tokenizer backend-tokenizer crash." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image-processor torchvision dependency regression is unrelated to tokenizer regex crashing." + "reason": "Image-processor torchvision dependency regression and tokenizer attribute crash are unrelated." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM key error and Float8 storage lookup failure are distinct load-time issues." + "reason": "MobileLLM key error and Float8 storage lookup error are different load-path failures." }, { "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." + "reason": "Different tokenizer regressions: special-token insertion versus encode/decode whitespace preservation." }, { "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." + "reason": "One is an isolated reproduction of an earlier issue; the other is a broken official example, but the titles do not indicate the same bug." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "XLNet positional encoding on CPU and flash_attention s_aux=None crash are unrelated." + "reason": "Smollm3 RoPE-layer dropping and Qwen3.5 rotary registration crash are different code paths." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Smollm3 RoPE-layer issue and Qwen3.5 kernel registration crash are different model/runtime bugs." + "reason": "XLNet CPU arange placement and flash_attention s_aux handling are unrelated." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different models and different rotary-position bugs." + "reason": "Smollm3 RoPE-layer count issue and Qwen2.5-VL temporal position-ID scaling are distinct bugs." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BEiT fast processor label reduction bug is unrelated to sequence-classification loss degeneracy." + "reason": "BEiTImageProcessorFast label reduction and sequence-classification zero-loss behavior are different issues." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and T5 decoder-input validation messaging are unrelated." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft edges are defensible from the titles alone: 44479/45381 are clearly in the same Qwen video-input regression family, and 43493/43994 are plausibly the same SigLIP2 issue. No overstatement is evident, and the many rejections are appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -6871,13 +6820,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 22, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:24643", "issue:28282", @@ -6929,7 +6878,6 @@ "issue:46463" ], "soft_pairs": [ - "issue:45823|issue:46463", "issue:43404|issue:45987", "issue:43531|issue:44821", "issue:45405|issue:45600", @@ -6948,8 +6896,8 @@ "issue:28282|issue:35141", "issue:44493|issue:46050", "issue:44466|issue:45005", - "issue:43452|issue:44843", "issue:43819|issue:44811", + "issue:43452|issue:44843", "issue:43688|issue:43749", "issue:44361|issue:44442", "issue:38175|issue:43295", @@ -6957,206 +6905,185 @@ "issue:43653|issue:44361", "issue:45372|issue:46170" ], - "prepared_review_unit_hash": "7c02c496379d3f6b86293e9911be946abcae8e2104ab57282088d1b061ada407", + "prepared_review_unit_hash": "eb2161c06308db4cd182c95abc4aa11090f607d03aa07102daaf22dfc858b72a", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36162, - "estimated_input_tokens": 9041, - "estimated_eval_tokens": 18338 + "soft_pair_count": 26, + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 }, "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.", + "summary": "This cluster is heterogeneous: most items are unrelated regression reports across different models, configs, and loading paths. I do not see any soft pair that is clearly the same underlying bug/change, so no duplicate merge is warranted.", + "confidence": 0.92, + "canonical_issue_reason": null, "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_issue_reason": "issue:44466 is the most concrete and actionable report in the loose tied-weights subtheme, with a specific regression and a clear serialization failure mode; however, the cluster as a whole is not coherent enough to nominate a true canonical issue.", "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." + "reason": "Different bugs: tied lm_head weights in Mistral vs StaticCache seq-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." + "reason": "Unrelated: Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading." }, { "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." + "reason": "Dependency version bump issue vs removed auto_mapping config 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." + "reason": "Both are load failures, but one is gguf_file handling and the other is a model-specific load regression." }, { "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." + "reason": "One is a reproduction of an older issue; the other is a Qwen2.5-VL video position_ids bug." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Different regressions: incorrect saved visual encoder keys vs wrong token IDs from AutoTokenizer." + "reason": "Different layers: save_pretrained key serialization vs AutoTokenizer producing wrong token IDs." }, { "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." + "reason": "Config propagation bug vs strict config rejection when loading 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." + "reason": "Both involve RoPE config, but one is reload-default drift and the other is a TypeError on JSON-loaded lists." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Unrelated: BitNet packed-weight loading vs Perceiver interpolation on non-default resolution." + "reason": "Packed-weight loading bug vs image classification interpolation issue; no shared code path." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions: RTDetrV2 output drift vs Qwen3.5 checkpoint save_pretrained corruption." + "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint serialization are different regressions." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing config fields, but the root causes and model paths differ." + "reason": "Both mention missing fields, but one is trust_remote_code config loading and the other is @strict dropping a field." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training crash vs LayoutLMv3 error-message clarity; not the same bug." + "reason": "DeepSpeed training weight-dimension error is unrelated to a LayoutLMv3 error-message clarity issue." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "ImportError for missing PyTorch vs NoneType broadcast TypeError are unrelated." + "reason": "Missing PyTorch import error vs trainer _gpu_broadcast_one NoneType failure." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different trainer/loading issues with no shared code-path." + "reason": "ZeRO-3 loading IndexError is not the same as trainer.evaluate() failing after train()." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 multimodal token-type handling vs T5 decoder-input validation are unrelated." + "reason": "Required mm_token_type_ids defaulting vs T5 decoder input validation error message; distinct bugs." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Missing PyTorch dependency vs embedding reinitialization after resize are different bugs." + "reason": "Missing torch import issue vs post_init reinitializing resized embeddings; unrelated." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys during loading vs sinq quantization save/load breakage are distinct." + "reason": "Unexpected position-id key regression vs quantized save/load breakage." }, { "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." + "reason": "Related tied-weights theme, but one is device-dependent lm_head serialization and the other is a broader translation-model regression; not clearly the same concrete bug." }, { - "left": "issue:44843", - "right": "issue:45372", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Offline Hub model_info call in tokenizer loading vs Gemma4 processor import failure are different issues." + "reason": "DAC.from_latents mismatch is unrelated to Whisper batch_decode skipping special tokens." }, { - "left": "issue:44898", - "right": "issue:45375", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Perceiver interpolation failure and Qwen3_5MoeVisionConfig field dropping are separate model bugs." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different problems." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures affecting different models and code paths." + "reason": "MLukeTokenizer task AttributeError is unrelated to FastSpeech2ConformerTokenizer load failure." }, { "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." + "reason": "Unexpected zero probabilities in SigLIP2 vs processor.tokenizer/images regression in v4.57.5." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token decode issue vs MLukeTokenizer AttributeError are unrelated." + "reason": "BigBird special-token decode bug and MLuke tokenizer task AttributeError are distinct." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma4 mistral_common import breakage vs Windows ROCm torch.distributed dependency problem are distinct." + "reason": "Gemma 4 processor import failure is unrelated to the Windows ROCm torch.distributed dependency issue." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7165,13 +7092,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 23, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:29159", "issue:32090", @@ -7224,8 +7151,8 @@ ], "soft_pairs": [ "issue:45542|issue:46178", - "issue:43452|issue:43577", "issue:42898|issue:46491", + "issue:43452|issue:43577", "issue:44514|issue:45381", "issue:43295|issue:45356", "issue:43531|issue:43742", @@ -7240,7 +7167,6 @@ "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", @@ -7253,178 +7179,172 @@ "issue:41720|issue:44464", "issue:44466|issue:46050" ], - "prepared_review_unit_hash": "c94e09153482094c64f9a289345068d22f95c70363ba68579a8782a00a9e2482", + "prepared_review_unit_hash": "b0e049a5e71a34ecb904d8ac16186ad3b57abd5d44a92d0d10667556ced0bdfb", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36492, - "estimated_input_tokens": 9123, - "estimated_eval_tokens": 18502 + "soft_pair_count": 28, + "serialized_chars": 36193, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 }, "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.", + "summary": "This cluster is mostly heterogeneous. A small subgroup concerns tokenizer regressions/behavior changes in v5, but most pairings are different bugs, models, or code paths and should not be deduplicated.", + "confidence": 0.37, + "canonical_issue_reason": "issue:42898 is the broadest tokenizer-regression report in the set and is the closest fit for the tokenization-behavior subgroup; the rest of the cluster is too mixed for a single true canonical.", "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_issue_reason": "issue:42898 is the best issue to anchor the cluster because it generalizes to tokenizer behavior changes in v5, while the other issues are narrower or unrelated.", "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." + "reason": "Both are backend-related errors, but they point to different optional-backend problems (undefined tf backend vs missing BACKENDS_MAPPING entry)." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Unrelated bugs: gguf loading/from_pretrained breakage versus Blip2 dtype propagation staying float32." + "reason": "Both involve tokenization regressions, but one is about cleanup-space behavior in v5 and the other is a CodeLlama leading-space round-trip bug." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:43452", + "right": "issue:43577", "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." + "reason": "Unrelated failures: gguf loading broke in one, while the other is a Blip2 dtype propagation issue." }, { "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." + "reason": "Same model family, but different code paths: chat template batching vs video vision position ids." }, { "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." + "reason": "Different regressions affecting different models and mechanisms; not the same underlying bug." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Different model-specific failures: Qwen3-MoE sliding_window behavior versus MobileLLM loading key error." + "reason": "Different issues: sliding-window behavior in Qwen3-MoE versus a load-time key error for MobileLLM-125M." }, { "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." + "reason": "One is a save_pretrained sharding question, the other is missing kwargs propagation in AutoProcessor loading." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Blip2 dtype loading bug and RTDetrV2 output divergence are unrelated." + "reason": "Different bug classes: dtype handling in Blip2 versus divergent outputs in RTDetrV2." }, { "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)." + "reason": "Both concern special tokens, but they are different tokenizers and different failure modes." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Transformers 5 custom-init breakage and FSDP_CPU_RAM_EFFICIENT_LOADING are different regression classes." + "reason": "Custom model initialization breakage is unrelated to the FSDP CPU RAM-efficient loading regression." }, { "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." + "reason": "Both are tokenizer-loading regressions, but one is an offline model_info call bug and the other is a separate tokenizer load failure." }, { "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." + "reason": "Both involve generation/cache state, but they are different concrete bugs in different code paths." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Completely different bugs: auxiliary-loss normalization versus apex FusedRMSNorm memory leak." + "reason": "Completely different failures: auxiliary-loss normalization versus an RMSNorm 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." + "reason": "Tokenization inconsistency versus a MacOS bus error; no shared underlying defect." }, { "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." + "reason": "Special-token registration bug versus config losing custom token IDs 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." + "reason": "RoPE-layer dropout in Smollm3 is unrelated to missing text-encoder weight loading in Sam3Model." }, { "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." + "reason": "Different model implementations and different numerical issues; not the same bug." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models is unrelated to the broad tokenization regression in 45701." + "reason": "Auxiliary-loss normalization is unrelated to a broad tokenization-version-change report." }, { "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." + "reason": "Video-input regression for VL models versus num_labels propagation in Qwen3.5 config." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA issue versus MLukeTokenizer AttributeError; unrelated." + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to an AttributeError in MLukeTokenizer." }, { "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." + "reason": "Both mention NaNs, but the causes and affected components are different." }, { "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." + "reason": "Both touch generation caches, but one is server KV-continuation indexing and the other is beam-search reorder being skipped for some models." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training support issue versus a GenerationMixin import error; different failure classes." + "reason": "Multi-GPU training issue versus an import error for GenerationMixin; different failure modes." }, { "left": "issue:44464", @@ -7436,25 +7356,25 @@ "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." + "reason": "Trainer broadcast error and Qwen2-VL multi-GPU training are not the same bug." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Key error loading a causal LM versus inability to load AutoImageProcessor from URL; unrelated components." + "reason": "A model-loading key error and inability to load AutoImageProcessor from URL are unrelated." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Qwen3 auto device-mapping cudaErrorAssert and chunked-generation compiled-forward inconsistency are different bugs." + "reason": "Auto device mapping cuda assert on A800 is unrelated to compiled-forward chunked generation inconsistency." }, { "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." + "reason": "Different persistence bugs: device-dependent lm_head serialization versus quantized-model save/load breakage." } ] }, @@ -7470,13 +7390,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 24, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:28218", "issue:33357", @@ -7539,248 +7459,248 @@ "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:44977|issue:46209", "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:43493|issue:43825", "issue:43994|issue:46192", + "issue:45823|issue:46050", "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:43493|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", + "prepared_review_unit_hash": "484cdf78378ad3d340d565fb6231ead3fbb327506b4e7f7c5fb740f0c7aca3f4", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37402, - "estimated_input_tokens": 9351, - "estimated_eval_tokens": 18958 + "serialized_chars": 37405, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 }, "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).", + "summary": "The soft links are mostly false positives: they connect unrelated bug reports that merely share broad themes like loading, tokenizers, configs, or model-specific regressions. None of the candidate pairs looks like the same underlying issue.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43504 is a clean, self-contained bug report with a concrete failure mode and a likely narrow fix path, making it a reasonable representative issue.", "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_issue_reason": "issue:43504 is the most actionable representative here: specific scope, clear symptom, and a plausible single root cause. It is stronger as a triage anchor than the broader or more speculative reports.", "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." + "reason": "Both are model-related failures, but one is a Beit preset loading bug and the other is a Bamba torch.compile/SDPA issue; different code paths." }, { "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)." + "reason": "Legacy-field model loading in Beit is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "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." + "reason": "trust_remote_code field loss in AutoConfig is a different compatibility bug from removing `is_torch_fx_available` for 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)." + "reason": "These are both chat-template/processor issues, but one is batched Qwen2.5-VL padding behavior and the other is tool-call 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." + "reason": "One is a dtype propagation problem in BLIP2 loading; the other is an MPS attention correctness bug when value and query head dims differ." }, { "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." + "reason": "Beit pretrained preset loading and OmDet-Turbo image-size mismatch are unrelated vision-model bugs." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight loading bug and config token-ID persistence bug are unrelated." + "reason": "BitNet weight unpacking during load is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training guidance/configuration vs a CustomTrainer signature incompatibility are distinct issues." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to a Trainer `compute_loss` signature regression." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio sampling-rate default mismatch and processor.tokenizer/image-passing regression are separate bugs." + "reason": "Audio processor sampling-rate defaults and processor.tokenizer/image-handling regressions are different processor API 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." + "reason": "CPU offload device mismatch in Bark is unrelated to DiaConfig token-ID persistence." }, { "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." + "reason": "MPS attention math correctness is unrelated to an import failure for Trainer caused by datasets installation." }, { "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." + "reason": "Missing `pad_token_id` on Llama4Config and missing `pad_token_idx` on StableLmConfig are separate config-field regressions." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to auxiliary-loss normalization." + "reason": "BLIP2 dtype mismatch between train/eval and auxiliary-loss normalization in OLMoE/GPT Oss are different numerical issues." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and FP8 inference on B200 are different model/hardware failures." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading failure and MLukeTokenizer AttributeError are distinct problems." + "reason": "BitNet accelerate-loading unpacking and MLukeTokenizer task AttributeError are unrelated failures." }, { "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." + "reason": "gguf_file breaks specific AutoTokenizer/AutoModel loading, while the ScandiBERT report is a separate model-loading regression." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading regression and a dependency-version bump issue are not the same bug." + "reason": "Phi-4 multimodal loading and the PEFT minimum-version bump are unrelated issues." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Docs/example errors and a SigLIP2 implementation mismatch are different classes of issue." + "reason": "Both mention SigLIP2, but one is a broken documentation example and the other is a core HF-vs-JAX implementation discrepancy." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Device-map forward mismatch and quantization save/load break are separate bugs." + "reason": "SigLIP2 implementation mismatch and pipeline translation-task messaging are unrelated bugs." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Nonsensical model outputs vs return_tensors being ignored are unrelated." + "reason": "A SigLIP2 model/pipeline correctness issue is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to sinq quantized model save/load breakage." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are distinct." + "reason": "Qwen3.5 `num_labels` propagation and Whisper empty-transcription generation are different model-specific bugs." }, { "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." + "reason": "Tokenizer added-space behavior and a MacOS bus error in a CLIP model are entirely different failures." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-state bug and FP8 inference failure on B200 are unrelated." + "reason": "Qwen3.5 hidden-states output bug and FP8 inference failure on B200 are not the same code-path problem." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example mistakes and a processor.tokenizer regression are different issues." + "reason": "A SigLIP2 docs example error and a regression around processor.tokenizer/image passing are unrelated." }, { - "left": "issue:43493", + "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch and a ZeRO-3 gradient anomaly do not share a concrete code path." + "reason": "BF16-vs-FP32 dtype drift in evaluation and ZeRO-3 gradient growth are separate training stability issues." }, { - "left": "issue:43278", + "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Evaluation dtype drift and exploding gradients under ZeRO-3 are distinct failures." + "reason": "SigLIP2 implementation mismatch is unrelated to a DeepSpeed ZeRO-3 gradient increase bug." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different v5 regressions." + "reason": "Custom model initialization breakage and device-dependent 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." + "reason": "A MacOS bus error in CLIP and Qwen2-VL multi-GPU training are unrelated reports." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model-specific load failure and an offline-mode tokenizer patch bug are different problems." + "reason": "Model loading failure for a specific BERT model and an offline-mode tokenizer regex patch bug have different causes." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Hidden-states bug and incorrect visual-encoder key serialization are unrelated." + "reason": "Qwen3.5 hidden-state output and incorrect visual encoder keys on save_pretrained are separate regressions." }, { "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." + "reason": "Float8 storage deserialization and a Python 3.13 flash_attn import KeyError are unrelated runtime compatibility issues." } ] }, @@ -7796,13 +7716,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 25, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:29159", "issue:29942", @@ -7854,9 +7774,9 @@ "issue:46489" ], "soft_pairs": [ + "issue:43278|issue:43701", "issue:44568|issue:46489", "issue:43540|issue:44977", - "issue:43278|issue:43701", "issue:43257|issue:43299", "issue:43927|issue:44361", "issue:43575|issue:45405", @@ -7872,220 +7792,220 @@ "issue:45200|issue:45229", "issue:44493|issue:46285", "issue:43504|issue:43653", - "issue:45229|issue:45823", "issue:44464|issue:45584", + "issue:45229|issue:45823", "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:43065|issue:46369", "issue:45084|issue:45520" ], - "prepared_review_unit_hash": "fd6166ba19f3e01f35345ba5b629382491e45d5939aa08906cab0721112061e7", + "prepared_review_unit_hash": "2cf30f97c2edb93d6cb130915ee2e348ec13d7d40912962a7fe9d865870600ed", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36365, - "estimated_input_tokens": 9092, - "estimated_eval_tokens": 18440 + "serialized_chars": 36362, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is 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.", + "summary": "None of the proposed soft pairs look like true duplicates; they mostly share only a broad subsystem or model family, not the same concrete bug. I would keep them separate.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated regressions (tokenizers, model loading, quantization, CI, memory, and config issues).", "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_issue_reason": "No global best issue for deduplication purposes; the set is too heterogeneous to use one issue as a representative canonical cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different failures: dtype drift during train/eval vs a resume_from_checkpoint key mismatch." + }, { "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." + "reason": "Both are tokenizer regressions, but for different models and likely different code paths; not enough to treat as 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." + "reason": "Qwen3OmniMoe video-input processing and Qwen3.5 flash-attention generation are unrelated failures." }, { "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." + "reason": "Both involve Qwen3 MOE loading, but one is weight conversion with accelerate/deepspeed and the other is a dev-version load regression; distinct enough to keep separate." }, { "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." + "reason": "Different models and symptoms: saved DiaConfig token IDs vs MLukeTokenizer AttributeError." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM during tensor-parallel model load is unrelated to a PEFT version bump." + "reason": "OOM on a large Qwen model is unrelated to an unreleased 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." + "reason": "Both are missing-token-field regressions, but they hit different configs and attribute names; not the same underlying bug." }, { "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." + "reason": "Both are tokenizer regressions, but one is mdeberta special-token handling and the other is Granite token IDs; too model-specific to merge." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A janus test failure is unrelated to a dependency version bump." + "reason": "Janus image-generation test failure is unrelated to the PEFT version release issue." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field model loading bug vs CPU offload device mismatch; different failures." + "reason": "Legacy field loading bug in BEiT is unrelated to a CPU-offload device mismatch in bark-small." }, { "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." + "reason": "Both concern Qwen multimodal configs, but one is a missing pad_token_id and the other is text_config unwrapping 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." + "reason": "ImportError for a Qwen2.5 VL class and a Float8 storage lookup failure are unrelated." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Real CPU offload device mismatch vs stale CI test; not the same bug." + "reason": "Different models and different failure modes: CPU offload device mismatch vs a stale GraniteSpeech CI test." }, { "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." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as an init_empty_weights unexpected-argument regression." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Compiled-forward generation inconsistency and cache-length handling are different mechanisms." + "reason": "Compiled-forward chunked generation inconsistency and cache max length behavior are separate generation/cache bugs." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Defaulting token-type ids and multi-GPU OOM are different issues." + "reason": "Same model family, but one is a missing default token-type tensor and the other is multi-GPU CUDA OOM." }, { "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." + "reason": "Both are structural regressions, but they affect different models and different APIs." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "Importing a model class and missing Float8 storage support are unrelated issues." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Both are Gemma4, but OOM and device mismatch are distinct problems." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different bugs." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription handling." + "reason": "Both are Gemma4 inference issues, but OOM and device mismatch are separate root causes." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different regressions." + "reason": "Siglip2 nonsensical outputs and unexpected position-id keys are not the same defect." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantized offloading misbehavior and save/load breakage after sinq quantization are different bugs." + "reason": "Quantization/offloading behavior and save/load corruption after sinq quantization are related only broadly, not the same code-path bug." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient anomaly is unrelated to a multimodal model load failure." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention crash on sink-less models and quantized save/load corruption are unrelated." + "reason": "Flash-attention integration crash with sink-less models is unrelated to sinq save/load breakage." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention CI failures and MLFlow reporting on failed jobs are unrelated." + "reason": "Flash Attention 2 test failures and MLflow reporting after training failure are completely separate." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer consistency issue vs Trainer GPU broadcast TypeError; different subsystems." + "reason": "Tokenizer inconsistency and a GPU broadcast NoneType error are unrelated." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are not the same issue." + "reason": "Local-path import warning and GPT-oss OOM are unrelated." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Local-path import warning is unrelated to an OOM in GPT-oss-20b." + "reason": "A dummy Conv2d implementation and memory overflow in sam3-litetext are different problems." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template compilation failure and flash_attn import-utils KeyError are unrelated." + "reason": "Template-node compilation error and missing flash_attn import key on Python 3.13 are unrelated." } ] }, @@ -8101,13 +8021,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 26, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:15354", "issue:28218", @@ -8161,8 +8081,8 @@ "soft_pairs": [ "issue:44423|issue:44734", "issue:44554|issue:45446", - "issue:15354|issue:38175", "issue:28218|issue:34567", + "issue:15354|issue:38175", "issue:45406|issue:46121", "issue:43493|issue:43701", "issue:45072|issue:45198", @@ -8175,243 +8095,246 @@ "issue:43295|issue:44610", "issue:43295|issue:43873", "issue:43232|issue:44849", - "issue:43572|issue:44987", "issue:43450|issue:43575", + "issue:43572|issue:44987", "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:44554|issue:45356", "issue:37428|issue:43824", "issue:45381|issue:46209", - "issue:44466|issue:45127", "issue:42490|issue:43493", + "issue:44466|issue:45127", "issue:38175|issue:43493", "issue:43653|issue:44112", "issue:44898|issue:45412" ], - "prepared_review_unit_hash": "7ec86c8baa32d378248bb478510d82ffcf75ce413cdd87809b66d4abfb38f554", + "prepared_review_unit_hash": "54abbd07c31c6d50bb8b290b740b278fbee5c211379ed92324182fdb80af267b", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37298, - "estimated_input_tokens": 9325, - "estimated_eval_tokens": 18906 + "serialized_chars": 37295, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "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.", + "summary": "Mostly heterogeneous issue cluster with one likely duplicate pair in the SigLIP2 reports. The rest of the items look like separate tokenizer, import, loading, generation, processor, or CI bugs based on titles alone.", + "confidence": 0.5, + "canonical_issue_reason": "issue:43493 is the best representative of the SigLIP2 correctness subgroup and is the broader title-level match for issue:38175.", "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_issue_reason": "issue:43493 is the strongest overall issue to keep as the representative SigLIP2 report; it best covers the only clear duplicate-looking pair in this packet.", "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." + "reason": "Both are serve crashes, but the titles point to different problems: continuous batching multimodal failure vs KV-cache continuation indexing." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a flex_attention import/version check are unrelated bugs." + "reason": "MPS attention correctness and a flex_attention import/version check are different bugs." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are different model/runtime issues." + "reason": "Tokenizer spacing after an added token is unrelated to TrainerState token accounting." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Tokenizer spacing after an added token is unrelated to TrainerState token-count tracking." + "reason": "TorchScript GeneratorExp export support and SigLIP2 zero probabilities do not describe the same bug." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor serve crash and rope-validation list typing are unrelated failures." + "reason": "A Gemma4Processor attribute error and a rope-validation list TypeError are different failure modes." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 parity discrepancy and resume-from-checkpoint key mismatch do not share the same bug." + "reason": "A SigLIP2 implementation discrepancy and a resume_from_checkpoint key mismatch are unrelated by title." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failure are different issues." + "reason": "These are different model/runtime failures: CI dtype mismatch versus Wav2Vec2 save/tokenization problems." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and Gemma4 mm_token_type_ids defaults are separate problems." + "reason": "A video-input ValueError in Qwen3OmniMoe and a Gemma4 token-type default issue are not the same bug." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "A flash-attention import error and meta-device model-loading breakage are unrelated." + "reason": "Missing a flash-attention helper import and meta-device loading breakage are distinct issues." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video-shape handling are different failure modes." + "reason": "Processor.tokenizer regression and batched video shape errors describe different processor problems." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and return_tensors being ignored are not the same defect." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to return_tensors being ignored with text_kwargs." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Missing-default multimodal token type IDs and device_map auto device mismatch are unrelated." + "reason": "Gemma4 token-type defaults and a device_map forward mismatch are different bugs." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device placement mismatch and return_tensors handling are different bugs." + "reason": "Device placement mismatch and return_tensors handling are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are distinct issues." + "reason": "Processor API regression and OmDet-Turbo image-size mismatch are different issues." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor.tokenizer regression is unrelated to quantization offloading behavior." + "reason": "Processor regression and offloading/quantization behavior are not the same underlying problem." }, { "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." + "reason": "Generation kwargs after sync_gpus and Qwen3.5 hidden-state output issues are separate generation bugs." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast are unrelated." + "reason": "Batched video shape handling and tensor-parallel OOM during load are unrelated." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Batched video processor shape and tensor-parallel OOM on model load are not the same bug." + "reason": "A missing pad_token_idx and a load failure for a specific model/package are different problems." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn import-utils KeyError and tensorflow_text backend mapping are different import issues." + "reason": "Both are import/backend errors, but they mention different backends and different failure mechanisms." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are unrelated training/runtime bugs." + "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are different 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." + "reason": "Assistant-mask generation and tool-call tokenization crashes are both chat-template related but not the same bug." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 doc/example errors and return_tensors being ignored are unrelated." + "reason": "SigLIP2 documentation example errors and return_tensors handling are unrelated." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "MPS attention correctness and a Kimi-K2.5 tokenizer regression are different bugs." + "reason": "Missing pad_token_idx and meta-device loading breakage are distinct model-loading issues." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Missing pad_token_idx and meta-device loading failures are unrelated." + "reason": "MPS attention correctness and a tokenizer regression for Kimi-K2.5 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." + "reason": "These are both import errors, but they concern different missing symbols/modules." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are different issues." + "reason": "Wrong Qwen2.5-VL video position ids and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Both mention weights, but serialization inconsistency and LoRA merge collapse are not the same underlying bug." + "reason": "A trailing-slash local-path import warning and a SigLIP2 implementation discrepancy are different problems." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Trailing-slash local path import warning and SigLIP2 parity discrepancy are unrelated." + "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocab are only loosely related." }, { "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." + "accept": true, + "reason": "Both are SigLIP2 correctness reports at the title level, and 38175 fits as a narrower symptom under the broader discrepancy described by 43493." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and stale GraniteSpeech device-override CI failure are unrelated." + "reason": "BigBirdTokenizer special-token decode issues and a GraniteSpeech CI stale-device test are unrelated." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution handling and RT-DETR memory release are different bugs." + "reason": "Perceiver resolution handling and RT-DETR memory release are different issues entirely." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The high-level conclusion is mostly reasonable, but the response is not conservative enough for this packet. Several soft-edge reasons assert detailed failure modes and code paths that are not supported by the packet data (which only provides titles/metadata), e.g. the serve/KV-cache distinctions and other specific implementation claims. The 38175\u219443493 accept is plausible from the titles, but the writeup should stay at the title-level commonality. Also, saying 43493 is the 'only credible duplicate subgroup' slightly overstates the evidence given that other SigLIP2-related items exist, even if they look distinct." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -8420,13 +8343,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 27, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:28218", "issue:35141", @@ -8480,9 +8403,9 @@ "soft_pairs": [ "issue:43950|issue:46285", "issue:43334|issue:43525", - "issue:43452|issue:46512", "issue:28218|issue:35141", "issue:43278|issue:43856", + "issue:43452|issue:46512", "issue:42915|issue:43824", "issue:43262|issue:43450", "issue:43526|issue:46192", @@ -8507,196 +8430,202 @@ "issue:45759|issue:46512", "issue:37428|issue:43425" ], - "prepared_review_unit_hash": "52684aa3ec0d8a1d1d51f5b8593e618923c1a4fa48ebe4e0ae152f1fb62608d4", + "prepared_review_unit_hash": "95f4ee0ad6746cc6d0f93d1f20b22a8b0f257c18509360f891e70f63eb099e47", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36341, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "serialized_chars": 36335, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 }, "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.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues and regressions across tokenization, multimodal configs, loaders, processors, and hardware/runtime compatibility. None of the soft pairs look like true duplicates of the same underlying bug/change, so I would not merge them.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43950 is the best representative of the cluster because it is a broad core-loading regression with clear impact, while the other items are mostly isolated model-specific, processor-specific, or environment-specific bugs.", "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_issue_reason": "issue:43950 is the strongest single issue to anchor the cluster: concrete, widely relevant, and closer to a central library regression than the more niche 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." + "reason": "Both concern model loading/structure, but one is about non-persistent buffers in from_pretrained and the other about CLIP text model attribute structure; different bugs and code paths." }, { "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()`." + "reason": "Both mention missing pad_token_id on config objects, but they affect different model families and likely different config classes/pathways." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing bug vs embedding reinitialization bug; different code paths and outcomes." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize_token_embeddings." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Different concerns: dtype drift in evaluation vs MoE training memory usage." + "reason": "dtype drift between training/evaluate is a different issue from Qwen3 MoE memory usage during training." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failures and stale config.dtype after from_config are separate loading/configuration bugs." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are unrelated." + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are unrelated problems in different components." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate bug vs batched video-shape bug; no common underlying issue." + "reason": "Audio chat-template sampling-rate defaults and batched video processor shape issues are unrelated processor bugs." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Image processor label reduction bug vs `return_tensors` being ignored in processor kwargs; different APIs." + "reason": "Label reduction in BeitImageProcessorFast and return_tensors being ignored with text_kwargs are different API bugs." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a missing class vs incorrect detokenization behavior; unrelated fixes." + "reason": "Importing Qwen2.5-VL and detokenization behavior for deepseek-coder are unrelated." }, { "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." + "reason": "Gemma mm_token_type_ids defaults and Qwen2.5-VL rope index scaling are different multimodal issues." }, { "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." + "reason": "Both involve labels, but gather_for_metrics batch slicing and BeitImageProcessorFast reduce_labels are distinct code paths and bugs." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both are tokenizer-related, but they describe different model/tokenizer failures and different code paths." + "reason": "FastSpeech2ConformerTokenizer loading failure and Wav2Vec2 save/tokenization failure are not the same underlying defect." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing janus image-generation test and a stale generate warning are different generate-path issues." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "A DAC latent/forward mismatch is unrelated to a stale CI device-override test." + "reason": "DAC latent decoding mismatch and a GraniteSpeech CI test issue are unrelated." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different vision bugs: processor output size mismatch vs AMP/CUDA loss crash." + "reason": "OmDet-Turbo input sizing and LwDetrImageLoss AMP crash are separate vision bugs." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Zero-probability inference issue and model memory-release issue are unrelated." + "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated symptoms and subsystems." }, { "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." + "reason": "Both are documentation mismatches, but they concern different pipeline APIs and different docs cleanup work." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both mention missing utilities, but they are different missing symbols with different downstream breakages." + "reason": "Missing utility APIs in import_utils is broad, but these are different removed/absent helpers affecting different downstream code." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different hardware/model failures: CUDA assert on A800 vs FP8 inference failure on B200." + "reason": "Both are GPU/runtime failures, but one is a device-mapping assert on A800 and the other is an FP8 inference incompatibility on B200; different bugs." }, { "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." + "reason": "from_config not unwrapping text_config and CLIP text model structural inconsistency are distinct configuration issues." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Feature-extractor arg mismatch and Whisper empty-transcription failure are unrelated." + "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure are unrelated audio bugs." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are different code paths." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure do not share the same underlying code-path problem." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent mismatch and Qwen3 Omni MoE feature-length helper behavior are unrelated." + "reason": "DAC from_latents 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." + "reason": "A CUDA AMP crash in loss computation and missing auxiliary losses when denoising is off are different model-training bugs." }, { "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." + "reason": "Python 3.13 flash_attn import handling and Windows ROCm torch.distributed dependency issues are separate environment compatibility problems." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch is unrelated to the Qwen3 Omni feature-length helper behavior." + "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe output-length helper behavior are unrelated." }, { "left": "issue:45759", "right": "issue:46512", "accept": false, - "reason": "Composite-config unwrapping and stale dtype synchronization are separate `from_config()` issues." + "reason": "Both are from_config-related, but one is about unwrapping composite multimodal configs and the other about syncing config.dtype after dtype-aware construction." }, { "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." + "reason": "A missing flash-attention utility import and Torch 2.10 incompatibility are different compatibility problems." } ] }, @@ -8712,13 +8641,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 28, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:26413", "issue:28282", @@ -8773,24 +8702,24 @@ "issue:43335|issue:43653", "issue:43550|issue:44112", "issue:43611|issue:43931", - "issue:44514|issue:44521", "issue:28282|issue:33357", + "issue:44514|issue:44521", "issue:44448|issue:44743", - "issue:44855|issue:45083", "issue:43335|issue:43504", + "issue:44855|issue:45083", "issue:45290|issue:46326", "issue:46431|issue:46566", "issue:37428|issue:44351", - "issue:43278|issue:43825", "issue:29127|issue:32090", + "issue:43278|issue:43825", "issue:43335|issue:45083", "issue:43720|issue:44112", - "issue:45200|issue:45588", "issue:45588|issue:45859", - "issue:45127|issue:45245", + "issue:45200|issue:45588", "issue:43335|issue:44112", - "issue:39692|issue:43526", + "issue:45127|issue:45245", "issue:43335|issue:45593", + "issue:39692|issue:43526", "issue:43819|issue:44493", "issue:34689|issue:35141", "issue:26413|issue:31501", @@ -8798,211 +8727,211 @@ "issue:45310|issue:45478", "issue:43606|issue:44857" ], - "prepared_review_unit_hash": "8a74e2d0a3afd6a1b94a95170636adbdae2fdc1adad7199ce63bc4597e29a776", + "prepared_review_unit_hash": "8522dcba99b3add4b3c238025bd33a094152e12d215c88e4a561f7dfc5d64e49", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35796, - "estimated_input_tokens": 8949, - "estimated_eval_tokens": 18154 + "serialized_chars": 35797, + "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 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.", + "summary": "This cluster is mostly unrelated bug reports that only share broad surface similarity. The one strong duplicate pair is the identical Qwen3.5 Moe `from_pretrained` issue (45310/45478); the rest should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45310 is the best canonical anchor for the duplicate pair because it is the earlier report and has the same title and error description as 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_issue_reason": "Issue 45310 is the best representative of the duplicate pair since it is the earliest copy of the same Qwen3.5 Moe `from_pretrained` failure.", "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." + "reason": "Different failures and code paths: Flash Attention 2 test breakage vs a 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." + "reason": "Unrelated bugs in different subsystems: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token decode behavior." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different problems: SDPA/torch.compile failure vs stale device override test on CI." + "reason": "Different models and symptoms: Bamba/SDPA `torch.compile` failure vs GraniteSpeech CI stale device override test." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading errors, but for different models and different root causes." + "reason": "Both are loading errors, but `base_model_prefix` handling and Qwen3-VL weight-shape mismatch are distinct problems." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Same API area, but one is a batched padding crash and the other is incorrect assistant mask generation." + "reason": "A missing-PyTorch ImportError is not the same as a MacOS bus error in a community CLIP model." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Unrelated issues: missing PyTorch import vs MacOS bus error with a CLIP model." + "reason": "Both involve `apply_chat_template`, but the underlying defects differ: batched padding=False crash vs all-zero assistant masks for multimodal inputs." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different code paths: Pegasus output regression vs recurrent state reset with cache." + "reason": "Different models and code paths: Pegasus v4/v5 output drift vs Qwen3.5 modular recurrent-state reset." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Unrelated: Python 3.13 import/parse error vs qwen3_omni_moe helper length behavior." + "reason": "SwitchTransformers sparse-layer creation and BEiT pretrained-preset loading are unrelated bugs." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Different model families and failure modes; only broad loading/configuration similarity." + "reason": "Python 3.13 JIT parsing/IndentationError in DebertaV2 is unrelated to qwen3_omni_moe output-length behavior." }, { "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." + "reason": "Both touch chat-template logic, but tool-call/no-content crashes and `continue_final_message` behavior are different underlying issues." }, { "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." + "reason": "A missing chat template error is unrelated to DiffusionGemma weights staying on `meta` with `device_map=\"auto\"`." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and different fixes." + "reason": "Different import failures for different symbols; no evidence of the same bug or code path." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Different regressions: dtype drift in evaluation vs a pipeline error message about unsupported translation tasks." + "reason": "LayoutLMv3 box-information error and Trainer GPU broadcast NoneType error are unrelated." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Different failures in different subsystems: LayoutLMv3 error handling vs Trainer GPU broadcast NoneType." + "reason": "Embedding dtype drift during evaluate and a pipeline translation-task error message are different bugs." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different bugs: SwitchTransformers sparse-layer construction vs qwen3_omni_moe feature-length helper behavior." + "reason": "SwitchTransformers sparse-layer misconfiguration and helper output-length calculation are unrelated." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Different issues: BitNet packed-weight loading vs a stale CI device override test." + "reason": "BitNet packed-weight loading and GraniteSpeech device override CI failure are different problems." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve attention/offload areas, but `s_aux=None` flash-attention crashes and CPU offload incompatibility are distinct failures." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Different code paths: Gemma 4 token-type defaults vs flash_attention sinkless-model attribute error." + "reason": "Gemma 4 `mm_token_type_ids` defaults and flash_attention `s_aux=None` crashes are unrelated." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:43335", + "right": "issue:44112", "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." + "reason": "Sparse-layer configuration in SwitchTransformers and GraniteSpeech CI device override are unrelated." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "Completely unrelated: LoRA merge with extended vocab vs category-count limit error." + "reason": "LoRA merge collapse with tied embeddings and the 2^24 category limit are completely different issues." }, { "left": "issue:43335", - "right": "issue:44112", + "right": "issue:45593", "accept": false, - "reason": "Sparse-layer config bug vs CI stale device override failure; not the same bug." + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior do not match." }, { "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." + "reason": "SigLIP2 docs example problems are unrelated to BeitImageProcessorFast `reduce_labels` behavior." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different failures: DAC latent/STE mismatch vs unexpected position-id keys across models." + "reason": "DAC `from_latents`/STE mismatch and unexpected position-id keys are different model behaviors." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Both concern loading/model setup, but they are distinct regressions with different mechanisms." + "reason": "Llama 3.2 Vision loading breakage is not the same as output-embedding reinitialization after resizing embeddings." }, { "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." + "reason": "Checkpoint resume epoch-iterator failure and FineWeb training not starting are both training-related but not the same 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." + "reason": "LasrFeatureExtractor regression and Gemma4 PLE device mismatch are unrelated." }, { "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." + "reason": "Same underlying bug: identical title and the same Qwen3.5 Moe `from_pretrained` error report, so these are duplicates." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different runtime failures: CPU offload device mismatch vs float16 AMP crash." + "reason": "CPU offload device mismatch in bark-small and float16 AMP crashes in LwDetrImageLoss are different failures." } ] }, "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." + "accept": false, + "feedback": "The duplicate judgment for 45310/45478 is plausible from the identical titles and very similar report text, but the rationale overstates what the packet proves. In particular, the claim that 45310 is earlier and has more discussion/references is only partly true (45478 has more discussion activity), and wording like \"clearest and most complete report\" is not supported by the metadata alone. The rest of the soft-edge rejections are conservative, but the overall summary should be tightened to avoid unsupported certainty." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -9012,13 +8941,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 29, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:10000", "issue:15354", @@ -9071,14 +9000,14 @@ ], "soft_pairs": [ "issue:45459|issue:46234", - "issue:42490|issue:43854", "issue:39692|issue:44493", + "issue:42490|issue:43854", "issue:44448|issue:44779", "issue:44857|issue:45072", - "issue:44360|issue:44561", "issue:28218|issue:32090", - "issue:38175|issue:44493", + "issue:44360|issue:44561", "issue:43701|issue:45083", + "issue:38175|issue:44493", "issue:45290|issue:45381", "issue:32090|issue:33357", "issue:40444|issue:43526", @@ -9086,12 +9015,12 @@ "issue:29942|issue:35141", "issue:43550|issue:45083", "issue:45920|issue:46192", - "issue:44855|issue:46399", "issue:44448|issue:44977", + "issue:44855|issue:46399", "issue:27957|issue:34689", "issue:44977|issue:45229", - "issue:10000|issue:15354", "issue:43278|issue:43329", + "issue:10000|issue:15354", "issue:44857|issue:45588", "issue:43927|issue:45698", "issue:43278|issue:43381", @@ -9101,214 +9030,208 @@ "issue:43873|issue:45229", "issue:32090|issue:33290" ], - "prepared_review_unit_hash": "d334f095347ea06b1ccfc80a387e8a4e6e52cafb72a50b292a28d02b4f3ede1f", + "prepared_review_unit_hash": "cfbe84d1202a39c843d8627d19e64c515ff4e7d1c63cd9257639db3e929e54b5", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36759, - "estimated_input_tokens": 9190, - "estimated_eval_tokens": 18636 + "serialized_chars": 36766, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 }, "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.", + "summary": "This cluster looks like a loose text-similarity group of mostly unrelated bugs across tokenization, flash attention, model loading, dtype, and training issues. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates. The broadest representative issue is the v5 tokenizer regression affecting multiple models.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45920 is the broadest and most central report in the set: it describes a v5 tokenizer regression impacting multiple model families, which makes it the best umbrella issue for the cluster.", "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_issue_reason": "issue:45920 is the best issue candidate because it is open, broadly scoped, and explicitly aggregates multiple model failures rather than a single model-specific edge case.", "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." + "reason": "Both are import-related, but they concern different missing-symbol/tokenizer-error paths and different modules; not the same bug." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "A trailing-slash local-path warning and a GLM-4.7-Flash loading failure are different bugs." + "reason": "One is a SigLIP2 docs/example problem, the other is a position-id regression; no shared underlying failure." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Doc-example model/processor mismatch and position-id key warnings are not the same failure." + "reason": "Local-path trailing-slash warning and GLM-4.7-Flash loading failure are different load-time issues." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output drift and DeepSeek tokenizer regression affect different code paths." + "reason": "Both mention v5 regressions, but they affect different models/tokenizers and different outputs." }, { "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." + "reason": "Both are dtype/AMP-related, but they hit different models and code paths; not mergeable as one fix." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Added-token spacing behavior and Trainer broadcast NoneType errors are separate bugs." + "reason": "Tokenizer spacing bug vs distributed Trainer broadcast TypeError; unrelated failures." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "SigLIP2 zero-probability outputs are not the same as unexpected position-id key warnings." + "reason": "A missing ReLU in DSA indexer is unrelated to the v5 API-removal breakage in remote-code models." }, { "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." + "reason": "Checkpoint key mismatch and feature-extraction length helper behavior are separate bugs." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "One is a SigLIP2 probability issue, the other a position-id warning regression; different root causes." }, { "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." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position ids are distinct multimodal bugs." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "A DDP broadcast NoneType error is unrelated to a MacOS bus error loading CLIP." + "reason": "Trainer broadcast NoneType error and MacOS bus error with CLIP are unrelated." }, { "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." + "reason": "Multi-image Qwen2.5-VL finetuning failure and BeitImageProcessorFast label reduction bug are not the same issue." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Path parsing warnings and tensor-parallel OOM on Qwen2-57B are not the same bug." + "reason": "Trailing-slash import warning and tensor-parallel OOM are different load-time problems." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures do not match the embedding reinitialization bug after resizing tokens." + "reason": "Flash Attention test failures and output-embedding reinitialization are unrelated." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe length helper behavior are unrelated." + "reason": "torch.compile/SDPA failure in Bamba is not the same bug as qwen3_omni_moe feature-length behavior." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong AutoTokenizer IDs and ignored return_tensors kwargs are separate API regressions." + "reason": "The first is a tokenizer-ID regression across models; the second is return_tensors handling in text kwargs." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Python 3.13 decorator/comment parsing failure and missing apply_rotary_pos_emb decorator registration are different issues." + "reason": "Different model families and different flash-attention/generation failures; not one concrete bug." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Pegasus output differences and Qwen3.5 flash-attention generation problems are not the same bug." + "reason": "Python parsing/import issue in one model vs missing-decorator registration error in another; superficially decorator-related only." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision loading regression are unrelated." + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are distinct issues." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation malfunction and multi-GPU CUDA OOM are different failure modes." + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are different failure modes." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "German DistilBertModel issues and JIT generator-expression export failures are unrelated." + "reason": "BF16/FP32 dtype drift in eval is unrelated to undefined video-branch helpers in multimodal token counting." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "A training/eval dtype change and undefined multimodal-token variables are not the same defect." + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated legacy bugs." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Float16 AMP loss crashes and flash_attention s_aux=None AttributeErrors are distinct code paths." + "reason": "AMP/CUDA crash in loss computation and flash_attention AttributeError on s_aux=None are different 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." + "reason": "One is custom token IDs being lost on save/load; the other is the wrong custom module being loaded after save_pretrained." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval dtype drift and gradient checkpointing being disallowed in eval mode are separate behaviors." + "reason": "Embedding dtype mismatch and gradient checkpointing in eval mode are unrelated behaviors." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "PEFT checkpoint loading and FP8 inference on B200 are unrelated issues." + "reason": "PEFT checkpoint loading and FP8 inference on B200 are separate issues with no shared failure path." }, { "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." + "reason": "Importing a missing flash-attention helper and loading physical-intelligence/fast on v5 are not shown to be the same bug." }, { "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." + "reason": "Global API removal breaking trust_remote_code is unrelated to DeepSeek tokenizer regression." }, { "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." + "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are different resource-management problems." } ] }, @@ -9324,13 +9247,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 30, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:25251", "issue:29127", @@ -9389,13 +9312,13 @@ "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:43412|issue:45588", "issue:44977|issue:45563", "issue:33357|issue:39692", - "issue:29127|issue:34567", "issue:43278|issue:43575", + "issue:29127|issue:34567", "issue:43653|issue:44743", "issue:43381|issue:43701", "issue:43611|issue:46121", @@ -9406,207 +9329,207 @@ "issue:42915|issue:42994", "issue:44206|issue:44479", "issue:43065|issue:45412", - "issue:43065|issue:43994", "issue:29942|issue:30064", + "issue:43065|issue:43994", "issue:45459|issue:45712", "issue:43756|issue:45440" ], - "prepared_review_unit_hash": "94136f1b122da577b97e0b00f81ed0375f48cf813d979229839e1ef7a3a48050", + "prepared_review_unit_hash": "90716c4a1d729f0a576b2ac5a6ceacb71d1ef6f61aec574bef5602a9b84e583d", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36237, - "estimated_input_tokens": 9060, - "estimated_eval_tokens": 18376 + "serialized_chars": 36231, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is 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, + "summary": "This is a heterogeneous set of unrelated issues; the soft-similarity pairs are topical overlaps only and should not be collapsed as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items span separate bugs across different models, tokenizers, trainers, and regressions, and none of the soft pairs describe the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue in this set cleanly serves as a duplicate representative; the strongest matches are still different code paths or different failure modes.", "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." + "reason": "Top_k nesting output bug vs Trainer _gpu_broadcast_one NoneType error; unrelated components and symptoms." }, { "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." + "reason": "Qwen3 device-mapping cuda assert vs Gemma4 multi-GPU OOM; both are GPU failures but not the same bug." }, { "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." + "reason": "Generation/output discrepancy vs lm_head.weight serialization/device behavior; different code paths and bug shapes." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility breakage and DeepSeekV3MoE model divergence are not the same bug." + "reason": "Python version compatibility regression vs DeepseekV3MoE implementation divergence; unrelated problems." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention s_aux handling and Gemma4 PLE device mismatch are distinct runtime errors." + "reason": "flash_attention integration s_aux=None crash vs Gemma4 PLE device mismatch; distinct failures." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings come from different parts of the stack." + "reason": "Tokenizer special-token insertion bug vs NaN embeddings from sliding-window attention; not the same defect." }, { "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." + "reason": "Local path trailing-slash import warning vs quantization offloading behavior; different subsystems and outcomes." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except masking errors are different tokenizer/pipeline bugs." + "reason": "Wav2Vec2 save/tokenization failure vs bare except swallowing errors in Fuyu batch conversion; unrelated." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import dependency failure and flash-attention s_aux None crash are separate issues." + "reason": "Gemma4 processor import dependency issue vs flash_attention AttributeError; different root causes." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export guard/erfinv support issue vs sink-less flash_attention crash; not mergeable as one fix." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation regression and stale num_return_sequences warning are not the same bug." + "reason": "Qwen3.5 flash-attention generation bug vs stale num_return_sequences warning; unrelated behavior." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error in a community CLIP model and SigLIP2 documentation mistakes are unrelated." + "reason": "MacOS CLIP bus error vs SigLIP2 docs example errors; different models and failure modes." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "LayoutLMv3 error clarity and TrainerState token-count tracking are unrelated." + "reason": "Embedding dtype regression vs tensor-parallel OOM on Qwen2-57B; different issues entirely." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Embedding dtype drift in eval and tp-related OOM are different issues." + "reason": "LayoutLMv3 error-message clarity vs TrainerState token counter not updating; not the same bug." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird tokenizer special-token registration and Qwen recurrent-state reset are unrelated code paths." + "reason": "BigBirdTokenizer special-token registration/decoding issue vs Qwen recurrent-state reset; unrelated." }, { "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." + "reason": "Gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch; separate training flows." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading breakage and rope-validation list handling are unrelated." + "reason": "base_model_prefix loading regression vs rope-param validation TypeError; no shared code-path bug." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id mismatch and Qwen flash-attention generation failure are different bugs." + "reason": "Gemma3 eos_token_id mismatch vs Qwen3.5 flash-attention generation issue; different model families and symptoms." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 processor import failure and serve-side missing _tokenizer attribute are separate failures." + "reason": "Gemma4 processor import error vs transformers serve missing _tokenizer attribute; related model area but different failure points." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization failure are not the same underlying bug." + "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save/tokenization failure; unrelated tokenizer/model bugs." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "LayoutLMv2 NER padding/truncation crash vs Wav2Vec2 save/tokenization failure; different tokenizer stacks." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config load failure and quantized model saving failure are different quantization issues." + "reason": "Qwen3Moe FP8 config failure vs quantized model saving failure; quantization-themed but distinct bugs." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center argument in feature extraction and Qwen video regression are distinct regressions." + "reason": "LasrFeatureExtractor unsupported center arg vs Qwen video-input regression; different components and fixes." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d placeholder and RT-DETR memory leak are unrelated." + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs RT-DETR memory leak; no common underlying defect." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Dummy module cleanup and SigLIP2 inference nonsense are not the same issue." + "reason": "Flash Attention 2 test failures vs void segmentation map processing; different test failure classes." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are different image-model bugs." + "reason": "Dummy placeholder class cleanup vs SigLIP2 nonsensical outputs; unrelated." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking without protobuf and leftover dummy classes are unrelated repository issues." + "reason": "Tokenizer error handling around protobuf vs leftover dummy classes in repo checks; separate maintenance issues." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE layer count mismatch and DeepSeekV3MoE divergence are different model-implementation bugs." + "reason": "Smollm3 RoPE-layer config mismatch vs DeepseekV3MoE divergence from remote implementation; different models and bugs." } ] }, @@ -9622,13 +9545,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 31, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:27957", "issue:29127", @@ -9680,8 +9603,8 @@ "issue:46640" ], "soft_pairs": [ - "issue:45245|issue:45563", "issue:45412|issue:46369", + "issue:45245|issue:45563", "issue:43653|issue:44442", "issue:45372|issue:45459", "issue:43994|issue:45412", @@ -9690,249 +9613,252 @@ "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:43421|issue:45491", "issue:29127|issue:35141", "issue:43526|issue:45834", "issue:42490|issue:43381", + "issue:45250|issue:46640", "issue:43575|issue:44387", "issue:43994|issue:46369", "issue:43526|issue:44186", - "issue:42915|issue:43931", "issue:44442|issue:45072", + "issue:42915|issue:43931", "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:43761|issue:45859", "issue:33290|issue:34689", "issue:45588|issue:45600", "issue:33290|issue:35141" ], - "prepared_review_unit_hash": "d8cf2b46a9721d1f6da5b34bfe69f8e95024ebd7d76692eef924a26735e883f4", + "prepared_review_unit_hash": "b8ee085b3bb3104772b1dafb9b0fc89cf76deb6ecc488ea0eef65350ef0655e1", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36817, - "estimated_input_tokens": 9205, - "estimated_eval_tokens": 18666 + "serialized_chars": 36815, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 }, "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.", + "summary": "Most pairs are false positives driven by broad title similarity. The only plausible duplicate is the two generic Flash Attention 2 issue reports; the rest describe different models, subsystems, or failure modes.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45250 is the broadest and most central Flash Attention 2 report in this set, making it the best duplicate target for the one plausible FA2 duplicate pair.", "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_issue_reason": "issue:45250 is the best issue to anchor the cluster because it is the most generic, topic-level Flash Attention 2 report and can subsume the nearby FA2 duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Different bugs: a hard RuntimeError about category limits vs a stale warning about num_return_sequences." + "reason": "Both mention memory problems, but they are different models and different failure modes; not the same bug." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:45245", + "right": "issue:45563", "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." + "reason": "Unrelated issues: category-limit runtime error vs a stale generate warning." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Tokenizer-related, but BigBird mask-token registration and FastSpeech2Conformer AutoTokenizer loading are distinct failures." + "reason": "Both concern tokenizers, but one is BigBird special-token registration and the other is AutoTokenizer loading a specific tokenizer; different bugs." }, { "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." + "reason": "Both involve loading/import-related failures, but the concrete root causes and code paths are different." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Different subsystems: SigLIP2 bad outputs through AutoModel/pipeline vs RT-DETR memory reclamation." + "reason": "Nonsensical model outputs and RT-DETR memory retention are unrelated." }, { "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." + "reason": "torch.export/torch_compilable_check is a different subsystem 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." + "reason": "LayoutLMv3 error messaging and a MacOS bus error in CLIP 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." + "reason": "Different tokenizer bugs: decoder type mismatch in v5 versus ignoring tokenizer.json from a repo." }, { "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." + "reason": "Both mention Flash Attention 2, but one is XLMRoberta-specific while the other is a broader test failure; no clear same bug." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation is unrelated to D-FINE missing auxiliary losses." + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific issues." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Both are generic Flash Attention 2 titles, but neither identifies the same concrete bug or fixable code path." + "reason": "TP loading OOM and resume-from-checkpoint key mismatch are different problems." }, { "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." + "reason": "Tokenizer post-processor updates and Gemma3 NaN embeddings stem from different code paths." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "A LayoutLMv3 validation message issue is unrelated to output-embedding reinitialization after resizing token embeddings." + "reason": "Error-message clarity in LayoutLMv3 is unrelated to embedding reinitialization after resize." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index errors are different model components and bugs." + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR long-input indexing are different 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." + "reason": "A local-path import warning and gradient checkpointing in eval mode are unrelated." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": true, + "reason": "Both are generic Flash Attention 2 issue reports and appear to target the same underlying FA2 problem/request." }, { "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." + "reason": "TP load OOM and increased CUDA reserved memory under int4 quantization are different OOM causes." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 bad predictions and SAM3-LiteText memory overflow do not share a concrete root cause." + "reason": "Different models and different memory-related symptoms; not the same underlying issue." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "A Beit image-processor label bug and a LayoutLMv2Tokenizer padding/NER crash are distinct issues." + "reason": "Different tokenizer/processor bugs in different model families." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different Qwen model problems." + "reason": "Tokenizer loading and bfloat16 dtype mismatches are unrelated." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "FP8 config failure in Qwen3Moe and weight-shape mismatch in Qwen3-VL are distinct issues." }, { "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." + "reason": "An import error for a specific class and a generic dependency issue are not the same bug." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Label reduction in BeitImageProcessorFast is unrelated to float16 AMP crashes in LwDetrImageLoss." + "reason": "Image label reduction and LwDetrImageLoss AMP/CUDA crashes are unrelated." }, { "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." + "reason": "ROPE-parameter JSON list handling and Qwen3.5 kernel registration are different failures." }, { "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." + "reason": "Missing pad_token_id on Qwen3-VL and sliding_window issues on Qwen3-MoE are separate bugs." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 error clarity are not duplicates." + "reason": "Flash Attention 2 support and LayoutLMv3 error messaging are unrelated." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to adafactor OOM under deepspeed." + "reason": "Flash Attention 2 support and Deepspeed Adafactor OOM are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are different model/code paths." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision load failure are different model-loading regressions." + "reason": "Optimizer-related OOM and a model-loading regression for Llama 3.2 Vision are unrelated." }, { "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." + "reason": "Flash-attention integration crash and removed auto_mappings references are different CI/runtime problems." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer OOM under deepspeed is unrelated to embedding reinitialization after resize." + "reason": "OOM during optimizer use and embedding reinitialization after resize are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative on the soft edges. The only accepted pair is the clearly generic Flash Attention 2 title match (issue:45250 with issue:46640), while the other pairwise rejections are reasoned from distinct models, subsystems, or failure modes rather than overstating duplicate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -9941,13 +9867,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 32, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:33290", "issue:34567", @@ -10020,210 +9946,210 @@ "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:43232|issue:43388", + "issue:43749|issue:43931", "issue:43931|issue:45216", "issue:43316|issue:45759", "issue:44442|issue:45803", "issue:44855|issue:45137" ], - "prepared_review_unit_hash": "8514fa014dd80937bb16e93e7fb07c10df397fbe086397d649b7c9eb0a6ed85a", + "prepared_review_unit_hash": "d903613c8a8f9f4cc1f045b465a209a9b1f50040eb863fee7e6c98d9fcceba30", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36327, - "estimated_input_tokens": 9082, - "estimated_eval_tokens": 18420 + "serialized_chars": 36320, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 }, "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.", + "summary": "This cluster is a loose collection of unrelated Transformers issues with only superficial title similarity. I would reject every soft edge as a duplicate and treat one broad v5 loading-regression issue as the cluster representative.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43611 is the broadest, most representative issue in the set: a core Transformers 5.0.0 model-loading regression with a clear, general failure mode.", "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_issue_reason": "issue:43611 is the best overall issue to stand in for the cluster because it captures a high-level, reusable regression pattern rather than a narrow model-specific symptom.", "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." + "reason": "Audio chat-template sample-rate handling and a LasrFeatureExtractor unsupported-arg crash are different code paths and different failure modes." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation failure and category-count limit error are different code paths." + "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to the 2^24 category-limit error." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "DeepSpeed Adafactor OOM and token-count tracking are unrelated issues." + "reason": "DeepSpeed Adafactor OOM and TrainerState token-count tracking are unrelated training issues." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior and quantized offloading are different problems." + "reason": "Gradient checkpointing in eval mode and quantization offloading are different subsystems and bugs." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled chunked generation and Gemma3 NaN embeddings are distinct regressions." + "reason": "Compiled chunked generation inconsistency is not the same bug as Gemma3 NaNs from mixed-length sliding-window batching." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization and patchtsmixer post_init policy are unrelated." + "reason": "Custom model initialization breakage is broader and different from the specific patchtsmixer post_init policy issue." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen recurrent-state caching and Whisper batch_decode behavior are different bugs." + "reason": "Recurrent-state reset with cache is unrelated to Whisper batch_decode ignoring skip_special_tokens." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading and Perceiver image-classification resize failure are unrelated." + "reason": "Tokenizer loading failure and Perceiver interpolation failure affect different components and code paths." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Trailing-slash import warning and Qwen recurrent-state reset are unrelated." + "reason": "Local-path import warning has nothing to do with Qwen3.5 recurrent-state reset behavior." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Llama model-loading regression and base_model_prefix loading breakage are separate issues." + "reason": "These are separate model-loading regressions in different versions with different root causes and symptoms." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "sys.modules access safety and DeepSeek MoE divergence affect different code paths." + "reason": "Unsafe sys.modules access is a generic import bug, not the same as DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight loading in BitNet and tokenizer loading failure are unrelated." + "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are unrelated failures." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API mismatch and missing pad_token_id on Llama4Config are different config bugs." + "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate config-schema issues." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "TensorFlow backend packaging and missing import_utils symbol are unrelated API/package issues." + "reason": "Missing TensorFlow in extras installation is unrelated to a missing import_utils availability helper." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading regression and zero-loss classification bug are different failures." + "reason": "Tokenizer loading in v5 and zero-loss sequence-classification behavior are different bugs with different affected paths." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are unrelated." + "reason": "AddedToken special-argument duplication is unrelated to list_repo_files not forwarding revision." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIP hidden-states regression and ModelOutput key assignment bug are distinct." + "reason": "CLIPVisionModel hidden_states regression is not clearly the same underlying bug as ModelOutput key reassignment." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init restriction and Qwen video-input regression are unrelated." + "reason": "patchtsmixer post_init validation and Qwen video-input regression are distinct model-specific issues." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still mentioning pipeline() are unrelated." + "reason": "SigLIP2 implementation drift and docs still referencing 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." + "reason": "A CLIPVisionModel output bug is unrelated to divergent attention kernels under torch.compile." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and eos_token_id config mismatch are unrelated." + "reason": "Quantization/offloading behavior and Gemma3 eos_token_id config mismatch do not share the same bug." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "FSDP CPU RAM loading and Qwen3-VL weight-shape mismatch are different loading bugs." + "reason": "A model-loading regression for physical-intelligence/fast is unrelated to missing tensorflow_text backend mapping." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation sync_gpus behavior and gather_for_metrics label truncation are unrelated." + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label truncation are different execution paths." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Model loading failure and tensorflow_text backend mapping error are different issues." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are not the same failure." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch loading and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Model weight-shape mismatch on load is unrelated to a broken save_pretrained checkpoint regression." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and composite-config text_config unwrapping are different config issues." + "reason": "A config API discrepancy is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "AutoTokenizer loading failure and bare-except swallowing errors in Fuyu are unrelated." + "reason": "Tokenizer loading failure and Fuyu batch-feature exception handling are unrelated bugs." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 IndentationError and DeepSpeed ZeRO3 deque underflow are different bugs." + "reason": "Python 3.13 IndentationError in torch.jit.script parsing and a DeepSpeed ZeRO3 deque underflow are unrelated." } ] }, @@ -10239,13 +10165,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 33, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:16998", "issue:22355", @@ -10257,9 +10183,9 @@ "issue:42617", "issue:42796", "issue:42907", + "issue:43065", "issue:43295", "issue:43316", - "issue:43352", "issue:43452", "issue:43550", "issue:43575", @@ -10277,6 +10203,7 @@ "issue:44496", "issue:44534", "issue:44610", + "issue:44617", "issue:44792", "issue:44871", "issue:44913", @@ -10293,12 +10220,11 @@ "issue:46369", "issue:46421", "issue:46424", - "issue:46506", - "issue:46640" + "issue:46506" ], "soft_pairs": [ - "issue:42907|issue:45698", "issue:43643|issue:44913", + "issue:42907|issue:45698", "issue:43701|issue:46506", "issue:44190|issue:44496", "issue:44464|issue:46421", @@ -10322,213 +10248,213 @@ "issue:43646|issue:44913", "issue:44871|issue:46050", "issue:45632|issue:46424", - "issue:44162|issue:44792", "issue:45803|issue:46170", + "issue:44162|issue:44792", "issue:43452|issue:44496", - "issue:43352|issue:46640" + "issue:43065|issue:44617" ], - "prepared_review_unit_hash": "c039339b28fb3b9dcc26f7dc9e218ceef0de6559ec39dfe26ee805d9efe593d4", + "prepared_review_unit_hash": "ff0f29d3112b3fc8f7fa711a9516314f581c1e8317afccc3e6bac75ec448cd45", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36075, - "estimated_input_tokens": 9019, - "estimated_eval_tokens": 18294 + "serialized_chars": 36059, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 }, "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.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports; the only weak commonality is around loading/saving/config regressions. No soft pair looks like the same underlying issue, so all are rejected.", + "confidence": 0.39, + "canonical_issue_reason": "Issue #45698 is the best representative because it is the most actively discussed, broadly user-facing save/load regression in the set: custom modules are mis-selected after save_pretrained/from_pretrained. It is also open, so it fits ongoing triage better than the narrower closed reports.", "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_issue_reason": "#45698 is the strongest single issue to anchor the cluster: it has the highest apparent user impact and discussion, and its problem statement is concrete enough to serve as the canonical save/load custom-module regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43643", + "right": "issue:44913", "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." + "reason": "Both are config-related, but one is a trust_remote_code field-loss bug and the other is a GPTNeoX rotary_pct reload bug; different models and different failure modes." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:42907", + "right": "issue:45698", "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." + "reason": "Both involve save/load flows, but one is about failing to save dequantized models and the other is about loading the wrong custom module after save_pretrained; not the same bug." }, { "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." + "reason": "Unrelated issues: checkpoint key mismatch versus CPU/CUDA output differences in PPDocLayoutV3." }, { "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." + "reason": "Different subsystems and symptoms: local dataset loading in an example script versus model type recognition 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." + "reason": "Both mention chunking/cache, but one is inconsistent generation under compiled forward and the other is spurious recompilation from lazy cache initialization; not the same code-path problem." }, { "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." + "reason": "Both are parallelism-related, but one is a script failure and the other is tensor-parallel OOM when loading a specific model." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output-shape regression is unrelated to a missing PyTorch import dependency error." + "reason": "Completely different problems: pipeline output nesting versus missing PyTorch dependency for AutoModel." }, { "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." + "reason": "Different failures: torch.compile/SDPA on Bamba versus resume_from_checkpoint key mismatch." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to the Trainer distributed broadcast NoneType error." + "reason": "Flash Attention 2 support on XLMRoberta is unrelated to a Trainer 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." + "reason": "Both are import/dependency issues, but one is a missing helper in import_utils and the other is kernels v0.15 requiring version/revision; distinct root causes." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during tensor-parallel loading and a KeyError while loading MobileLLM are distinct loading failures." + "reason": "Loading OOM for Qwen2 with tensor parallelism is not the same as a key error loading MobileLLM-125M." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint key mismatches." }, { "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." + "reason": "A regression in processor/tokenizer behavior is not the same as an incorrect v5 pipeline error message about translation tasks." }, { "left": "issue:42796", "right": "issue:45290", "accept": false, - "reason": "Tokenizer BPE marker handling and chat-template tool-call crashes are separate tokenizer behaviors." + "reason": "Both involve tokenization, but one is a tokenizer BPE-marker handling bug and the other is chat template crashes on assistant tool-call messages." }, { "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." + "reason": "A DeBERTa model_max_length question is unrelated to a transformers.onnx import error." }, { "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." + "reason": "Both are regressions around processor/model config, but one is about processor.tokenizer and image passing, while the other is 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." + "reason": "API discrepancy in Gemma3TextConfig is unrelated to a dtype mismatch between image preprocessor and model." }, { "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." + "reason": "Different models and bugs: Gemma-3 eos_token_id mismatch versus Whisper empty-transcription generation failure." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Packaging/backend dependency selection is unrelated to a config API discrepancy." + "reason": "Packaging/backend dependency mismatch 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." + "reason": "Bare except swallowing errors in FuyuBatchFeature.convert_to_tensors is unrelated to Trainer import issues caused 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." + "reason": "Processor input size mismatch for OmDet-Turbo is not the same as Sam3-LiteText memory overflow." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init validation and non-persistent buffer initialization are different Transformer v5 regressions." + "reason": "Optional post_init policy and non-persistent buffer corruption are distinct model-initialization versus state-buffer bugs." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage in v5 is unrelated to rotary_pct not surviving config reload." + "reason": "Both are regressions, but custom model initialization breakage is not the same as rotary_pct resetting on 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." + "reason": "Both touch save/load or config persistence, but the Gemma-3 eos token mismatch is different from quantized sinq models breaking after save_pretrained/from_pretrained." }, { "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." + "reason": "Trust-remote-code cache path collisions are unrelated to max_cache_length being ignored outside Quantized Cache." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Error handling in FuyuBatchFeature and a Windows/ROCm distributed import issue are unrelated." + "reason": "Swallowed exceptions in FuyuBatchFeature conversion are unrelated to Windows/ROCm import failures involving torch.distributed." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failures are unrelated model-specific issues." }, { "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." + "reason": "Both concern loading models, but gguf_file handling and missing model_type are different loading paths with different failure modes." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:43065", + "right": "issue:44617", "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." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same bug; one is architecture stub logic, the other is memory usage." } ] }, @@ -10544,18 +10470,18 @@ "component_index": 1, "component_count": 21, "review_unit_index": 34, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:35141", "issue:41950", "issue:42490", - "issue:43065", + "issue:43352", "issue:43388", "issue:43404", "issue:43441", @@ -10598,12 +10524,12 @@ "issue:46202", "issue:46234", "issue:46369", - "issue:46421", - "issue:46617" + "issue:46617", + "issue:46640" ], "soft_pairs": [ - "issue:43065|issue:44617", "issue:43650|issue:46202", + "issue:43352|issue:46640", "issue:43404|issue:43441", "issue:43540|issue:44514", "issue:43761|issue:44479", @@ -10626,193 +10552,186 @@ "issue:43931|issue:44060", "issue:45381|issue:46369", "issue:44855|issue:45588", - "issue:43761|issue:44242", - "issue:43673|issue:46421" + "issue:43761|issue:44242" ], - "prepared_review_unit_hash": "0c5de2ef1be93863f56e0d1a3c70934290d9879d26b912687c4e30ca14a0a908", + "prepared_review_unit_hash": "32d604d2f91a86af2c016ae0e30cc2c798fe7fd8894b14d5d44d0857c5b807e4", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35566, - "estimated_input_tokens": 8892, - "estimated_eval_tokens": 18040 + "soft_pair_count": 25, + "serialized_chars": 35239, + "estimated_input_tokens": 8810, + "estimated_eval_tokens": 17876 }, "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.", + "summary": "These items are mostly unrelated issues that only share broad subsystem words (cache, flash attention, video, loading, etc.). I would not collapse any of the proposed soft pairs; the closest cluster theme is trust_remote_code/cache loading, with 46617 the best single anchor if one must be chosen.", + "confidence": 0.94, + "canonical_issue_reason": "No single true duplicate group emerges, but issue 46617 is the broadest, most current cache-loading failure and the best representative anchor among the list.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping stands out, because there is no true duplicate cluster here.", + "best_issue_reason": "46617 is the most general user-facing failure mode here and is broad enough to serve as the cluster anchor; the others are mostly model-specific or unrelated edge cases.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Same project area (SAM3) but different problems: a dummy Conv2d implementation vs CUDA OOM in video inference." + "reason": "Unrelated: one is a nonspecific placeholder issue, the other is a Gemma pipeline roundtrip/Unicode token bug." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "Completely unrelated: a vague data request versus a Gemma pipeline roundtrip bug on the \u2581 token." + "reason": "Too vague to merge safely: both mention Flash Attention 2, but one is a specific unsupported-model error and the other is an unspecific generic report." }, { "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." + "reason": "Different failures: tied lm_head weights in Mistral3 vs FlashAttention support failure in Ministral-3." }, { "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." + "reason": "Different code paths: Qwen3OmniMoe video-input processing vs Qwen2_5_VL batched chat template padding behavior." }, { "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." + "reason": "Unrelated regressions: CLIPVision hidden states vs a Qwen video-input regression across several models." }, { "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." + "reason": "Different subsystems: video-classification processor selection vs SAM3 video encoder attribute access." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different failures: metric gathering drops labels in the last batch versus auxiliary loss normalization." + "reason": "Different bugs: last-batch metric gathering drops tuple labels vs auxiliary-loss normalization in MoE models." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Unrelated config field regression versus a backend mapping error for tensorflow_text." + "reason": "Only loosely related via config/backend naming; one is a StableLm config field regression, the other is 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." + "reason": "Not the same bug: LoRA/extended-vocab collapse with tied embeddings vs Gemma4 token-type ID defaults." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Different subsystems: TensorFlow backend detection versus a missing import_utils helper function." + "reason": "Different issues: TensorBoard-only TensorFlow backend handling vs a missing import_utils availability helper." }, { "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." + "reason": "Both are loading-related, but one is a legacy-field preset load failure and the other is a wrong custom-module reload after save_pretrained." }, { "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." + "reason": "Both mention cache/state, but the concrete bugs differ: missing GenerationMixin cache in chunked prefill vs recurrent states resetting with seq_len>1." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different models and failures: janus image-generation test versus Qwen3.5 flash-attention generation." + "reason": "Unrelated model behaviors: a failed janus image-generation test vs Qwen3.5 flash-attention generation issues." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Completely unrelated: janus test failure versus stale auto_mappings entries for removed SAM3LiteText configs." + "reason": "Different problems: janus generation test failure vs broken auto_mappings references to 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." + "reason": "Different config/model bugs: missing pad_token_id in Llama4Config vs 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." + "reason": "Different persistence bugs: non-persistent buffer junk in v5 vs 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." + "reason": "Different serve failures: KV-cache continuation indexing bug vs Gemma4Processor missing _tokenizer." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Unrelated: SAM3 video CUDA OOM versus Whisper empty-transcription generation failure." + "reason": "Completely different domains: SAM3 video OOM vs Whisper empty-transcription generation after token alignment." }, { "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." + "reason": "Different loading paths: local dataset loading in an example script vs loading a Phi-4 multimodal model in transformers." }, { "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." + "reason": "Different model initialization issues: output embedding reinit after resize vs import warning for local model paths ending with a slash." }, { "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." + "reason": "Related only at a high level: both involve trust_remote_code/cache behavior, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache loading." }, { "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." + "reason": "Different Qwen-family issues: weight-shape mismatch on load vs an incorrect tied-weights warning involving dt_bias." }, { "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." + "reason": "Different problems: wrong video position IDs in qwen2.5-vl vs memory overflow in sam3-litetext." }, { "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." + "reason": "Different failure modes: Python 3.13 import/IndentationError vs flash_attention.py crashing on s_aux=None." }, { "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." + "reason": "Different model behaviors: CLIPVision hidden-state regression vs load-balancing loss omission when output_router_logits=False." } ] }, @@ -10828,13 +10747,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 35, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:25251", "issue:27957", @@ -10847,6 +10766,7 @@ "issue:43540", "issue:43550", "issue:43644", + "issue:43673", "issue:43827", "issue:43994", "issue:44077", @@ -10879,13 +10799,13 @@ "issue:45632", "issue:45803", "issue:45907", - "issue:46082", - "issue:46121", "issue:46234", "issue:46369", + "issue:46421", "issue:46489" ], "soft_pairs": [ + "issue:43673|issue:46421", "issue:43827|issue:43994", "issue:45563|issue:45584", "issue:44479|issue:44734", @@ -10906,221 +10826,217 @@ "issue:43116|issue:44190", "issue:44779|issue:46489", "issue:43540|issue:44734", - "issue:44737|issue:45803", "issue:43295|issue:45276", + "issue:44737|issue:45803", "issue:44938|issue:45542", "issue:45276|issue:45584", "issue:45632|issue:46234", "issue:44462|issue:45907", - "issue:42796|issue:44521", - "issue:46082|issue:46121" + "issue:42796|issue:44521" ], - "prepared_review_unit_hash": "b3005921f4a4e6a43095b3ef83a9fbe1abe23b6d8657c87b2f814d5b30028b52", + "prepared_review_unit_hash": "0608074ee7c04647186c227dadaedfcfeb39c3d5504d3e0905a1476d60404a1c", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36068, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "serialized_chars": 36004, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "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.", + "summary": "The cluster is a grab bag of unrelated Transformers bug reports and regressions. The soft pairs mostly share broad subsystems (tokenizers, vision, generation, config, serving) but not the same concrete bug or fix path, so they should all stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44521 is the strongest standalone issue in the set: it is open, has the most inbound references, and describes a clearly scoped multimodal chat-template bug with broad user impact.", "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_issue_reason": "issue:44521 is the best representative issue because it has active discussion and a concrete, reusable failure description; the rest are mostly isolated model- or subsystem-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache behavior during chunked prefill, but one is about missing GenerationMixin cache in v5 and the other about lazy cache init causing recompilation; different bugs and likely different fixes." + }, { "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." + "reason": "Docs referencing removed pipeline() APIs is unrelated to SigLIP2 producing bad outputs; one is documentation cleanup, the other is model/pipeline behavior." }, { "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." + "reason": "Paged generate warning on num_return_sequences and Whisper empty-transcription failure are different generation edge cases with different triggers and 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." + "reason": "Both involve video or serving regressions, but the affected paths differ: Qwen VL video vision_position_ids vs KV-cache continuation indexing in transformers serve." }, { "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." + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder and an OmDet-Turbo processor/model size mismatch are unrelated architecture and preprocessing issues." }, { "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." + "reason": "Non-persistent buffer initialization in v5 and GPTNeoXConfig rotary_pct not persisting on reload are separate config/state bugs." }, { "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." + "reason": "Missing import from image_utils and Qwen3.5-35B crashing in chat are not the same issue; one is API surface regression, the other is model runtime failure." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting and XLMRoberta Flash Attention 2 are unrelated problems." + "reason": "Pipeline top_k changing output shape and XLMRoberta Flash Attention 2 support are unrelated; one is postprocessing shape semantics, the other is backend/model support." }, { "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." + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count limit 2^24 are completely different failure modes and subsystems." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer config and DebertaV2 import indentation failure are unrelated." + "reason": "SwitchTransformers sparse-layer creation and DebertaV2 import indentation failure are unrelated config vs Python parsing problems." }, { "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." + "reason": "Bamba torch.compile/SDPA failure and local dataset loading in the no-trainer image classification script are different bugs with no shared fix path." }, { "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." + "reason": "PatchTST config post_init policy and strict config blocking granite_speech loading are both config-related, but they address different model constraints and different checks." }, { "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." + "reason": "Chunked generation inconsistency with compiled forward and a stale warning for paged generate are distinct generation behaviors; one is output correctness, the other is warning logic." }, { "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." + "reason": "Sam3Video OOM and sam3-litetext memory overflow are both memory issues, but they concern different models and likely different causes." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse-layer config creation and local dataset loading are unrelated." + "reason": "SwitchTransformers sparse-layer construction 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." + "reason": "LoRA merge collapse with tied embeddings and Qwen3.5 visual encoder keys saved incorrectly are different model-state bugs, not one underlying problem." }, { "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." + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids for qwen2.5-vl video input are both multimodal, but they affect different outputs and code paths." }, { "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." + "reason": "GraniteSpeech stale device override CI failure and auto_mappings.py referencing removed Sam3LiteText configs are separate CI/config maintenance issues." }, { "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." + "reason": "Empty multi-label classification results in an example script and local dataset loading in another example are unrelated example-script 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." + "accept": false, + "reason": "DeepSeek tokenizer regression in v5 and DeepSeek-Coder v1 tokenizer gap relative to PR #44801 are both tokenizer issues, but they concern different model families and fixes." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe and serve KV-cache indexing crash are unrelated." + "reason": "Qwen3OmniMoe video-processing ValueError and serve KV-cache continuation indexing are different multimodal vs serving bugs." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Missing device= in XLNet relative positional encoding and a bare except in Fuyu tensor conversion are distinct bugs." + "reason": "Custom processor.tokenizer/images regression and gemma4 resize_token_embeddings not updating per-layer embeddings are separate API regressions with different affected objects." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 embedding resize propagation are different issues." + "reason": "XLNet CPU arange bug and bare except in FuyuBatchFeature.convert_to_tensors are unrelated runtime and error-handling issues." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend handling are unrelated." + "reason": "Python 3.14 load failure and tensorboard-installed-without-TensorFlow backend error are different environment/package issues." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize bug and Whisper empty-transcription generation failure are unrelated." + "reason": "Gemma4 embedding resize propagation and Whisper empty transcription failure are separate model-state vs generation-behavior bugs." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collision for trust_remote_code and a missing import-utils symbol are unrelated." + "reason": "Local trust_remote_code cache collision and missing is_falcon_mamba_ssm_available import are unrelated cache-path vs utility-export issues." }, { "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." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are both repository-loading related, but they affect different APIs and failure modes." }, { "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." + "reason": "Tokenizer BPE-marker handling in Ministral and multimodal assistant masks are unrelated tokenizer vs chat-template 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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11129,13 +11045,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 36, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:27957", "issue:32090", @@ -11147,7 +11063,6 @@ "issue:42175", "issue:42907", "issue:43295", - "issue:43381", "issue:43404", "issue:43441", "issue:43479", @@ -11166,7 +11081,6 @@ "issue:44246", "issue:44279", "issue:44295", - "issue:44336", "issue:44496", "issue:44683", "issue:44734", @@ -11181,13 +11095,15 @@ "issue:45375", "issue:45446", "issue:45584", - "issue:45593", "issue:45600", + "issue:46082", + "issue:46121", "issue:46424", "issue:46506" ], "soft_pairs": [ "issue:44246|issue:45003", + "issue:46082|issue:46121", "issue:36246|issue:41628", "issue:45245|issue:45584", "issue:44964|issue:45600", @@ -11204,228 +11120,213 @@ "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:43479|issue:45375", + "issue:44016|issue:44220", "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" + "issue:42907|issue:43441" ], - "prepared_review_unit_hash": "de65bf92a1872527248844340b1bf846c26f2bff0d1bb460f335dc419f408be5", + "prepared_review_unit_hash": "4f0d25ac9523d0f0fb3a0524d2a49e19852859291ea8bb53a4eca32dfb589151", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36606, - "estimated_input_tokens": 9152, - "estimated_eval_tokens": 18560 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35503, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 }, "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.", + "summary": "The soft pairs mostly share only broad subsystem vocabulary, not the same concrete bug or fix. I rejected all of them; this set does not form a coherent duplicate cluster, and there are no PRs to nominate.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits here: the listed issues span many unrelated bugs, so picking one as the cluster representative would be misleading.", "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_issue_reason": "No best issue for deduplication: none of these issues is a clear umbrella report for the others, and the candidate pairs are not true duplicates.", "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." + "reason": "Both concern import behavior, but one is about slow import and the other about unsafe sys.modules access; different bugs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "These are different config-validation problems: Llama head_dim handling vs rope-parameter list conversion." }, { "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." + "reason": "Both are ImportErrors, but they involve different missing symbols and different modules/code paths." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Runtime category-limit error and Whisper empty-transcription failure are unrelated code paths." + "reason": "Completely different failures: category-count limit vs Whisper empty-transcription generation." }, { "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." + "reason": "One is a model-loading failure; the other is stale auto_mappings references breaking CI. Same area, not the same bug." }, { "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." + "reason": "Different config-loading bugs: missing fields from trust_remote_code vs unrecognized model without model_type." }, { "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." + "reason": "Generic dependency complaints, but not the same concrete packaging or backend issue." }, { "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." + "reason": "A CI test flake in GraniteSpeech is unrelated to a Phi-4 multimodal model-loading failure." }, { "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." + "reason": "Both are import errors, but the missing names and affected modules are different." }, { "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." + "reason": "Different model-loading failures for different models; no shared code-path bug is evident." }, { "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." + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled path failure and the other is a version-check/import gate issue." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "FlashAttention 2 support for XLMRoberta and token-embedding resize reinitialization are unrelated features." + "reason": "Flash Attention support for XLMRoberta is unrelated to token-embedding resizing reinitialization." }, { "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." + "reason": "Different models and different weight-saving/tie-weight problems; they are not the same fix." }, { "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." + "reason": "Position_ids buffer access and CPU/CUDA output divergence are unrelated bugs." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/NER crashes and KV-cache continuation indexing are separate subsystems and failures." + "reason": "Tokenizer padding/truncation crashes and serve KV-cache indexing crashes are different code paths." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are unrelated." + "reason": "A video-classification pipeline bug is unrelated to a notebook syntax error." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The title 'ADD THE DATA' provides no technical overlap with the fbank feature extraction issue." + "reason": "The title placeholder issue is unrelated to the audio feature-extraction bug." }, { "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." + "reason": "Both involve cache, but one is missing GenerationMixin cache and the other is max_cache_length behavior for quantized cache; different defects." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Notebook syntax error and feature extraction helper issue are unrelated." + "reason": "Trainer broadcast of NoneType is unrelated to post_init reinitializing embeddings." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-initialization problems, but for different multimodal models and different missing fields." + "reason": "Both are config-shape problems, but they affect different model families and different fields." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Trainer NoneType broadcast error is unrelated to embedding resize reinitialization." + "reason": "Notebook syntax error and feature-extraction helper bug are unrelated." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mappings are different model/config issues." + "reason": "A Qwen3-MoE sliding-window issue is unrelated to broken auto_mappings references." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "A qwen3_omni_moe helper-length bug and PPDocLayoutV3 CPU/CUDA mismatch are unrelated." + "reason": "Different models and different symptoms: helper length calculation vs CPU/CUDA output mismatch." }, { "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." + "reason": "Both mention embedding/tokenizer behavior, but one is a processor/tokenizer regression and the other is decoder.embed_tokens not updating on resize." }, { "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." + "reason": "A Python version compatibility problem is unrelated to a specific model-loading regression." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BEiTImageProcessorFast label reduction and text-classification docs drift are unrelated." + "reason": "ImageProcessorFast label reduction and a documentation/behavior mismatch in text classification are not the same bug." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config and PIL backend requiring torchvision are different load-time dependency problems." + "reason": "An unrecognized-model config error is unrelated to the PIL backend's torchvision dependency requirement." }, { "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." + "reason": "Same model family, but one report is about save_pretrained on dequantized models and the other is a FlashAttention failure; different fixes." } ] }, @@ -11441,13 +11342,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 37, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:38175", "issue:39692", @@ -11455,11 +11356,12 @@ "issue:42796", "issue:43295", "issue:43299", + "issue:43381", "issue:43441", "issue:43577", "issue:43650", + "issue:43673", "issue:43824", - "issue:43854", "issue:43901", "issue:43976", "issue:44016", @@ -11467,11 +11369,11 @@ "issue:44075", "issue:44242", "issue:44279", + "issue:44336", "issue:44351", "issue:44368", "issue:44496", "issue:44617", - "issue:44683", "issue:44779", "issue:44792", "issue:44933", @@ -11484,11 +11386,10 @@ "issue:45357", "issue:45372", "issue:45405", - "issue:45542", "issue:45584", "issue:45588", + "issue:45593", "issue:45759", - "issue:45812", "issue:45823", "issue:46082", "issue:46123", @@ -11499,13 +11400,16 @@ "issue:46515" ], "soft_pairs": [ - "issue:43441|issue:45588", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43673|issue:44336", "issue:43976|issue:44279", + "issue:43441|issue:45588", "issue:44016|issue:44062", "issue:46123|issue:46369", "issue:44792|issue:46424", - "issue:43824|issue:44933", "issue:44496|issue:45759", + "issue:43824|issue:44933", "issue:43299|issue:45216", "issue:44279|issue:46515", "issue:45335|issue:45584", @@ -11524,213 +11428,216 @@ "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" + "issue:41950|issue:45823" ], - "prepared_review_unit_hash": "aa2cbf91db71f88961d161b30a6afa58b6938aea2540d5e05e6403fd518a9569", + "prepared_review_unit_hash": "abbf1b3da85c34214a38c28eb1770104c9b3d3600dd2fd1ca28959ede87c543b", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36406, - "estimated_input_tokens": 9102, - "estimated_eval_tokens": 18460 + "serialized_chars": 36375, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "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.", + "summary": "This cluster is very loose: it mixes unrelated Transformers issues across model loading, tokenizer behavior, pipelines, docs, and environment/version regressions. I don\u2019t see any soft pair that looks like the same underlying defect.", + "confidence": 0.95, + "canonical_issue_reason": "No strong canonical duplicate emerges; issue 45278 is only the closest umbrella because it is the broadest post-upgrade import-regression report, but it does not actually subsume most of the cluster.", "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_issue_reason": "Issue 45278 is the most usable anchor for triage because it is the broadest and most general regression report in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: eval-mode gradient checkpointing vs missing auxiliary loss when denoising is off." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch in a pipeline API vs a model config/import error; no shared code-path." + }, + { + "left": "issue:43673", + "right": "issue:44336", "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." + "reason": "Generation cache regression vs ANSI code output in loading_report; unrelated subsystems." }, { "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." + "reason": "Python version compatibility issue vs a generic dependency complaint; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they describe different failures and different code paths." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs. tokenizer AddedToken argument conflict; unrelated failure modes." + "reason": "Notebook syntax error vs tokenizer AddedToken kwarg conflict; unrelated." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Pipeline batch-finalization bug and Sam3 memory overflow are different code paths with different symptoms." + "reason": "Partial-batch handling bug vs SAM3-LiteText memory overflow; different symptoms and causes." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus test failure and cache max length behavior are separate model/runtime issues." + "reason": "Janus image-generation test failure vs cache max-length semantics; not the same issue." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Different import failures in different modules; no shared concrete missing symbol or code path." + "reason": "Different model-loading failures for different model families and different root causes." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "One is missing model_type for an OLMo checkpoint, the other is composite Qwen config unwrapping; not the same bug." + "reason": "Distinct import problems for different symbols/modules; not the same missing import." }, { "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." + "reason": "Qwen3VL loading regression vs Qwen3.5 save_pretrained checkpoint corruption; separate defects." }, { "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." + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; too broad and unrelated." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize mismatch and Whisper empty-transcription generation failure are unrelated." + "reason": "Embedding resize bug vs Whisper empty-transcription generation bug; different models and paths." }, { "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." + "reason": "Optimizer argument handling vs a config warning about tied embeddings; not duplicates." }, { "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." + "reason": "Config validation for Llama head_dim vs Qwen3.5 kernel registration failure; unrelated." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation introspection crash and mistral_common ReasoningEffort import failure are unrelated." + "reason": "Docstring parser crash vs missing ReasoningEffort import breaking Gemma 4 processor loading." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 doc example problems and a TextClassificationPipeline docs mismatch are separate documentation issues." + "reason": "Different documentation problems: SigLIP2 example errors vs return_all_scores docs mismatch." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor/tokenizer image-passing regression and Deepseek tokenizer output regression are different tokenizer-related bugs." + "reason": "Both involve tokenizers, but the affected model paths and failure modes are different." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification pipeline processor selection and remote_code model breakage are broad but distinct problems." + "reason": "Video-classification processor lookup bug vs remote_code regression; not the same underlying change." }, { "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." + "reason": "45278 is a broad umbrella for many import errors, but 44351 is just one specific missing symbol; not the same concrete bug." }, { "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." + "reason": "Both are Qwen3.5-related, but one is a load regression and the other is a save_pretrained key bug." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python compatibility regression and an unreleased PEFT minimum-version bump are different release issues." + "reason": "Python support regression vs PEFT version bump; unrelated." }, { "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." + "reason": "Load-balancing loss omission vs mm_token_type_ids defaulting issue; different model logic." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and Sam3Video CUDA OOM are unrelated model/runtime issues." + "reason": "SigLIP probability anomaly vs SAM3Video CUDA OOM; unrelated model failures." }, { "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." + "reason": "Config validation error vs stale model.config.dtype after from_config; different code paths." }, { "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." + "reason": "Video pipeline processor lookup bug vs Gemma4 device-map mismatch; not duplicates." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Deepseek tokenizer regression and Granite AutoTokenizer wrong IDs are separate tokenizer correctness bugs." + "reason": "Specific tokenizer BPE-marker bug vs an unrelated low-information issue title." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Torch 2.9 compiled flex_attention failure and a tensorboard/TensorFlow backend import problem are unrelated." + "reason": "Blip2 dtype propagation bug vs Qwen3.5 save_pretrained regression; different models and behavior." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs an explicit unreleased PEFT version bump; no shared defect." + }, + { + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit-test loading are different model-loading failures." + "reason": "Dependency complaint vs torch incompatibility; too generic to be a duplicate." } ] }, @@ -11746,17 +11653,18 @@ "component_index": 1, "component_count": 21, "review_unit_index": 38, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:33290", "issue:42175", "issue:42994", + "issue:43299", "issue:43317", "issue:43441", "issue:43479", @@ -11766,7 +11674,7 @@ "issue:43673", "issue:43723", "issue:43761", - "issue:43824", + "issue:43854", "issue:43881", "issue:43901", "issue:43976", @@ -11796,18 +11704,20 @@ "issue:45656", "issue:45712", "issue:45800", + "issue:45812", "issue:45823", "issue:45834", "issue:45907", - "issue:46209", - "issue:46291", - "issue:46399" + "issue:46209" ], "soft_pairs": [ + "issue:44779|issue:45812", + "issue:44683|issue:45542", + "issue:43299|issue:43854", "issue:43650|issue:46209", "issue:43479|issue:43525", - "issue:44521|issue:45325", "issue:44466|issue:45276", + "issue:44521|issue:45325", "issue:43653|issue:45593", "issue:44016|issue:44291", "issue:44462|issue:45081", @@ -11824,211 +11734,215 @@ "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:43441|issue:44683", "issue:43723|issue:44162", - "issue:43525|issue:43881", + "issue:43673|issue:43761", "issue:43901|issue:44246", - "issue:46291|issue:46399", - "issue:43824|issue:43976" + "issue:43525|issue:43881" ], - "prepared_review_unit_hash": "ffdd168017604e57dacf79e40d557b60b3b0607bc7fd008dbb4f3e1c09dea238", + "prepared_review_unit_hash": "e91dda31c618d150bfce020a03550ee6cbe12d21627fcc80607b0d2084bf9075", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36019, - "estimated_input_tokens": 9005, - "estimated_eval_tokens": 18266 + "soft_pair_count": 29, + "serialized_chars": 36251, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 }, "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.", + "summary": "This cluster is over-broad and mixes many unrelated v5 regressions: tokenizer/output bugs, model-loading failures, config defaults, attention-kernel issues, packaging/backend problems, docs, and CI cleanup. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the items are too heterogeneous to represent one underlying bug.", "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_issue_reason": "Issue 45812 is the broadest representative if one must be chosen: it describes a cross-model tokenizer regression with clear v4\u2192v5 impact and multiple references.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated subsystems: flex_attention/torch kernel failure versus TensorFlow backend packaging error." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading failures, but for different models and symptoms; no clear shared root cause." + }, { "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." + "reason": "Completely unrelated: a vague data request versus an FP8 inference failure on B200." }, { "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." + "reason": "Different models and different config bugs: default nested configs versus missing pad_token_id." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Multimodal chat-template masking bug versus Qwen2.5-VL rope-index scaling bug. Related area, distinct defect." + "reason": "Different failures: serialization of tied lm_head weights versus resize_token_embeddings not propagating." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Both involve Gemma4/tied-weight-ish behavior, but one is serialization and the other is embedding resize propagation." + "reason": "Both involve multimodal/VL logic, but one is chat-template masks and the other is rope/position-id scaling." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration bug versus D-FINE auxiliary-loss behavior. Unrelated code paths." + "reason": "Tokenizer special-token registration bug versus auxiliary-loss logic in D-FINE; unrelated." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument regression are unrelated." + "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized loading failure." }, { "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." + "reason": "Both concern tokenizer loading, but one ignores tokenizer.json and the other crashes in a Mistral regex patch." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different models and failures: FlashAttention incompatibility versus OCR long-input index error." + "reason": "Different models and different bugs: FlashAttention failure versus long-ocr index error." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model save failure and dequantized offload load failure are different lifecycle paths." + "reason": "Quantized save failure and dequantized load/offload failure are distinct code paths and symptoms." }, { "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." + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM and the other is double optimizer-step invocation." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer AttributeError versus D-FINE loss handling. No overlap in underlying bug." + "reason": "Tokenizer AttributeError on tasks versus D-FINE auxiliary-loss behavior; unrelated." }, { "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." + "reason": "Different MLAs/GLM issues: missing rms_norm_eps precision drift versus torch.split return-value handling." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained file omission versus a performance slowdown report. Not duplicates." + "reason": "Saving missing files is unrelated to a 10x preprocessing slowdown regression." }, { "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." + "reason": "Both are CI/repo hygiene issues, but one is stale auto_mappings references and the other is leftover dummy classes." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash versus list_repo_files revision forwarding. Completely different functionality." + "reason": "Tokenizer regex crash versus repo file listing revision forwarding; unrelated." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained missing files versus Gemma4 zero3 from_pretrained failure. Different subsystems and symptoms." + "reason": "Processor save_pretrained missing files is unrelated to Gemma-4 zero3 from_pretrained loading." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Packaging/backend dependency issue versus Python version compatibility issue. Not the same bug." + "reason": "Packaging/backend dependency issue versus Python version compatibility; different problems." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorFlow backend dependency regression versus torch/transformers version incompatibility. Distinct causes." + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Documentation mismatch in pipeline docs versus wrong model outputs from AutoModel/pipeline. Not duplicates." + "reason": "Docs mismatch for return_all_scores versus a model/pipeline inference regression." }, { "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." + "reason": "Both are v5 regressions in model outputs, but they concern different models and likely different fixes." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error versus Gemma4 device mismatch in forward. Unrelated." + "reason": "Notebook syntax error is unrelated to Gemma4 device_map forward device mismatch." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Generation cache missing in chunked prefill versus CLIPVision hidden_states regression. Both are v5 regressions, but not the same defect." + "reason": "Both are attention-related, but one is FlashAttention model support and the other is compiled flex_attention on new torch." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading issue versus ESM2 model breakage. Too different to merge." + "reason": "Tokenizer loading regression versus ESM2 model breakage; too different to be the same bug." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Missing pad_token_id on Llama4Config versus GLM-4V-9B loading failure. Not the same root cause." + "reason": "Generation cache missing in chunked prefill versus CLIPVision hidden_states behavior; unrelated code paths." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Pipeline docs issue versus import slowdowns. No shared bug." + "reason": "Docs mismatch versus import-time slowness; no shared underlying issue." }, { - "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", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Missing Qwen2.5-VL export/import symbol versus Python version incompatibility. Different problem domains." + "reason": "Different model configs and different failure modes: missing pad_token_id versus GLM-4V loading failure." } ] }, @@ -12044,13 +11958,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 39, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:36246", "issue:41628", @@ -12066,6 +11980,7 @@ "issue:43550", "issue:43643", "issue:43784", + "issue:43824", "issue:43901", "issue:43976", "issue:44188", @@ -12082,7 +11997,6 @@ "issue:44589", "issue:44734", "issue:44779", - "issue:44857", "issue:44871", "issue:45003", "issue:45103", @@ -12095,18 +12009,21 @@ "issue:45593", "issue:45859", "issue:46132", + "issue:46291", "issue:46369", "issue:46399", "issue:46424", "issue:46506" ], "soft_pairs": [ + "issue:46291|issue:46399", + "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:44336|issue:44373", "issue:41628|issue:43976", "issue:44246|issue:44496", "issue:45561|issue:45563", @@ -12120,8 +12037,8 @@ "issue:44336|issue:44485", "issue:41950|issue:44220", "issue:43550|issue:46506", - "issue:44336|issue:46424", "issue:36246|issue:42757", + "issue:44336|issue:46424", "issue:42886|issue:46132", "issue:36246|issue:44351", "issue:44779|issue:45292", @@ -12129,217 +12046,222 @@ "issue:45003|issue:45561", "issue:45859|issue:46399", "issue:43901|issue:45003", - "issue:43475|issue:46369", - "issue:44242|issue:44857" + "issue:43475|issue:46369" ], - "prepared_review_unit_hash": "fe71127c023fcd1fe84a4676fe89891f7b24df73496298c993000a980b41aedd", + "prepared_review_unit_hash": "e05a676017856ffda366c0622548b0ed4501894c1f4579c72a26e76150ac1a49", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35957, - "estimated_input_tokens": 8990, - "estimated_eval_tokens": 18236 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36899, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 }, "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.", + "summary": "This cluster is highly heterogeneous: most items are unrelated import/export regressions, model-specific runtime bugs, cache/offline issues, docs, or infrastructure problems. I do not see a single canonical issue or any convincing duplicate PR pair among the soft candidates.", + "confidence": 0.96, + "canonical_issue_reason": null, "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_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is a pipelines import/dependency failure and the other is a Qwen3.5 model-specific registration crash; different code paths and fixes." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "One is a missing Qwen2.5-VL export, the other is a Python-version compatibility problem; not the same bug." + }, { "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." + "reason": "Both involve missing fields, but one is Llama4Config pad_token_id and the other is trust_remote_code returning incomplete AutoConfig data; distinct issues." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence on torch.compile is unrelated to ANSI output in loading_report." + "reason": "Attention kernel divergence and ANSI codes in loading_report are unrelated subsystems and failures." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Different failures: missing Float8 storage type versus Qwen3.5 chat crash." + "reason": "Storage-object lookup failure and Qwen3.5 chat crash are unrelated runtime problems." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 zero3 from_pretrained behavior." + "reason": "Tokenizer save metadata mismatch vs gemma-4 zero3 from_pretrained are different behaviors and code paths." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Loading_report ANSI codes and a wrong docstring for position_ids are not the same bug." + "reason": "Sentence-transformers import NameError and undefined tf backend due tensorboard-only install are unrelated import/environment bugs." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Both mention imports/backends, but one is sentence-transformers NameError on nn and the other is a TensorFlow/tensorboard backend issue." + "reason": "Loading-report ANSI output and a wrong docstring for position_ids are unrelated." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure is unrelated to the Python 3.9+/3.10+ compatibility report." + "reason": "Missing AutoImageProcessor export and a Python 3.9+/3.10+ support issue are different problems." }, { - "left": "issue:44246", + "left": "issue:44242", "right": "issue:44496", "accept": false, - "reason": "Import performance is unrelated to unrecognized model/config loading." + "reason": "Missing load-balancing loss in MoE training and an unrecognized model/config error are unrelated." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race is unrelated to a stale warning in paged generate()." + "reason": "A pytest-xdist file race and a stale warning in paged generate() are different test/runtime issues." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation handling and Qwen3.5 rotary registration are different code paths and failures." + "reason": "Auto-docstring crash with future annotations and a Qwen3.5 kernel-registration error do not share the same failure path." }, { "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." + "reason": "Both mention missing auxiliary losses, but they are on different models and mechanisms; not the same concrete bug." }, { "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." + "reason": "Both are Qwen3 MoE-related, but one is LoRA compatibility across branches and the other is a Qwen3VL MoE loading regression; too different to merge." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to gemma-4 zero3 from_pretrained." + "reason": "Position_ids buffer access error and gemma-4 zero3 from_pretrained failure are unrelated." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "BeitImageProcessorFast label reduction bug and unsafe sys.modules access in modeling_utils are unrelated." }, { "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." + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crash are different model-path bugs." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowdown and Gemma eos_token_id inconsistency are unrelated." + "reason": "Import-time slowness and Gemma-3 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." + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated topics." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline image-processor lookup is unrelated to _torch_extract_fbank_features()." + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features() are different preprocessing bugs." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + "reason": "torch.compile SDPA failure on Bamba and CPU/CUDA result mismatch on PPDocLayoutV3 are different code paths." }, { - "left": "issue:44336", - "right": "issue:46424", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "ANSI escape codes in loading_report are unrelated to cache max length handling." + "reason": "Both are import errors, but they concern different symbols and packages; not the same underlying defect." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44336", + "right": "issue:46424", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are different import errors." + "reason": "Loading-report ANSI codes and cache max length handling are unrelated." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different problems." + "reason": "HF_HUB_OFFLINE cache loading and AttentionInterface.register behavior are unrelated." }, { "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." + "reason": "Different missing exports in transformers; same symptom class, but not the same bug or fix." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer correctness regression is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output embeddings are different model/tokenizer issues." }, { "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." + "reason": "KV-cache continuation crash in serve and cache max length being ignored for non-quantized cache are different cache problems." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access safety and xdist file-race behavior are unrelated." + "reason": "Unsafe sys.modules access and a testing-utils file race 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." + "reason": "Both involve Qwen3.5 MoE, but one is CPU offload compatibility and the other is kernel registration missing a decorator; different fixes." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "A stale docs/behavior mismatch is unrelated to unsafe sys.modules access." + "reason": "A docs/behavior mismatch in TextClassificationPipeline and a sys.modules access bug are unrelated." }, { "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." + "reason": "SAM3 video encoder attribute error and SAM3 lite-text memory overflow are different model variants and failure modes." } ] }, @@ -12355,13 +12277,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 40, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:36246", "issue:42886", @@ -12377,6 +12299,7 @@ "issue:44060", "issue:44077", "issue:44162", + "issue:44242", "issue:44246", "issue:44295", "issue:44368", @@ -12385,6 +12308,7 @@ "issue:44496", "issue:44561", "issue:44749", + "issue:44857", "issue:44877", "issue:44977", "issue:44987", @@ -12401,7 +12325,6 @@ "issue:45412", "issue:45459", "issue:45584", - "issue:45588", "issue:45600", "issue:45656", "issue:45701", @@ -12413,223 +12336,223 @@ ], "soft_pairs": [ "issue:43257|issue:45137", + "issue:44242|issue:44857", "issue:36246|issue:43596", "issue:44295|issue:44749", - "issue:43673|issue:44561", "issue:44496|issue:45003", + "issue:43673|issue:44561", "issue:44162|issue:45200", - "issue:45375|issue:45759", "issue:43262|issue:44246", + "issue:45375|issue:45759", "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:44038|issue:46506", "issue:45137|issue:45600", + "issue:44561|issue:46399", + "issue:43352|issue:45250", "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:43475|issue:43540", "issue:44995|issue:45200", "issue:45397|issue:45656", "issue:44368|issue:44977", "issue:43653|issue:44162", - "issue:42886|issue:45229", - "issue:44995|issue:45588" + "issue:42886|issue:45229" ], - "prepared_review_unit_hash": "409d4dbc74b4eccf751aeb5404c02f538ae1f812344c5cc1e3f4fe5a1abd7799", + "prepared_review_unit_hash": "bcbdbfcf15ae5472c9a81264772ee380841e930dba880f41f5bc09446538395d", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35350, - "estimated_input_tokens": 8838, - "estimated_eval_tokens": 17932 + "serialized_chars": 35863, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "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.", + "summary": "This cluster is very noisy: most pairs are only loosely similar by subsystem or version, not true duplicates. The closest shared theme is Transformers v5/Qwen multimodal regressions, especially video-input handling, but the artifacts still describe different bugs and code paths.", + "confidence": 0.56, + "canonical_issue_reason": "issue:44479 is the broadest, most representative concrete regression in the cluster: it describes a v5.3.0 video-input failure across multiple Qwen multimodal variants, which best matches the cluster\u2019s dominant Qwen/v5 regression theme.", "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_issue_reason": "issue:44479 is the strongest standalone issue to anchor the cluster because it is specific, user-facing, and spans several related model variants without being as narrow as the single-model reports.", "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." + "reason": "Both involve DeepSpeed, but one is a Qwen3 MoE weight-conversion bug and the other is a ZeRO3 deque/indexing failure; different failure modes and code paths." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated models and subsystems: MoE load-balancing loss vs RT-DETR AMP/CUDA crash." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor import and Qwen3OmniMoe video-processing ValueError are different model/path bugs." + "reason": "A Qwen2.5-VL import error and a BertModel ZeRO3 init IndexError are unrelated." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Registering position_ids as a buffer vs a Transformers upgrade slowdown are unrelated issues." + "reason": "Position-IDs buffer access bug vs a general performance regression report; not the same issue." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are different code paths and failures." + "reason": "One is an unrecognized model/config loading failure; the other is unsafe sys.modules access in modeling_utils. Related area, different bug." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Unrecognized model/config loading and unsafe sys.modules access are distinct problems." + "reason": "Both are v5 compatibility regressions, but one is cache/chunked prefill and the other is removal of a utility breaking trust_remote_code models." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma4 mm_token_type_ids defaults are unrelated model-specific bugs." + "reason": "ESM2 broken vs Gemma 4 mm_token_type_ids defaults; different model families and symptoms." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:43262", + "right": "issue:44246", "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." + "reason": "Audio processor sampling-rate default vs import latency; no shared underlying bug." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Audio apply_chat_template sample-rate handling is unrelated to import latency." + "reason": "Both involve Qwen multimodal configs, but one drops a missing field under strict config while the other fails to unwrap text_config in from_config; distinct root causes." }, { "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." + "reason": "Different models and 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." + "reason": "Resize-token-embeddings behavior is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "A specific unsupported-model Flash Attention 2.0 error is not the same as a generic Flash Attention 2.0 issue." + "reason": "A specific embeddings-update bug and a broad tokenization-regression report are not the same issue." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe v5 regression and PPDocLayoutV3 CPU/CUDA result mismatch are different bugs." + "reason": "Both are multimodal/model-specific problems, but Qwen3-VL-Moe video loading and PPDocLayoutV3 CPU/CUDA divergence are unrelated." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Embedding resize propagation and tokenization changes across versions are unrelated." + "reason": "DeepSpeed deque underflow vs auto_mappings CI breakage; different code paths." }, { "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." + "reason": "A removed helper breaking trust_remote_code is unrelated to Qwen3.5 kernel registration for apply_rotary_pos_emb." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "A ZeRO3 deque crash and stale auto_mappings references to removed Sam3LiteText configs are different failures." + "reason": "One is an unsupported-model error for Flash Attention 2.0; the other is a generic feature request/topic, not the same concrete bug." }, { "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." + "reason": "Different tied-weights / resize-token-embeddings serialization behaviors in different models." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory not being released and MaskGenerationPipeline dropping a partial batch are unrelated bugs." + "reason": "Memory leak in RT-DETR is unrelated to MaskGenerationPipeline partial-batch result dropping." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "A model-loading failure and tokenizer error masking when protobuf is absent are different problems." + "reason": "Both are loading-related, but one is a specific transformers>=5.1.0 model load failure and the other is tokenizer error masking when protobuf is absent." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Qwen video-input regression and Windows/ROCm torch.distributed import failure are unrelated." + "reason": "Qwen multimodal video regression vs Windows/ROCm torch.distributed import issue; unrelated." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "SAM3VisionEncoderOutput missing attribute and Qwen3OmniMoe video-processing ValueError are different model-path bugs." + "reason": "Incorrect tied-weights warning vs patchtsmixer post_init policy; not the same underlying bug." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Qwen3-Next tied-weight warning and patchtsmixer post_init policy are unrelated." + "reason": "SAM 3 Video output attribute error and Qwen3OmniMoe video ValueError are different model-specific failures." }, { "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." + "reason": "GlmMoeDsa stale cache on second forward pass is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 ZeRO3 loading and double optimizer.step() under DeepSpeed are different training bugs." + "reason": "Gemma-4 ZeRO3 from_pretrained and double optimizer-step are different DeepSpeed-related 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." + "reason": "A tied-word-embeddings warning and a flash-attention generation bug are distinct Qwen3.5 issues." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to ESM2 being broken." }, { "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." + "reason": "Offline tokenizer cache loading and Gemma 4 multi-GPU OOM are unrelated." } ] }, @@ -12645,18 +12568,17 @@ "component_index": 1, "component_count": 21, "review_unit_index": 41, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:28282", "issue:30990", "issue:41628", - "issue:42371", "issue:42994", "issue:43065", "issue:43232", @@ -12681,7 +12603,7 @@ "issue:44871", "issue:44877", "issue:44933", - "issue:45092", + "issue:44995", "issue:45230", "issue:45310", "issue:45356", @@ -12691,6 +12613,7 @@ "issue:45478", "issue:45563", "issue:45584", + "issue:45588", "issue:45656", "issue:45685", "issue:45987", @@ -12703,6 +12626,7 @@ "issue:46431" ], "soft_pairs": [ + "issue:44995|issue:45588", "issue:43065|issue:43408", "issue:44877|issue:46170", "issue:44368|issue:45563", @@ -12719,8 +12643,8 @@ "issue:44361|issue:44749", "issue:44749|issue:45656", "issue:43646|issue:44162", - "issue:44749|issue:45310", "issue:44623|issue:45656", + "issue:44749|issue:45310", "issue:44871|issue:46132", "issue:43232|issue:43673", "issue:42994|issue:43482", @@ -12730,225 +12654,217 @@ "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" + "issue:43475|issue:45381" ], - "prepared_review_unit_hash": "db01a07049301b93736a336036cf9ba29a1f141d64c4b79f9290489f6131d1c1", + "prepared_review_unit_hash": "a03f2ed1c79f147fe78e09fc3a1671756dbead6f1112b24ca68b40c053e2bd27", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36843, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "soft_pair_count": 30, + "serialized_chars": 36557, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "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.", + "summary": "This cluster is mostly a false-positive similarity group: the issues span unrelated import/load/save/generation/cache/regression bugs across different models and APIs. None of the soft pairs convincingly describe the same underlying bug or mergeable fix.", + "confidence": 0.82, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not form one duplicate family, even when titles share model names or API terms.", "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_issue_reason": "No single issue is a strong cluster representative; 45375 is the closest to a repeat of the Qwen3.5-Moe regression, but the rest of the cluster is too unrelated for it to be a true canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Both are crashes, but they hit different code paths: GlmMoeDsa second-forward cache state vs flash_attention s_aux=None handling." + }, { "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." + "reason": "Same SAM3 family, but one is a dummy Conv2d in the pixel decoder and the other is a model-type mismatch warning." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Completely different areas: granite_speech strict config loading vs Windows/ROCm torch.distributed import failure." + "reason": "Different failures: strict config loading for granite_speech vs Windows/ROCm import dependency issues." }, { "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." + "reason": "Both mention warnings, but they are unrelated: tie_word_embeddings vs stale num_return_sequences in paged generate()." }, { "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." + "reason": "An isolated reproduction of an older issue is not the same bug as Gemma pipeline roundtrip failure on the \u2581 token." }, { "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." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 fine-tuning 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." + "reason": "MPS histogram support in moe and missing chat template in a processor are unrelated problems." }, { "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." + "reason": "torch.compile attention-kernel divergence is a different bug from Gemma token roundtrip behavior." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "OpenAI chat-completions request rejection is unrelated to Gemma pipeline token roundtrip failure." + "reason": "API request rejection in /v1/chat/completions 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." + "reason": "StaticCache return-type regression and LlamaConfig head_dim validation are distinct issues." }, { "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." + "reason": "Both touch generation/cache/compile, but one is kernel divergence under torch.compile 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 AMD ROCm torch.distributed import/type error." + "reason": "Whisper empty-transcription generation failure is unrelated to the Windows ROCm torch.distributed import problem." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder Conv2d issue and MaskGenerationPipeline batch-finalization bug are unrelated." + "reason": "SAM3 pixel-decoder initialization and MaskGenerationPipeline final partial-batch handling are different subsystems and bugs." }, { "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." + "reason": "Both are save_pretrained regressions, but tokenizer_class mismatch and missing processor files are different serialization bugs." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer task AttributeError and a 10x slowdown after upgrading Transformers are unrelated." + "reason": "MLukeTokenizer AttributeError and a data-filtering slowdown after upgrade are not the same underlying issue." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Data filtering slowdown and deepspeed optimizer.step being called twice are different regressions." + "reason": "Performance regression in filtering is unrelated to deepspeed causing optimizer.step() to run twice." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Generic custom model initialization breakage in v5 and ESM2 breakage are separate model-specific problems." + "reason": "A broad Transformers 5.0 custom-model init break and an ESM2-specific regression are not the same bug." }, { - "left": "issue:44749", - "right": "issue:45310", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Performance regression in data filtering and Qwen3.5-Moe from_pretrained failure are unrelated." + "reason": "Processor.save_pretrained missing files and duplicate optimizer steps are unrelated code paths." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44749", + "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained file emission bug and deepspeed double optimizer step are unrelated." + "reason": "Upgrade-related performance slowdown is unrelated to Qwen3.5 Moe from_pretrained failures." }, { "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." + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are separate issues." }, { "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." + "reason": "Both involve generation/cache, but one is kwargs updating after sync_gpus and the other is missing cache during chunked_prefill." }, { "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." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and not the same bug." }, { "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." + "reason": "A placeholder bug report is too underspecified to match a specific gemma-4 zero3 from_pretrained error." }, { "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." + "reason": "Missing fpn_position_embeddings in a SAM3 output object and missing fields from trust_remote_code AutoConfig are different missing-field bugs." }, { "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." + "reason": "Whisper word-timestamp crash on trailing replacement characters is unrelated to the Kimi-K2.5 tokenizer codec regression." }, { "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." + "reason": "PyTorch-not-found import error and a Sentence Transformers load hang are different failure modes." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are unrelated." + "reason": "Qwen3-VL-Moe from_pretrained problems 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." + "reason": "These are the closest pair, but one is a specific missing config field dropped by @strict and the other is only a generic Qwen3.5-Moe from_pretrained error; not enough to confirm the same root cause." }, { "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." + "reason": "Both are import-related, but they refer to different symbols/modules and likely different broken imports." }, { "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." + "reason": "SAM3 vision encoder missing a field and qwen2.5-vl video position IDs being wrong are unrelated model-specific bugs." } ] }, @@ -12964,13 +12880,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 42, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:30333", "issue:30990", @@ -12979,13 +12895,13 @@ "issue:36010", "issue:41628", "issue:42175", + "issue:42371", "issue:42673", "issue:42831", "issue:42898", "issue:42994", "issue:43232", "issue:43278", - "issue:43377", "issue:43504", "issue:43525", "issue:43704", @@ -12997,19 +12913,19 @@ "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:45092", "issue:45103", "issue:45137", "issue:45310", + "issue:45375", "issue:45406", "issue:45561", "issue:45600", @@ -13022,6 +12938,8 @@ "issue:46399" ], "soft_pairs": [ + "issue:42371|issue:45092", + "issue:45310|issue:45375", "issue:42994|issue:43525", "issue:44964|issue:45137", "issue:43784|issue:46399", @@ -13043,233 +12961,231 @@ "issue:42175|issue:44933", "issue:44496|issue:45561", "issue:43504|issue:45561", - "issue:42175|issue:45712", "issue:45561|issue:45600", + "issue:42175|issue:45712", "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" + "issue:30990|issue:35141", + "issue:42898|issue:44568" ], - "prepared_review_unit_hash": "48a8771a29507f056a4604a4d035562071d022315ea70827bcac16618b9b5afc", + "prepared_review_unit_hash": "c33d55ac6729f2dcf5d2e6d558a267762f9b8fe4ee27f902a6d737cfa8878037", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36569, - "estimated_input_tokens": 9143, - "estimated_eval_tokens": 18542 + "serialized_chars": 36605, + "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 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.", + "summary": "The cluster is mostly heterogeneous transformer-related issues, with one clear duplicate pair: Qwen3ForCausalLM VRAM leak (42673/43704). The other soft matches are title-similarity only and do not look like the same concrete bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the older, fuller report for the only clear duplicate pair; issue:43704 repeats the same Qwen3ForCausalLM VRAM leak symptom in multiple dataloader threads.", "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_issue_reason": "issue:42673 is the best cluster anchor because it has the strongest duplicate evidence and matches issue:43704 exactly.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 behavior guidance and an InternVL2 meta-init checkpoint incompatibility are different problems." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a from_pretrained error and the other is a missing config field being dropped; not the same bug." + }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Different bugs: quantized model saving failure vs missing pad_token_id on Llama4Config." + "reason": "Quantized model saving failure is unrelated to a missing pad_token_id attribute on Llama4Config." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different code paths: Phi-4 multimodal loading failure vs DeepSpeed ZeRO3 deque underflow." + "reason": "Model loading with latest transformers and a DeepSpeed ZeRO3 deque error are different code paths." }, { "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." + "reason": "A sentence-transformers import NameError and a Qwen3.5 rotary registration crash are unrelated." }, { "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." + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different tokenizer issues." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Same Gemma family, different failure: processor _tokenizer attribute crash vs tokenizer roundtrip behavior on \u2581." + "reason": "A processor _tokenizer attribute error and a Gemma tokenizer roundtrip failure are different bugs." }, { "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." + "reason": "Generation kwargs sync after sync_gpus and attention-kernel branching under torch.compile are distinct issues." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to pipeline-parallel output corruption." + "reason": "Quantization/offloading behavior is not the same as incorrect output under pipeline parallelism." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing exports: AutoImageProcessor vs HybridCache." + "reason": "Both are import errors, but for different symbols and different failure paths." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output bug vs image-specific infinite loop; not the same concrete defect." + "reason": "Incorrect pipeline-parallel output is different from an infinite loop on a specific image input." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and symptom: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + "reason": "Identical title and same VRAM leak symptom in multiple dataloader threads; clear duplicate." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Both raise AttributeError, but in unrelated areas: Mistral regex patching vs auto_docstring processing." + "reason": "A Mistral regex patch crash and an auto_docstring future-annotations crash are unrelated." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Different failures: quantized save_pretrained issue vs missing Qwen2_5_VLForConditionalGeneration import." + "reason": "Model saving failure and an import error for Qwen2_5_VLForConditionalGeneration are different bugs." }, { "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." + "reason": "FP8 save_pretrained on MoE models is different from a Qwen3.5 from_pretrained error." }, { "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." + "reason": "Different model variants and different failure points; not the same underlying issue." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + "reason": "Separate missing-import regressions for different objects." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is not the same as FP8 MoE save_pretrained failure." + "reason": "FP8 accuracy drift is not the same as FP8 model saving failing." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype change in evaluation is unrelated to ZeRO3 deque IndexError." + "reason": "Embedding dtype drift during eval is unrelated to a 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." + "reason": "Generation-kwarg handling and a janus image-generation test failure are not the same bug." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "TensorFlow extra/backend packaging issue is unrelated to image_utils import breakage." + "reason": "Installing torch-only extras and a removed image_utils import are different problems." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model config vs pytest-xdist race; completely different problems." + "reason": "Config loading rejection and a pytest-xdist race in testing utils are unrelated." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Legacy field model-loading failure vs xdist file race; different artifacts and fixes." + "reason": "Legacy config-field loading failure is different from a captured_info.txt race in tests." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Package extra dependency issue is unrelated to leftover dummy class cleanup." + "reason": "A test race and stale auto_mappings references are separate issues." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Test race on captured_info.txt vs auto_mappings references to removed configs." + "reason": "Package-install extras and dummy class cleanup are not the same code-path problem." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility problem vs missing image_utils import." + "reason": "Python version compatibility breakage is unrelated to a missing import from image_utils." }, { "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." + "reason": "MLflow reporting after training failure is unrelated to an Adafactor/DeepSpeed OOM." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 bidirectional attention masking bug is unrelated to partial-batch result dropping in MaskGenerationPipeline." + "reason": "Bidirectional attention masking and final-partial-batch result dropping are different bugs." }, { - "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", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "MIMI padding-mask inconsistency vs load-balancing loss omission; different model logic." + "reason": "A loading hang is not the same as output embeddings being reinitialized after resizing." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Processor save_pretrained file omission is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer cleanup behavior changes and missing BOS/EOS insertion are distinct regressions." } ] }, "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." + "accept": false, + "feedback": "The cluster summary is mostly grounded, and the Qwen3ForCausalLM pair (42673/43704) is a solid duplicate. However, at least one soft-edge verdict is not conservative enough: the 42371/45092 rationale introduces an unsupported \u2018packaging/backend extras\u2019 explanation that is not grounded in the packet\u2019s visible titles/metadata. Because the review should only accept when every soft-edge verdict stays conservative, I have to reject this output." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -13279,13 +13195,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 43, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:22355", "issue:27957", @@ -13294,13 +13210,12 @@ "issue:34689", "issue:35141", "issue:36331", - "issue:41628", "issue:42222", - "issue:42757", "issue:42796", "issue:42831", "issue:42898", "issue:43295", + "issue:43377", "issue:43479", "issue:43644", "issue:43723", @@ -13312,6 +13227,7 @@ "issue:44075", "issue:44079", "issue:44222", + "issue:44242", "issue:44295", "issue:44297", "issue:44448", @@ -13336,6 +13252,8 @@ "issue:46231" ], "soft_pairs": [ + "issue:43377|issue:44242", + "issue:44623|issue:45310", "issue:43479|issue:44869", "issue:42222|issue:45200", "issue:43479|issue:44079", @@ -13354,241 +13272,239 @@ "issue:30333|issue:34689", "issue:45405|issue:45712", "issue:44060|issue:45125", - "issue:44933|issue:45712", "issue:44222|issue:44297", + "issue:44933|issue:45712", "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:44222|issue:44623", "issue:44448|issue:46132", "issue:42796|issue:43723", - "issue:45245|issue:46132", - "issue:41628|issue:42757", - "issue:44297|issue:45310" + "issue:45245|issue:46132" ], - "prepared_review_unit_hash": "e492d920fa58e159da1a9e7e0553d95dcc7ee7394c2a93e7ed02413addf9d129", + "prepared_review_unit_hash": "a1ccc7ddd4406e7130b8a47af6c8aeafed55bc2991de22cf75b19cfaa00b814c", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36827, - "estimated_input_tokens": 9207, - "estimated_eval_tokens": 18670 + "serialized_chars": 36879, + "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 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.", + "summary": "The cluster is mostly a set of unrelated Transformers bug reports spanning tokenizers, multimodal models, training, and documentation. None of the soft pairs look like true duplicates or mergeable PR equivalents under a strict same-bug standard.", + "confidence": 0.81, + "canonical_issue_reason": "issue:42898 is the most central item in the cluster and a concrete, user-facing v5 regression report with several related tokenizer-regression links, making it the best representative issue.", "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_issue_reason": "issue:42898 is the strongest standalone representative of the cluster: specific, reproducible, and broadly relevant to a common regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: MIMI batch-vs-single padding-mask mismatch vs MoE load-balancing loss omission." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different code paths: processor.save_pretrained file omission vs Qwen3.5 MoE from_pretrained failure." + }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Different failures: Phi4MultimodalConfig default initialization vs Whisper timestamp decoding crash." + "reason": "Unrelated multimodal config initialization bug vs Whisper timestamp decode crash." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage and Gemma 4 token-type defaults are unrelated bugs." + "reason": "Different model families and failures: VitPose breakage vs Gemma 4 mm_token_type_ids defaulting." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "One is multimodal config initialization; the other is ModelOutput key assignment semantics." + "reason": "Config-default initialization issue vs ModelOutput key assignment bug." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and a documentation parameter-name mismatch are not the same issue." + "reason": "Notebook syntax error is unrelated to a docs parameter-name mismatch." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Different code paths: image-patch counting vs remote-code/meta-initialization compatibility." + "reason": "Different failures: missing image-patch API vs remote-code/meta-init incompatibility." }, { "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." + "reason": "Both are tokenizer regressions, but they affect different behaviors and model families." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import failures in different integrations/classes." + "reason": "Different import failures: missing nn in sentence-transformers integration vs missing Qwen2.5-VL class export." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Generic AutoTokenizer loading issue vs a specific BOS/EOS add_special_tokens regression." + "reason": "Tokenizer-loading regression vs special-tokens/BOS-EOS behavior regression; not the same bug." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related v5 regressions, but the affected models and concrete failure modes differ." + "reason": "Both are v5 tokenizer regressions, but they concern different models and likely different root causes." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache tensor indexing crash is unrelated to auto-docstring annotation handling." + "reason": "Serving KV-cache 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." + "reason": "Optimizer argument usage bug vs documentation typo; unrelated." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Buffer registration/readback bug and double optimizer-step behavior are different runtime problems." + "reason": "Position_ids buffer read error is unrelated to Deepspeed double-step behavior." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different tokenizer implementations and symptoms." + "reason": "Both tokenizer regressions, but they affect different models and different tokenizer logic." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Processor/tokenizer access regression is distinct from image-passing tokenizer behavior changes." + "reason": "Shared tokenizer/processor area, but one is clean_up_tokenization_spaces behavior and the other is processor.tokenizer/images access regression." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention model support and MLflow reporting on job failure are unrelated." + "reason": "Flash Attention model issue and MLflow reporting 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." + "reason": "MLflow job-state reporting bug vs Llama 3.2 Vision model-loading regression." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version pinning and dummy class cleanup are different maintenance issues." + "reason": "PEFT version bump problem is unrelated to dummy class cleanup/check_repo failures." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are separate Qwen model bugs." + "reason": "Different Qwen3 family issues: tied-weights warning vs missing tensor-parallel plan." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Missing image_utils export and leftover dummy classes are both namespace issues, but not the same defect." + "reason": "Different save_pretrained bugs in different components: FP8 MoE vs tokenizer metadata." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "FP8 save_pretrained behavior and tokenizer_config class mismatch are unrelated save paths." + "reason": "Missing import from image_utils is unrelated to leftover dummy classes." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to CustomTrainer's unexpected keyword argument." + "reason": "MLflow reporting failure vs Trainer.compute_loss signature breakage." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-job reporting and embedding reinitialization after resize are different bugs." + "reason": "Training-job reporting bug vs embedding reinitialization during post_init." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config metadata mismatch has nothing to do with deepspeed optimizer stepping." + "reason": "Tokenizer save metadata bug is unrelated to Deepspeed optimizer stepping." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are separate import errors." + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy and processor.save_pretrained missing files are unrelated." + "reason": "FineGrainedFP8 accuracy issue is unrelated to processor.save_pretrained missing files." }, { - "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 export." + "reason": "Multimodal config defaults are unrelated to non-persistent buffer initialization junk." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Non-persistent buffer junk initialization is not the same as multimodal config defaults." + "reason": "Both mention save_pretrained, but they concern different artifacts and failures." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output regression and AttentionInterface.register behavior change are different subsystems." + "reason": "Pegasus v4/v5 output regression is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE-marker handling is distinct from AutoTokenizer loading failures." + "reason": "Different tokenizer problems: BPE marker handling vs tokenizer loading in v5." }, { "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." + "reason": "Category-count runtime error is unrelated to AttentionInterface.register behavior." } ] }, @@ -13604,19 +13520,18 @@ "component_index": 1, "component_count": 21, "review_unit_index": 44, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ - "issue:22355", - "issue:27957", "issue:30990", "issue:38175", "issue:41628", + "issue:42757", "issue:42831", "issue:42907", "issue:43122", @@ -13624,7 +13539,6 @@ "issue:43475", "issue:43644", "issue:43723", - "issue:43824", "issue:44038", "issue:44190", "issue:44206", @@ -13633,6 +13547,7 @@ "issue:44263", "issue:44279", "issue:44295", + "issue:44297", "issue:44360", "issue:44373", "issue:44483", @@ -13662,14 +13577,16 @@ "issue:46431" ], "soft_pairs": [ + "issue:41628|issue:42757", + "issue:44297|issue:45310", "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:44222|issue:44484", "issue:44206|issue:45103", "issue:46209|issue:46431", "issue:43232|issue:46424", @@ -13682,225 +13599,223 @@ "issue:44279|issue:46328", "issue:44261|issue:45092", "issue:30990|issue:38175", - "issue:45092|issue:45357", "issue:43644|issue:46305", + "issue:45092|issue:45357", "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" + "issue:42831|issue:44038" ], - "prepared_review_unit_hash": "f0d3d36a11dc9a884e04a1f68cb6f140eae31cb14c06b0caae8a8e1b06e444e4", + "prepared_review_unit_hash": "10c21a28bbf87936ef85a007efde76faba12af182070760883801b981db7cfd8", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36332, - "estimated_input_tokens": 9083, - "estimated_eval_tokens": 18422 + "serialized_chars": 35833, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 }, "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, + "summary": "This cluster is mostly a grab-bag of Transformers v5 regressions and model-specific bugs; no pull requests are present. None of the soft pairs look like the same underlying fix, so all are rejected.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43723 is the broadest user-facing regression here: a generic tokenizer loading failure via AutoTokenizer.from_pretrained in v5, which makes it the best representative of the cluster\u2019s load/save/API breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43723 is the most suitable anchor for triage because it is broadly scoped, clearly actionable, and closer to the common v5 compatibility problems than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors after v5 changes, but they involve different symbols and different dependency modules, so they do not appear to be the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Both concern tokenizer/model loading, but one is a save_pretrained metadata mismatch while the other is a Qwen3.5 MoE from_pretrained failure; different code paths and symptoms." + }, { "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." + "reason": "These are unrelated model bugs: one is a missing attribute in SAM 3 Video, the other is an off-by-one in MoonshineStreaming masking." }, { "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." + "reason": "Both touch config validation, but one is a general PreTrainedConfig typing regression and the other is a LlamaConfig constraint on head_dim; not the same fix." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "One is a docstring mistake for position_ids; the other is a RoPE implementation discussion." + "reason": "One is a docstring issue for position_ids, the other is a GLM-5 RoPE implementation discussion; no shared underlying bug is evident." }, { "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." + "reason": "These affect different areas: a GlmMoeDsaIndexer split behavior versus remote-code checkpoint compatibility with meta initialization." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both mention positional/sliding-window style indexing, but they affect different models and different logic." + "reason": "Both involve vision/video position-related behavior, but the reported failures are different and not clearly the same concrete code path." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure and flash-attention generation regression are unrelated." + "reason": "Tokenizer loading failure and flash-attention generation failure are distinct regressions affecting different subsystems." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "FP8 save_pretrained bug is not the same as the max_shard_size default question." + "reason": "Tokenization differences across versions and FP8 inference on B200 are unrelated bugs." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Tokenization regression in v5 versus FP8 inference failure on B200; different symptoms and code paths." + "reason": "FP8 save_pretrained/moe behavior and a question about max_shard_size default are not the same issue." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor center-arg crash and auto-docstring future-annotations crash are unrelated." + "reason": "A feature-extractor crash from an unsupported center argument is unrelated to the auto_docstring annotations crash." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template in a processor are different issues." + "reason": "FP8 inference on B200 and a chat template absence error are different runtime failures." }, { "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." + "reason": "Generation state syncing and cache max length handling are different cache/generation behaviors, not one bug." }, { "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." + "reason": "Wrong tensor indexing in serve KV-cache continuation is unrelated to lazy cache initialization causing recompilation." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Dataset loading in a training script is unrelated to LlamaConfig head_dim validation." + "reason": "Local dataset loading in an example script and a LlamaConfig validation rule are unrelated." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading a registered buffer and processor.save_pretrained missing files are different save/load bugs." + "reason": "Reading a registered buffer and processor.save_pretrained missing files are separate save/load issues with different failure modes." }, { "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." + "reason": "Generation keyword/state handling and a long OCR input index error are not the same underlying defect." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same component family (DSA indexer) but different defects: split return values vs missing ReLU." + "reason": "Both mention the DSA indexer, but one is about torch.split return values and the other about a missing ReLU; distinct implementation bugs." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading failure is not the same as Gemma eos_token_id mismatch." + "reason": "Tokenizer loading regression and inconsistent eos_token_id config are different model/config issues." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Generic dependency issue and a SequenceFeatureExtractor.pad performance bug are unrelated." + "reason": "A generic dependency issue is not the same as a padding performance regression." }, { "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." + "reason": "MLA layernorm precision from missing rms_norm_eps is unrelated to meta-init incompatibility in old InternVL2 checkpoints." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are different problems." + "reason": "Sentence Transformers loading hang and zero probabilities in SigLIP2 are unrelated model-specific issues." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Both concern model compatibility with save/load, but they affect different models and different broken keys/paths." + "reason": "Non-persistent buffer junk in v5 and a MoonshineStreaming mask off-by-one are different bug classes." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to a MoonshineStreaming mask off-by-one." + "reason": "Remote-code meta-init incompatibility and incorrect visual encoder keys on save_pretrained are different serialization/loading problems." }, { "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." + "reason": "Dequantized Ministrals/Devstrals save failures and sinq quantized model save/load breakage are both quantization-related but not the same concrete bug." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy regression and Qwen3.5 MoE from_pretrained error are different issues." + "reason": "An accuracy issue in FineGrainedFP8 and a Qwen3.5 MoE from_pretrained error are different failure modes." }, { "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." + "reason": "The DSA indexer split bug and the position_ids docstring issue do not describe the same underlying defect." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-attention-3 training degeneration and NaNs after checkout/init are separate training stability issues." + "reason": "Degenerate training with flash_attention_3 and NaNs after checkout/init are both training-path issues but not the same root cause." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat completions request rejection and Gemma4Processor missing _tokenizer are different serve/runtime failures." + "reason": "An API request rejection in transformers serve and a Gemma4Processor missing _tokenizer attribute are separate serve/processor bugs." }, { "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." + "reason": "FineGrainedFP8 accuracy concerns and a Qwen3-VL-Moe v5 bug are unrelated." } ] }, @@ -13916,13 +13831,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 45, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:22355", "issue:27957", @@ -13948,6 +13863,7 @@ "issue:43646", "issue:43756", "issue:43784", + "issue:43824", "issue:43976", "issue:44060", "issue:44117", @@ -13958,7 +13874,6 @@ "issue:44297", "issue:44368", "issue:44373", - "issue:44488", "issue:44568", "issue:44704", "issue:44913", @@ -13974,25 +13889,27 @@ "issue:46402" ], "soft_pairs": [ + "issue:22355|issue:27957", + "issue:41628|issue:43824", "issue:43479|issue:44913", "issue:43408|issue:46402", - "issue:42831|issue:45753", "issue:22355|issue:28218", + "issue:42831|issue:45753", "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:42886|issue:43066", "issue:43232|issue:45593", + "issue:43408|issue:46369", "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:43550|issue:46132", "issue:44295|issue:44297", "issue:42907|issue:44945", "issue:44117|issue:44704", @@ -14000,205 +13917,210 @@ "issue:43756|issue:44060", "issue:41628|issue:45278", "issue:43784|issue:45600", - "issue:43976|issue:44945", - "issue:39401|issue:44488" + "issue:43976|issue:44945" ], - "prepared_review_unit_hash": "5bbfee4afc71e058803837da69c8b7c424edfeb2ab78ef210876391eca81fcdc", + "prepared_review_unit_hash": "ee080a2167e4b3e2ec5ecf1ba6ca0e958f853ff70e491b6ef94025a3254d1b8d", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35629, - "estimated_input_tokens": 8908, - "estimated_eval_tokens": 18072 + "soft_pair_count": 29, + "serialized_chars": 35966, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is 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.", + "summary": "The cluster is mostly heterogeneous; the soft pairs look like loosely related Transformer regressions, but not the same underlying bug/change. No PRs are present.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, covering multiple import failures after a version upgrade, so it is the best representative of the small import-regression subtheme in this cluster.", "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_issue_reason": "issue:45278 is the most generally useful issue to anchor triage because it describes a wide import-breakage regression rather than a single model- or tokenizer-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Different problems: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different code paths." + }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Different bugs: multimodal config initialization vs GPTNeoX rotary_pct persistence/reload behavior." + "reason": "Both involve config defaults, but one is multimodal config init and the other is GPTNeoX rotary_pct reload semantics." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Different SAM3 issues: a model-type warning vs missing text-encoder weight loading." + "reason": "Same SAM3 family, but one is a model-type warning and the other is missing text encoder weights." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Different problems: FineGrainedFP8 accuracy drift vs an infinite loop in Qwen3_5 image handling." + "reason": "Unrelated: module import failure vs tokenizer spacing after added token." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Unrelated: missing transformers.onnx import vs tokenizer adds an extra space after an added token." + "reason": "Different bugs: FineGrainedFP8 accuracy vs an image-triggered infinite loop in Qwen3_5." }, { "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." + "reason": "Both mention imports, but one is a specific huggingface_hub symbol and the other is a broad upgrade 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." + "reason": "Both are tokenizer issues, but they affect different models and different tokenization behaviors." }, { "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." + "reason": "Flash Attention on XLMRoberta is not the same as Sentence Transformers getting stuck while loading." }, { "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." + "reason": "Different subsystems: tied-weights warning in Qwen3.5 fine-tuning vs a MoonshineStreaming mask off-by-one." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Different SAM3 bugs: config/model-type mismatch warning vs memory overflow when calling sam3-litetext." + "reason": "Offline cache loading failure is distinct from the v5 tokenizer decoder-type mismatch." }, { "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." + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both concern SAM3/SAM3-lite text models, but one is a model-type warning and the other is memory overflow." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Different failures: tokenizer cache loading offline vs quantized model saving." + "reason": "Both involve model/tokenizer saving or loading, but one is offline cache loading and the other is 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." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." }, { "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." + "reason": "Both are tokenizer regressions, but one is BPE-marker handling and the other is a version-to-version tokenization difference." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Different breakages: the transformers env CLI vs an import-time NameError in sentence-transformers integration." + "reason": "Broken CLI env command is not the same as a NameError importing sentence-transformers." }, { "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." + "reason": "Custom model initialization breakage is unrelated to NaNs in classification heads." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "Unrelated: TF32 settings guidance vs a torch.split indexing/shape issue in GlmMoeDsaIndexer." + "reason": "TF32 settings guidance is unrelated to torch.split return-value handling in GlmMoeDsaIndexer." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Different items: MLA layernorm precision/config bug vs a docstring correction." + "reason": "Precision error from missing rms_norm_eps is unrelated to the position_ids docstring." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention-related code, but one is a torch.compile SDPA failure and the other is a register API behavior change." }, { "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." + "reason": "Reading a buffer-registered position_ids tensor is different from tokenizer_class mismatch on save." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Different failures: saving dequantized Ministral/Devstral models vs incorrect output under pipeline parallelism." + "reason": "Quantized model saving failure is unrelated to incorrect pipeline-parallel LLM output." }, { "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." + "reason": "Tokenizer mapping None handling and AutoProcessor kwargs forwarding are different from_pretrained bugs." }, { "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." + "reason": "Stuck loading and MacOS bus error are different failure modes with different triggers." }, { "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." + "reason": "Smollm3 RoPE-layer configuration is not the same as Qwen3-Next tied-weights warning." }, { "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." + "reason": "Both are import regressions, but 45278 is broad and version-wide while 41628 is a single missing symbol." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Different issues: a NameError importing sentence-transformers vs stale auto_mappings references breaking CI." + "reason": "Import NameError in sentence-transformers is unrelated to stale auto_mappings references for Sam3LiteText." }, { "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." + "reason": "Python version compatibility breakage is unrelated to pipeline parallelism output corruption." } ] }, @@ -14214,13 +14136,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 46, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:22355", "issue:29127", @@ -14251,6 +14173,7 @@ "issue:44351", "issue:44360", "issue:44485", + "issue:44488", "issue:44521", "issue:44625", "issue:44704", @@ -14271,8 +14194,9 @@ "issue:46614" ], "soft_pairs": [ - "issue:42907|issue:44964", + "issue:39401|issue:44488", "issue:42907|issue:43937", + "issue:42907|issue:44964", "issue:44360|issue:44485", "issue:44704|issue:45290", "issue:39401|issue:44521", @@ -14286,8 +14210,8 @@ "issue:44038|issue:44295", "issue:42907|issue:43452", "issue:44038|issue:44222", - "issue:45216|issue:45478", "issue:22355|issue:29159", + "issue:45216|issue:45478", "issue:43824|issue:44351", "issue:43122|issue:44779", "issue:42757|issue:44351", @@ -14303,220 +14227,226 @@ "issue:42673|issue:45072", "issue:43066|issue:44779" ], - "prepared_review_unit_hash": "38934131a41a41eb304660ad7ca43ca45d894a71c1327070b87d31ecdb317dea", + "prepared_review_unit_hash": "2771944a4e06d4cd5d142327b9ce1aca3bd6e15b0eaa29ea90a3c43899d4f4dd", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36116, - "estimated_input_tokens": 9029, - "estimated_eval_tokens": 18314 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36975, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is 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.", + "summary": "Mostly unrelated Transformers issues are grouped together here. A loose tokenizer/v5-regression theme appears in a few titles, but none of the soft pairs look like the same concrete bug or change, so I would reject all soft edges.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43122 is the best representative only in a very loose sense: it is a broad tokenizer regression report with downstream references, and it sits near the few tokenizer-related titles in this set. That said, the cluster is too heterogeneous to have a true canonical duplicate issue.", "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_issue_reason": "Issue 43122 is the strongest global issue candidate because it is the broadest regression report among the mostly tokenizer-related subset and has the most chance of serving as a central reference point. It is still not a strong duplicate-canonical choice for the full cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Different bugs: dequantized save_pretrained failure vs model-loading failure for Phi-4 multimodal." + "reason": "Different bugs: Qwen3 tokenizer offset mapping vs loading a specific model. Same broad area, not the same underlying issue." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Unrelated failures: dequantized model saving vs GLM-5 generation config validation." + "reason": "Unrelated model-save bug vs GenerationConfig validation error." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different code paths: dequantized save_pretrained vs loading Phi-4 multimodal." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Different topics: DSA indexer/ReLU discussion vs GLM-5 RoPE implementation." + "reason": "Completely different problems: DSA indexer 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." + "reason": "Both touch processor/chat-template APIs, but the failures are different and not the same concrete bug." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and multimodal assistant_mask all-zeros are different code paths." + "reason": "Tokenizer offset mapping bug vs multimodal assistant mask generation bug." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 training degeneration." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are different issues." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Tokenizer-version output drift is unrelated to continue_final_message for mistral_common tokenizers." + "reason": "Both are tokenizer-related, but one is a v5 tokenization regression and the other is continue_final_message behavior for mistral_common." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Generic tokenization regression and multimodal assistant_mask behavior are not the same bug." + "reason": "Different symptoms and code paths: tokenization drift vs multimodal assistant masks." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug vs tokenizer_class metadata mismatch on save_pretrained are different issues." + "reason": "Unrelated: Qwen3-VL-Moe bug vs tokenizer_config serialization mismatch." }, { "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." + "reason": "Different model/task bugs: multi-label example script output vs Gemma 4 text-only fine-tuning 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." + "reason": "Same general SAM 3 area, but a model-type warning and a missing attribute are not the same underlying bug." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and stale phonemizer language state are unrelated." + "reason": "Different tokenizer/phonemizer bugs affecting different models and behaviors." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe regression and position_ids buffer access are different code paths." + "reason": "Different failures: Qwen3-VL-Moe bug vs position_ids buffer access error." }, { "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." + "reason": "Different lifecycle paths: saving dequantized models vs gguf loading via AutoTokenizer/AutoModel." }, { "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." + "reason": "Both involve model saving/quantization, but the concrete bugs are different." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Related model family, but incorrect saved checkpoint and from_pretrained error are different serialization/load failures." + "reason": "No module import error for transformers.onnx vs slow/fast tokenizer inconsistency." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Transformers.onnx import error is unrelated to slow/fast tokenizer inconsistencies." + "reason": "Both concern Qwen3.5 regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing symbols: Qwen2_5_VLForConditionalGeneration vs HybridCache." + "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but not the same concrete tokenizer or failure mode." + "reason": "Both mention tokenizer regressions in v5, but the affected models and symptoms are different." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Import error from huggingface_hub is unrelated to missing HybridCache export in transformers." + "reason": "Shared import-error pattern only; different packages/symbols, not the same bug." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug and example-script multi-label classification bug are unrelated." + "reason": "Tensor parallel training bug vs 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." + "reason": "Different parallelism/dtype issues with different symptoms and code paths." }, { "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." + "reason": "Backend extra-install issue vs Python 3.14 load failure are unrelated." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Import failure for transformers.onnx is unrelated to LayoutLMv3 error-message clarity." + "reason": "No module named transformers.onnx vs LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image-triggered infinite loop are unrelated." + "reason": "Different vision-model bugs: SigLIP2 implementation discrepancy vs Qwen3_5 image infinite loop." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GLM-5 generation config invalid and GLM-5 RoPE implementation are different bugs." + "reason": "Same model family (GLM-5) but different concrete problems: GenerationConfig validation vs RoPE implementation." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad inefficiency." + "reason": "Attention kernel divergence under torch.compile vs SequenceFeatureExtractor.pad inefficiency are unrelated." }, { "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." + "reason": "Both are import-related regressions, but the specific missing symbol and the broader upgrade failure are not clearly the same issue." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior changes and stale phonemizer language state are unrelated." + "reason": "Tokenizer cleanup behavior change vs stale phonemizer backend state are different bugs." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM multi-threaded use is unrelated to bfloat16 dtype mismatches." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use vs dtype mismatches in bfloat16 inference are unrelated." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenization regression are different tokenizer bugs." + "reason": "Both are tokenizer v5 regressions, but one is decoder type selection and the other is Deepseek tokenization correctness; not the same concrete bug." } ] }, @@ -14532,14 +14462,15 @@ "component_index": 1, "component_count": 21, "review_unit_index": 47, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ + "issue:28348", "issue:33453", "issue:39401", "issue:42222", @@ -14572,7 +14503,6 @@ "issue:44704", "issue:44779", "issue:44936", - "issue:44977", "issue:45071", "issue:45083", "issue:45356", @@ -14586,18 +14516,20 @@ "issue:46077", "issue:46231", "issue:46328", - "issue:46614" + "issue:46614", + "issue:46640" ], "soft_pairs": [ "issue:43611|issue:46002", "issue:43116|issue:43493", "issue:44355|issue:46231", "issue:42371|issue:43874", + "issue:43976|issue:45446", "issue:43992|issue:44704", "issue:44038|issue:45478", - "issue:43976|issue:45446", "issue:44625|issue:46002", "issue:44075|issue:44936", + "issue:28348|issue:46640", "issue:45357|issue:45478", "issue:42222|issue:43441", "issue:45083|issue:45446", @@ -14606,228 +14538,227 @@ "issue:43064|issue:43673", "issue:43937|issue:45563", "issue:43827|issue:45446", - "issue:33453|issue:39401", "issue:44380|issue:46077", + "issue:33453|issue:39401", "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:42673|issue:43906", "issue:43450|issue:43986", "issue:39401|issue:44779", - "issue:45405|issue:45446", - "issue:43937|issue:44977" + "issue:45405|issue:45446" ], - "prepared_review_unit_hash": "2b968bb21010bbb02c2364e813c5d110b7c0038cf195f7fc5cade9b1c45e5474", + "prepared_review_unit_hash": "1b82c631b77b2df79855ae424e24147039cbf149e6838a4a0567bd18d264e634", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36053, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "serialized_chars": 36567, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 }, "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.", + "summary": "This cluster is highly heterogeneous: the items span unrelated tokenizer, loading, generation, vision, optimizer, docs, and version-compatibility bugs. The soft pairs are mostly superficial subsystem matches rather than the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No reliable canonical issue: the cluster spans unrelated bugs across tokenizers, generation, model loading, docs, and vision.", "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_issue_reason": "issue:45478 is the most concrete, actionable bug report in the set (Qwen3.5 MoE from_pretrained error), so it is the best anchor, though not a true duplicate representative.", "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." + "reason": "Base-model-prefix loading breakage and NaNs in classification heads are different failure modes and code paths." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label output bug vs SigLIP2 implementation discrepancy; not the same code path." + "reason": "Example-script multi-label empties and SigLIP2 implementation drift are unrelated bugs." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors and a documentation parameter-name mismatch are unrelated." + "reason": "Compiled Python file errors and a doc parameter-name mismatch are not the same issue." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 control/settings issue vs missing image-processor method; different subsystems." + "reason": "TF32 API guidance and a missing image-patch method in GLM46V are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "General Python version compatibility and a flex_attention import version check are different problems." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Encoder weight loading bug vs AutoProcessor kwargs forwarding bug." + "reason": "Missing embed token weights in UMT5 and AutoProcessor kwargs forwarding are unrelated loading bugs." }, { "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." + "reason": "Both involve Qwen MoE models, but the model variants and underlying from_pretrained failures are not the same bug." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation issue vs NaNs after init/checkout; not the same defect." + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are distinct issues." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer arguments ignored vs trainer evaluate-after-train failure; different problems." + "reason": "Optimizer argument handling and trainer.evaluate() failing after train() are different training bugs." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "FlashAttention 2 support for GPT2LMHeadModel is not the same as a generic Flash Attention 2 issue." }, { "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." + "reason": "save_pretrained key serialization and from_pretrained loading failures are separate paths with different symptoms." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose breakage vs Ministral FlashAttention regression; no shared underlying bug." + "reason": "Vitpose model breakage and Ministral FlashAttention failures are unrelated model-specific bugs." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "qwen3_omni_moe helper behavior vs flex_attention import/version check; unrelated." + "reason": "A qwen3_omni_moe helper-function bug and a flex_attention version check are unrelated." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example classification output bug vs pipeline translation error-message/docs issue." + "reason": "Multi-label empty results and a stale pipeline() translation error message are unrelated." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads vs tokenizer BPE-marker handling; different layers." + "reason": "VRAM leakage in Qwen3ForCausalLM and tokenizer BPE-marker handling are unrelated." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Distributed optimizer-state mismatch vs generation cache missing; different training/generation paths." + "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache handling are different code paths." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig vs stale warning in paged generate(); not the same bug." + "reason": "Invalid GenerationConfig and a stale paged-generate warning are not the same bug." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Documentation still referencing removed pipeline() vs flex_attention version-check issue." + "reason": "Documentation cleanup after pipeline removals and a PyTorch import version check are unrelated." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "General tokenizer loading regression vs Qwen3 offset_mapping bug; distinct tokenizer issues." + "reason": "GPT2 attention scaling ignored in backends and Gemma4 bidirectional masks are different attention bugs." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "GPT2 attention scaling ignored in backends vs Gemma4 bidirectional mask construction; different models and behavior." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping errors are distinct tokenizer issues." }, { "left": "issue:45356", "right": "issue:46614", "accept": false, - "reason": "Kimi tokenizer codec/warning regression vs Wav2Vec2 phonemizer backend state leak; unrelated tokenization components." + "reason": "Kimi-K2.5 codec regression and stale phonemizer language state are unrelated tokenizer/processor bugs." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None assumption vs flash_attention crash on s_aux=None; unrelated code paths." + "reason": "Tokenizer mapping None handling and a flash_attention crash on s_aux=None are unrelated." }, { "left": "issue:45071", "right": "issue:46614", "accept": false, - "reason": "PretrainedConfig type-checking breakage vs phonemizer stale-language bug." + "reason": "PretrainedConfig type checking and phonemizer backend caching are unrelated regressions." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache missing vs feature-extractor padding inefficiency; not a duplicate." + "reason": "Generation cache handling and SequenceFeatureExtractor.pad performance are different concerns." }, { "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." + "reason": "init_empty_weights argument handling and PretrainedConfig type checking are separate v5 compatibility issues." }, { "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." + "reason": "lm_head serialization inconsistency and classification-head NaNs are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and a reproduction of another issue are not duplicates." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug vs missing torchvision crash in AutoProcessor; different failure modes." + "reason": "Batched video processor shape errors and missing torchvision crash handling are related to video input, but not the same concrete bug." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Qwen3 offset_mapping bug vs Deepseek tokenizer regression; separate tokenizer implementations." + "reason": "Qwen3 offset mapping corruption and Deepseek tokenizer regression are distinct model-specific tokenizer bugs." }, { "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." + "reason": "A PEFT minimum-version bump and a flex_attention import check are unrelated release/compatibility issues." } ] }, @@ -14843,13 +14774,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 48, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:38617", "issue:39401", @@ -14860,12 +14791,11 @@ "issue:42490", "issue:42617", "issue:42673", - "issue:43012", "issue:43066", "issue:43097", "issue:43122", "issue:43408", - "issue:43577", + "issue:43673", "issue:43742", "issue:43937", "issue:44075", @@ -14881,6 +14811,7 @@ "issue:44829", "issue:44877", "issue:44933", + "issue:44977", "issue:45071", "issue:45081", "issue:45216", @@ -14901,6 +14832,7 @@ "issue:46617" ], "soft_pairs": [ + "issue:43937|issue:44977", "issue:44410|issue:45310", "issue:45341|issue:46328", "issue:45341|issue:45561", @@ -14929,216 +14861,216 @@ "issue:44263|issue:44485", "issue:43097|issue:44493", "issue:42175|issue:42222", - "issue:43012|issue:43577" + "issue:43673|issue:45341" ], - "prepared_review_unit_hash": "fdc2300018e6978c3580503e38321376f15402401d35add24b56ba77b450f44e", + "prepared_review_unit_hash": "e6def4a086582952c1779dd0f08cacea45b6ce97e8372a6b5eb22af26d02ffcc", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36002, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "soft_pair_count": 30, + "serialized_chars": 36238, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 }, "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.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regression reports (imports, tokenizer behavior, config/loading, backend issues, and model-specific bugs). None of the soft pairs look like the same concrete underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45278 is the broadest user-facing regression report here and best fits a general duplicate target for version-upgrade import breakages.", "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_issue_reason": "issue:45278 is the most reusable issue to point to when triaging broad 5.x compatibility/import failures.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen-related failures, but one is a GenerationConfig validation error and the other is a flash-attention generation bug." + }, { "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." + "reason": "Same model family, but one reports missing projections in layer 0 while the other is a from_pretrained loading error." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Unrelated bugs: testing_utils issue vs SequenceFeatureExtractor.pad performance/pathology." + "reason": "One is a testing_utils bug; the other is a SequenceFeatureExtractor.pad performance issue." }, { "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." + "reason": "Both touch testing utilities, but one is a generic bug report and the other is a specific xdist race on captured_info.txt." }, { "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." + "reason": "Training degeneration with flash_attention_3 is unrelated to a Qwen3.5 save_pretrained 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=...)." + "reason": "Both involve config handling, but one is type checking and the other is stale config dtype after from_config()." }, { "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." + "reason": "Tokenizer mapping None and Mistral regex patch crash are different code paths and symptoms." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and modules; not the same missing export." + "reason": "Both are import errors, but they concern different missing symbols and different modules." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenization regression vs noisy logging message; no shared underlying bug." + "reason": "A tokenization regression and a noisy logging message are unrelated issues." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel runtime failure is unrelated to the testing_utils bug in 45341." + "reason": "A script execution failure and a testing_utils bug are not the same problem." }, { "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." + "reason": "A model-type warning for sam3_tracker is unrelated to a MobileLLM key error." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage is different from the BACKENDS_MAPPING/tensorflow_text backend-definition error." + "reason": "Broken vitpose models and a missing tensorflow_text backend definition are different failures." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor.pad inefficiency are unrelated." + "reason": "Qwen3.5 chat crashes and a padding performance issue do not share the same bug." }, { "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." + "reason": "TF32 API guidance and an rms_norm_eps precision issue are unrelated." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Config loading strictness and a documentation parameter-name mismatch are not the same bug." + "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter mismatch." }, { "left": "issue:42490", "right": "issue:42673", "accept": false, - "reason": "Local-path import warning vs VRAM leak in multi-dataloader-thread use; different failure modes." + "reason": "A trailing-slash local model warning and a VRAM leak in dataloader threads are different bugs." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 API guidance and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "TF32 behavior guidance is unrelated to a trust_remote_code cache FileNotFoundError." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE from_pretrained regression." + "reason": "A save_pretrained sharding question is unrelated to a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200; different subsystems." + "reason": "Tokenizer offset mapping and FP8 inference on B200 are completely different issues." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation error is distinct from an unrecognized model/config.model_type error." + "reason": "A GenerationConfig validation failure and an unrecognized-model config error are both config-related, but not the same bug." }, { "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." + "reason": "Different import/path failures in different modules; not the same underlying defect." }, { "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." + "reason": "Both mention imports, but one is a specific nonexistent symbol while the other is a broad upgrade regression report." }, { "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." + "reason": "Different Qwen3.5/Qwen3next failures with no shared concrete code path." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Optimizer args ignored and optimizer.step called twice under deepspeed are different optimizer bugs." + "reason": "Optimizer args ignored and optimizer step called twice with deepspeed are different optimizer problems." }, { "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." + "reason": "Both concern tokenizer behavior in v5, but one is a decoder-type issue and the other is a broader tokenization-change report; not clearly the same concrete bug." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose breakage is unrelated to the missing TensorFlow backend when only tensorboard is installed." + "reason": "A vitpose model breakage and a missing TensorFlow backend after installing tensorboard are unrelated." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return-value handling and GLM-5 RoPE implementation are separate GLM issues." + "reason": "A torch.split return-value issue and a GLM-5 RoPE implementation discussion are different code-path problems." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings setting and unexpected position-id keys are different regression reports." + "reason": "Removed tie_embeddings_and_encoder_decoder behavior and unexpected position-id keys are unrelated regressions." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Dependency/backend installation issue vs VitPose model breakage; not the same bug." + "reason": "TensorFlow backend packaging and broken vitpose models are different issues." }, { - "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", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "TF32 settings issue and trust_remote_code cache loading failure are unrelated." + "reason": "GenerationMixin cache handling and a testing_utils bug are unrelated." } ] }, @@ -15154,31 +15086,32 @@ "component_index": 1, "component_count": 21, "review_unit_index": 49, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:27957", "issue:38617", "issue:41628", "issue:42757", "issue:42890", + "issue:43012", "issue:43064", "issue:43097", "issue:43352", "issue:43441", "issue:43452", "issue:43531", + "issue:43577", "issue:43673", "issue:43874", "issue:43931", "issue:43986", "issue:44038", - "issue:44062", "issue:44117", "issue:44261", "issue:44263", @@ -15211,16 +15144,16 @@ "issue:46369" ], "soft_pairs": [ - "issue:43673|issue:45341", "issue:43874|issue:44261", + "issue:43012|issue:43577", "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:27957|issue:43352", "issue:43441|issue:44829", "issue:43931|issue:44038", "issue:43097|issue:43452", @@ -15243,241 +15176,234 @@ "issue:44410|issue:45375", "issue:44038|issue:44410", "issue:42890|issue:46298", - "issue:38617|issue:44351", - "issue:44062|issue:44117" + "issue:38617|issue:44351" ], - "prepared_review_unit_hash": "ade00f9f87909295a4df1689f1b2d3aefcccf99fc32629354a6fa0209b59a180", + "prepared_review_unit_hash": "23f23be7431904d99e58e0cb273e0d81cf02257864e63d51c3e724d9d43af007", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37069, - "estimated_input_tokens": 9268, - "estimated_eval_tokens": 18792 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37377, + "estimated_input_tokens": 9345, + "estimated_eval_tokens": 18946 }, "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, + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, model-specific loading/shape bugs, flash-attention issues, training/runtime regressions, and a few docs/test nits. None of the soft pairs look like the same underlying defect or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a safe canonical here. The cluster does not converge on one bug family; the strongest similarity is only superficial keyword overlap across unrelated reports.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No global best issue is suitable. Picking any one issue would misrepresent the cluster because the pairwise links are mostly broad subsystem or wording similarity rather than duplicate bugs.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Different failures: chunked_prefill cache handling vs a testing_utils bug; no shared code-path." + "reason": "Different failures: missing image-patch method vs missing rms_norm_eps in MLA. Not the same code path." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Unrelated model internals: missing image patch API vs missing rms_norm_eps in MLA config." + "reason": "Compile-time float32 warning vs dtype not propagating on load. Related theme, but different bugs and fixes." }, { "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." + "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are unrelated issues." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression vs tf backend detection bug; not the same underlying issue." + "reason": "Config type-checking breakage is not the same as the TensorFlow backend guard problem." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different Qwen variants and different model-loading failures: shape mismatch vs missing projections." + "reason": "Both are Qwen-related, but one is a weight-shape mismatch and the other is missing projections in a different model." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different tensor-shape/indexing bugs in different model code paths; not mergeable as one fix." + "reason": "torch.split return-value handling and dtype/transpose handling are different defects." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DSA ReLU omission vs a DeepSeek v4 tensor transform issue; unrelated." + "reason": "Missing ReLU in the DSA indexer is unrelated to the Deepseek dtype/transpose bug." }, { "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." + "reason": "General chat/completions request rejection vs streaming inference failure on a specific model are not the same bug." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Flash Attention 2 support issues for different architectures; separate model-specific compatibility gaps." + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "Save/shard-size question vs Qwen3.5 MoE from_pretrained error; unrelated." + "reason": "Both mention Flash Attention 2, but they concern different models and different support gaps." }, { "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." + "reason": "Ministral FlashAttention failure and flash_attention_3 training degeneration are different code paths and symptoms." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen3-VL family issues with different symptoms; not the same defect." + "reason": "Separate Qwen3-VL family issues: one loading mismatch, one Qwen3-VL-Moe bug. Not the same change." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed tie_embeddings API vs gguf_file loading breakage; unrelated regressions." + "reason": "API removal warning for tie_embeddings_and_encoder_decoder is unrelated to gguf_file loader breakage." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access vs a small testing_utils bug; different files and behaviors." + "reason": "Unsafe sys.modules access and a small testing_utils bug are unrelated." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor/torchvision crash is unrelated to the testing_utils issue." + "reason": "Video AutoProcessor crash without torchvision is unrelated to the testing_utils bug." }, { "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." + "reason": "Infinite loop on a specific image and SAM memory overflow are different model/runtime failures." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Nonexistent import from image_utils vs documentation parameter mismatch; not the same bug." + "reason": "Missing import from image_utils and a documentation parameter-name typo are unrelated." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM-related bugs: missing image patch count method vs torch.split return handling." + "reason": "Different GLM-family bugs: missing image-patch API vs torch.split handling." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Precision/config issue in MLA q_a_layernorm vs RoPE implementation bug; unrelated." + "reason": "Missing rms_norm_eps precision bug is unrelated to the GLM-5 RoPE implementation discussion." }, { "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." + "reason": "TOKENIZER_MAPPING_NAMES None handling and a specific model-load failure are not the same defect." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Both touch generation/prefill, but cache absence and final-batch masking are separate bugs." + "reason": "Generation cache/chunked_prefill bug is unrelated to the mask pipeline partial-batch flag issue." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Processor loading crash without torchvision vs save_pretrained shard-size question; unrelated." + "reason": "Video processor crash without torchvision is unrelated to the max_shard_size question." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs testing_utils bug; no overlap in code path." + "reason": "Qwen3-MoE sliding_window bug and a testing_utils issue are unrelated." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Remote-vs-native DeepseekV3 divergence vs a DeepSeek v4 tensor operation bug; different issues." + "reason": "DeepseekV3MoE divergence from remote implementation is a different bug from the Deepseek-v4 dtype/transpose issue." }, { "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." + "reason": "FSDP2 optimizer-state corruption and Liger Kernel not applied with model_init are different trainer integration bugs." }, { "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." + "reason": "Missing torchvision crash and missing ReasoningEffort import are different dependency/import 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." + "reason": "Both are import errors, but they involve different missing symbols from different modules and fixes." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "API removal warning vs flash_attention.py crash on s_aux=None; unrelated." + "reason": "Embedding tie removal notice is unrelated to the flash_attention.py s_aux=None crash." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Tie-embeddings API removal vs quantized-model save/load breakage; different code paths." + "reason": "API removal notice and quantized save/load breakage are different problems." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different Qwen3-family config/model issues: missing projections vs missing deepstack_visual_indexes." + "reason": "Missing attention projections and a missing config field silently dropped by strict are different bugs." }, { "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." + "reason": "Different Qwen model variants and different failure modes; not a shared underlying fix." }, { "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." + "reason": "Seed-related flaky tests and a noisy logging message are unrelated." }, { "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." + "reason": "Both are import errors, but they refer to different missing names and unrelated modules." } ] }, @@ -15493,13 +15419,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 50, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:36683", "issue:42175", @@ -15524,6 +15450,7 @@ "issue:43986", "issue:43992", "issue:44016", + "issue:44062", "issue:44077", "issue:44117", "issue:44162", @@ -15540,7 +15467,6 @@ "issue:45478", "issue:45479", "issue:45584", - "issue:45600", "issue:45712", "issue:45753", "issue:46132", @@ -15551,8 +15477,9 @@ "issue:46421" ], "soft_pairs": [ - "issue:43502|issue:43992", + "issue:44062|issue:44117", "issue:43097|issue:43873", + "issue:43502|issue:43992", "issue:44936|issue:46365", "issue:44704|issue:45103", "issue:44380|issue:46421", @@ -15562,10 +15489,10 @@ "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:43012|issue:43550", "issue:43992|issue:44484", + "issue:43012|issue:44368", "issue:45712|issue:46298", "issue:43066|issue:43906", "issue:43097|issue:46298", @@ -15583,241 +15510,240 @@ "issue:43208|issue:43526", "issue:43012|issue:44683", "issue:42490|issue:43012", - "issue:42757|issue:43824", - "issue:45600|issue:46298" + "issue:42757|issue:43824" ], - "prepared_review_unit_hash": "9c3c2b72948a7b497ab803cd1b6f5e46c92b6da5abce8787c7da2aeaa681b889", + "prepared_review_unit_hash": "a84208d5a6060a49ef4aad5db58797924b333dce24d25d5c1ddec8cfbb7e2b30", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37690, - "estimated_input_tokens": 9423, - "estimated_eval_tokens": 19102 + "serialized_chars": 37717, + "estimated_input_tokens": 9430, + "estimated_eval_tokens": 19116 }, "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.", + "summary": "The cluster is highly heterogeneous and does not look like one duplicate family. I would not merge any of the soft pairs; they mostly share only broad subsystem keywords (imports, saving/loading, attention, training, compilation).", + "confidence": 0.83, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster, but issue 43502 is the best anchor because it is a concrete, narrowly scoped runtime bug with a clear symptom and repro.", "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_issue_reason": "Issue 43502 is the strongest standalone candidate: it has a specific user-facing failure mode and is easier to triage than the broader or more ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Different bug classes: unwanted network access vs missing checkpoint weight during model loading." + "reason": "Both are tokenizer-related, but one is an AddedToken argument error and the other is a mapping lookup assumption; different code paths." }, { "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." + "reason": "One is a v5 API removal complaint, the other is an offloading/quantization behavior bug; not the same underlying issue." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network access and missing embed token weights are unrelated loading bugs." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Evaluator failure after training is unrelated to an import failure caused by package interaction." + "reason": "Trainer.evaluate after train and Trainer import failing due to datasets are different failure modes." }, { "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." + "reason": "Passing kwargs to cached_file and auto_docstring annotation crashes touch different subsystems." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization causing recompilation." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization recompilation." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Missing torchvision for video AutoProcessor is unrelated to tokenizer mapping returning None." + "reason": "AutoProcessor video-model import crash without torchvision 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." + "reason": "Video-model import handling and a notebook syntax error are not the same bug." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 load failure is unrelated to an unsupported backend name in BACKENDS_MAPPING." + "reason": "Python 3.14 import failure and a tensorflow_text backend mapping error are distinct dependency/import issues." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are different model/backend regressions." + "reason": "xLSTM training bugs and Bamba SDPA torch.compile failure are different model-specific problems." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized save failure is unrelated to saving Pipeline objects." + "reason": "Saving dequantized models and saving pipeline objects involve different save_pretrained paths." }, { "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." + "reason": "Model save failure and Qwen3_5 infinite-loop generation are unrelated." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Incorrect pipeline error messaging is unrelated to inability to save Pipeline objects." + "reason": "Pipeline translation messaging and pipeline save_pretrained support are separate issues." }, { "left": "issue:43012", - "right": "issue:44368", + "right": "issue:43550", "accept": false, - "reason": "Generic bfloat16 precision warning and tie_word_embeddings warning are distinct config-level issues." + "reason": "A bfloat16 precision warning is not the same as a compile-time SDPA failure." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight on load is unrelated to the max_shard_size default question." + "reason": "Missing embed token weights and shard-size default behavior are unrelated save/load concerns." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "PyTorch precision warning and a tie_word_embeddings config warning are different warnings with different causes." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Repo-check/dummy-class cleanup is unrelated to a noisy logging message." + "reason": "Leftover dummy classes leaking into dir(transformers) is unrelated to noisy logging." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another issue." + "reason": "Wrong tokenizer decoder type and an isolated reproduction issue are not clearly the same bug." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed API in v5 is unrelated to a logging-noise complaint." + "reason": "v5 API removal and a noisy logging message do not share a concrete code-path bug." }, { "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." + "reason": "Flash Attention support gating for Nemotron and GPT2 attention scaling being ignored are different attention issues." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Model/backend support bug is unrelated to Python version compatibility." + "reason": "Model-specific Flash Attention support and Python version compatibility are unrelated." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a deepseek tensor operation issue do not share the same code path." + "reason": "ESM2 breakage and a deepseek tensor transpose bug are different model/runtime failures." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to importing Trainer and datasets interaction." + "reason": "Whisper empty-transcription failure and Trainer import failure are unrelated." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Ignored attention config and changed register behavior are different attention-interface bugs." + "reason": "Ignored GPT2 attention scaling config and AttentionInterface.register behavior changes are separate attention API issues." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to a Trainer import problem." + "reason": "patchtsmixer post_init validation and Trainer import failure are unrelated." }, { "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." + "reason": "Both mention MoE/save/load, but one is FP8 save_pretrained and the other is a from_pretrained error; too different to treat as the same bug." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention backend config handling is unrelated to degenerate zero-loss behavior in sequence classification." + "reason": "Attention backend config handling and single-label classification zero-loss behavior are unrelated." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Missing Gemma3Config attribute and an Apple Silicon allocator TypeError are unrelated." + "reason": "Gemma3Config missing vocab_size and 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." + "reason": "Distributed optimizer-state mismatch and GPT2 attention scaling are different parts of the stack." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "TensorFlow backend packaging is unrelated to importing Trainer being affected by datasets." + "reason": "Tensorflow backend packaging and a Trainer import conflict are different dependency/import problems." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training blockers are unrelated to BeitImageProcessorFast returning only one label." + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A precision warning is unrelated to compiled flex_attention failing on newer torch." + "reason": "A bfloat16 warning and a compiled flex_attention failure are different precision/backend issues." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Trailing-slash local model warnings are unrelated to bfloat16 compile warnings." + "reason": "Local path slash warning and a bfloat16 precision warning are unrelated." }, { "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." + "reason": "Missing is_offline_mode and missing Qwen2_5_VLForConditionalGeneration are different import errors from different symbols." } ] }, @@ -15833,13 +15759,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 51, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:36010", "issue:36683", @@ -15868,7 +15794,6 @@ "issue:44075", "issue:44077", "issue:44230", - "issue:44355", "issue:44380", "issue:44483", "issue:44485", @@ -15876,21 +15801,22 @@ "issue:44514", "issue:44625", "issue:44655", - "issue:44855", "issue:44938", - "issue:45071", "issue:45216", "issue:45276", "issue:45278", "issue:45290", "issue:45310", + "issue:45600", "issue:45698", "issue:46077", "issue:46082", "issue:46172", + "issue:46298", "issue:46365" ], "soft_pairs": [ + "issue:45600|issue:46298", "issue:44483|issue:44514", "issue:38617|issue:43502", "issue:44038|issue:44230", @@ -15899,8 +15825,8 @@ "issue:43618|issue:43761", "issue:43299|issue:43867", "issue:42994|issue:44655", - "issue:36683|issue:43475", "issue:44483|issue:45290", + "issue:36683|issue:43475", "issue:43756|issue:44485", "issue:44625|issue:46365", "issue:42898|issue:43066", @@ -15920,239 +15846,228 @@ "issue:43992|issue:45310", "issue:43064|issue:44492", "issue:44075|issue:46365", - "issue:43010|issue:45278", - "issue:44355|issue:44855", - "issue:44938|issue:45071" + "issue:43010|issue:45278" ], - "prepared_review_unit_hash": "471a7709d59993d2ca7a2cdde508d5df6ceee73821704e0fa254b679a84a79e9", + "prepared_review_unit_hash": "75545a37cdc18976536f546c9d40863e34a6b55b992e9a7bbca95ac3e744fcc3", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36842, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35897, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "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.", + "summary": "The cluster is highly heterogeneous: mostly unrelated import errors, config regressions, save/load issues, tokenizer changes, and model-specific bugs. None of the soft pairs looks like a true duplicate.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated import, config, model-output, save/load, and tokenizer regressions rather than one underlying bug.", "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_issue_reason": "If forced to choose a representative, issue 45278 is the broadest regression report, but it still only covers the import-error slice and does not explain most of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated: one is a CI break from removed Sam3LiteText references, the other is just a noisy logging message." + }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Different bugs: chat-completions request validation vs batched chat template handling with padding=False." + "reason": "Both mention chat/completions, but one is request validation and the other is a batched chat-template crash with tool calls." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Unrelated failures: missing internal import vs local_files_only still making API requests." + "reason": "Different failures: an import error for layer_type_validation versus local_files_only still triggering network requests." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Different scopes: Qwen3-VL-Moe loading regression vs fp8 inference support request." + "reason": "Same model family, but different bugs: general Qwen3-VL-Moe loading versus fp8 inference support." }, { "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." + "reason": "Different code paths: save/load custom-module resolution versus a DeepSeek-V4 tensor transpose bug." }, { "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." + "reason": "Both touch attention-related behavior, but one is a CLIP output regression and the other is GPT-2 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." + "reason": "Related CLIP regressions, but they affect different missing outputs and are not clearly the same bug." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different load bugs: Qwen3VL-Moe breakage vs state_dict sorting causing model load errors." + "reason": "Both are loading errors, but they involve different models and different failure mechanisms." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Different save_pretrained problems: quantized model saving vs pipeline object serialization." + "reason": "Both involve saving, but one is quantized model serialization and the other is Pipeline.save_pretrained." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Separate missing-attribute bugs in different model families and config/output classes." + "reason": "Both mention chat completion paths, but one is API request rejection and the other is a tokenizer/template crash." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Different chat-stack issues: /v1/chat/completions request acceptance vs assistant tool-call template crashes." + "reason": "Completely different models and attributes: Gemma3Config vocab_size versus Sam3VisionEncoderOutput fpn_position_embeddings." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Unrelated model-specific bugs: Smollm3 RoPE layer dropping vs GLM-5 RoPE implementation discussion." + "reason": "Both mention RoPE, but they are distinct model-specific implementation issues." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Different problems: config propagation in Qwen3.5 vs importing Trainer being affected by datasets." + "reason": "Different problem classes: Qwen3.5 num_labels propagation versus Trainer import failure tied to datasets." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Different tokenizer regressions: cleanup-space behavior change vs decoder type mismatch." + "reason": "Both are tokenizer-related v5 changes, but they concern different behaviors and code paths." }, { "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." + "reason": "Same model family, but one is embedding resizing and the other is bidirectional attention masking." }, { "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." + "reason": "Unrelated import errors from different packages and symbols." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different issues: Flash Attention 2 support gap vs invalid GenerationConfig handling." + "reason": "Different issues: Flash Attention support for Nemotron versus invalid GenerationConfig for GLM-5." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Different regressions: base_model_prefix loading vs inability to save Pipeline objects." + "reason": "Different subsystems: model loading with base_model_prefix versus saving Pipeline objects." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch about return_all_scores is unrelated to Pipeline save_pretrained behavior." + "reason": "Docs/behavior mismatch for TextClassificationPipeline is unrelated to Pipeline.save_pretrained." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Distinct bugs: missing config attribute vs optimizer arguments not being applied." + "reason": "Different model configs and symptoms; no shared underlying bug." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Generic load failure from state_dict ordering is separate from Qwen3.5 save_pretrained regression." + "reason": "Both involve checkpoint loading/saving, but the concrete failures are different and not mergeable into one fix." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Different Python-version compatibility failures with different versions and symptoms." + "reason": "Both are version-compatibility reports, but they target different Python versions and different breakages." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to Gemma4 bidirectional-attention masking." + "reason": "Different Gemma3.5 vs Gemma4 bugs; one is label propagation, the other attention masking." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Same model family, but different configuration constraints and different failures." + "reason": "Different config issues in different models: bidirectional masks versus Llama head_dim validation." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing-attribute errors in different configs (vocab_size vs pad_token_id)." + "reason": "Different missing config attributes in different models; not the same regression." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression and Qwen3.5 checkpoint saving are unrelated." + "reason": "CLIP output fields versus 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." + "reason": "Both are config propagation bugs, but for different models and different fields." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5 embedding-weight loading issue is unrelated to Qwen3.5 MoE from_pretrained regression." + "reason": "Both involve from_pretrained, but one misses an embedding weight and the other is a Qwen3.5 MoE loading error." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Optimizer state corruption under FSDP2 is unrelated to a typo in cache strategies." + "reason": "Completely unrelated: distributed optimizer state bug versus a cache-strategy typo." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "SGD argument handling and Trainer import failure are unrelated issues." + "reason": "Different areas: optimizer argument handling versus importing Trainer." }, { "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." + "reason": "Unrelated: no_grad decoration for cache updates versus broad import errors after upgrading transformers." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -16162,13 +16077,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 52, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:28282", "issue:30333", @@ -16176,7 +16091,6 @@ "issue:36296", "issue:36683", "issue:41669", - "issue:42548", "issue:42890", "issue:43010", "issue:43064", @@ -16196,16 +16110,17 @@ "issue:44112", "issue:44222", "issue:44246", - "issue:44351", "issue:44355", "issue:44360", "issue:44387", "issue:44485", "issue:44556", "issue:44734", - "issue:44749", + "issue:44855", "issue:44857", + "issue:44938", "issue:44964", + "issue:45071", "issue:45125", "issue:45357", "issue:45375", @@ -16220,6 +16135,8 @@ "issue:46617" ], "soft_pairs": [ + "issue:44355|issue:44855", + "issue:44938|issue:45071", "issue:43867|issue:45375", "issue:43867|issue:46202", "issue:36683|issue:43064", @@ -16239,8 +16156,8 @@ "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", - "issue:43723|issue:44556", "issue:43874|issue:46617", + "issue:43723|issue:44556", "issue:44387|issue:44556", "issue:44222|issue:45125", "issue:44734|issue:46617", @@ -16249,247 +16166,235 @@ "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" + "issue:30333|issue:33453" ], - "prepared_review_unit_hash": "b4f0a65f0496bb7a776e0a01c548b9d1abea0236aaaa962bcc314eb0c41822b9", + "prepared_review_unit_hash": "2d33810df8473537e1b508517f2daae6953a191d1c6188536f5b8eee7767902c", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37274, - "estimated_input_tokens": 9319, - "estimated_eval_tokens": 18894 + "soft_pair_count": 32, + "serialized_chars": 36968, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 }, "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.", + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues, with several broad v5-regression reports and many model-specific loading or test failures. I do not see any soft pair that clearly represents the same underlying bug/change.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella-style report in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the closest thing to a cluster anchor; however, it is too vague to be a strong duplicate target.", "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_issue_reason": "Issue 45850 is the best global issue candidate only because it is the most general post-v5 regression complaint, but it is not precise enough to function as a high-quality canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve Python 3.13 import/loading failures, but one is about compiled file errors and the other is a specific torch.jit decorator parsing/IndentationError; different failure modes." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "One is a Python 3.14 load failure, the other is a PretrainedConfig type-checking breakage in v5.4; unrelated bugs." + }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different bugs: state_dict sorting/load error vs missing Qwen3.5 vision config field." + "reason": "State-dict sorting/load ordering issue versus a Qwen3.5 vision config field being dropped; different code paths and symptoms." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Unrelated model-load error vs Gemma pipeline roundtrip issue on a token character." + "reason": "A load-model/state_dict issue and a Gemma pipeline roundtrip tokenization failure are not the same underlying problem." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3 config attribute error is unrelated to FSDP2/PEFT optimizer-state corruption." + "reason": "Gemma3Config missing vocab_size is a model config bug; the other is an FSDP2/PEFT optimizer-state mismatch during training." }, { "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." + "reason": "Both are test failures, but one is missing set_seed() coverage and the other is an xdist race on captured_info.txt; different bugs." }, { "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." + "reason": "One is a concrete request to add @torch.no_grad to update methods; the other is a broad complaint that many models break in v5." }, { "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." + "accept": false, + "reason": "Both mention slow import, but 41669 names a specific root cause (import * in models) while 44246 is only a vague symptom report; not enough to confirm the same change." }, { "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." + "reason": "Tensor-parallel training bug versus OOM when loading a specific Qwen2-57B model; different resource/problem classes." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State-dict sorting/load failure is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "Load/state_dict ordering problem versus incorrect visual encoder keys in save_pretrained; distinct regression types." }, { "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." + "reason": "A cache update no_grad issue and a Python version compatibility problem are unrelated." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init policy changes." + "reason": "Missing CLIPOutput attentions and an optional post_init policy issue in patchtsmixer are unrelated." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different loading failures: missing embed_tokens weight vs Qwen3.5 Moe from_pretrained error." + "reason": "Both are from_pretrained/load complaints, but they concern different models and different failure mechanisms." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch missing dependency error is unrelated to tokenizer-loading regression." + "reason": "PyTorch missing ImportError versus tokenizer loading regression; unrelated." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIP attentions assignment and CLIP text-model structure inconsistency are different regressions." + "reason": "Both touch CLIP, but one is about attentions on outputs and the other is a structural .text_model inconsistency; not the same bug." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIPOutput issue is unrelated to LwDetrImageLoss AMP/CUDA crash." + "reason": "CLIP output attentions versus an AMP/CUDA crash in LwDetrImageLoss; unrelated." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE divergence from remote code." + "reason": "DSA indexer missing ReLU and DeepseekV3MoE divergence are separate implementation issues." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Seed-related test flakiness is unrelated to Phi-4 multimodal model loading failure." + "reason": "A flaky SAM-HQ integration test and a Phi-4 multimodal model load failure are unrelated." }, { "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." + "reason": "Both are CI/test problems, but one is seed-related flakiness and the other is a stale device-override test; different root causes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "SamHQ test seeding issue is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "A flaky SAM-HQ test and broken auto_mappings references are separate CI issues." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only leakage is unrelated to AddedToken special-argument duplication." + "reason": "local_files_only still making API requests versus an AddedToken keyword-argument TypeError; unrelated." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:43874", + "right": "issue:46617", "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." + "reason": "Missing get_number_of_image_patches in a GLM46V fast processor versus a trust_remote_code cache FileNotFoundError; different code paths." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Missing image-processor method is unrelated to trust_remote_code cache FileNotFoundError." + "reason": "Both are loading-related regressions, but one is tokenizer loading in v5 and the other is checkpoint reload compatibility after upgrading; not the same concrete bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "int4 quantization memory regression is unrelated to cross-version checkpoint reload failure." + "reason": "int4 quantization memory growth/OOM versus checkpoint reload failure after upgrade; unrelated." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained/moe bug is unrelated to missing _tp_plan for tensor parallelism." + "reason": "FP8 save_pretrained for MoE versus missing _tp_plan for tensor parallelism; distinct issues." }, { "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." + "reason": "KV-cache continuation tensor indexing crash versus cache loading FileNotFoundError; unrelated." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration export is unrelated to trust_remote_code cache lookup failure." + "reason": "Qwen2_5_VL import error versus trust_remote_code cache loading failure; different failures." }, { "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." + "reason": "Same broad Qwen3.5 MoE area, but one is missing tensor-parallel metadata and the other is a generic from_pretrained error; too different to merge as the same bug." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow failure reporting is unrelated to tokenizer loading regression." + "reason": "MLFlow reporting on failed training and tokenizer loading regression are unrelated." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "(Duplicate of the compiled-files vs filtering-speed pair) Different failure modes and code paths." + "reason": "Network access despite local_files_only and a GLM-5 RoPE implementation discussion are unrelated." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "(Duplicate of the import-name failure pair) Similar surface symptom, but no evidence they share the same root cause." + "reason": "A no_grad decorator request for cache/layer updates and a dummy Conv2d in Sam3PixelDecoder are unrelated." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Missing tensor-parallel plan is unrelated to the missing deepstack_visual_indexes vision-config field." + "reason": "A broken transformers env command and a changed AttentionInterface.register behavior are different API regressions, not the same fix." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -16498,13 +16403,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 53, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:27957", "issue:30333", @@ -16530,7 +16435,6 @@ "issue:43901", "issue:44222", "issue:44230", - "issue:44273", "issue:44315", "issue:44351", "issue:44355", @@ -16540,14 +16444,16 @@ "issue:44556", "issue:44623", "issue:44655", + "issue:44749", "issue:44908", "issue:44938", "issue:44961", "issue:45071", + "issue:45125", "issue:45230", "issue:45362", + "issue:45375", "issue:45468", - "issue:45542", "issue:45850", "issue:46143", "issue:46144", @@ -16555,9 +16461,12 @@ "issue:46617" ], "soft_pairs": [ + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", "issue:43010|issue:43232", - "issue:43502|issue:44961", "issue:43502|issue:44222", + "issue:43502|issue:44961", "issue:30990|issue:31795", "issue:43827|issue:44961", "issue:43299|issue:44556", @@ -16573,251 +16482,259 @@ "issue:31795|issue:38617", "issue:44961|issue:45468", "issue:44351|issue:46617", - "issue:44485|issue:44961", "issue:43576|issue:44938", + "issue:44485|issue:44961", "issue:44908|issue:44961", "issue:44222|issue:44230", - "issue:46143|issue:46144", "issue:36296|issue:43901", + "issue:46143|issue:46144", "issue:36296|issue:43526", - "issue:43475|issue:46617", "issue:41628|issue:42548", + "issue:43475|issue:46617", "issue:44315|issue:46209", "issue:45362|issue:45850", "issue:43673|issue:44492", - "issue:44623|issue:45230", - "issue:44273|issue:45542" + "issue:44623|issue:45230" ], - "prepared_review_unit_hash": "46123db57c48566d82c734a05bb3a74503215627698e43d19a16adb8f4ded9ed", + "prepared_review_unit_hash": "03b21724466bcc31fa1bd89b0cbdacbe7824243610d093ffdea40b67c7cb7103", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 35742, - "estimated_input_tokens": 8936, - "estimated_eval_tokens": 18128 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37023, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 }, "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.", + "summary": "This cluster is mostly a grab-bag of unrelated issue reports that only share broad v5/import/loading/regression wording; none of the soft pairs look like true duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "If a representative is needed, issue 45850 is the broadest umbrella for the recurring v5 breakage theme, but the set is too heterogeneous for a true canonical duplicate.", "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_issue_reason": "45850 is the most general and central to the visible regression theme, but it is still too vague to collapse the cluster cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Different bugs: compiled Python file execution errors vs a data-processing slowdown after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different breakages." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5-Moe issues: missing tensor-parallel plan vs a missing config field being dropped." + }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Different bugs: cache update no-grad behavior vs generation kwargs update after sync_gpus." + "reason": "Cache no_grad decoration and generation sync_gpus behavior are separate code paths." }, { "left": "issue:43502", - "right": "issue:44961", + "right": "issue:44222", "accept": false, - "reason": "Unrelated: local_files_only network requests vs a placeholder/invalid racoon issue." + "reason": "local_files_only network leakage is unrelated to FP8 save_pretrained behavior." }, { "left": "issue:43502", - "right": "issue:44222", + "right": "issue:44961", "accept": false, - "reason": "Different areas: offline/local-files-only networking vs FP8 save_pretrained MoE behavior." + "reason": "A cache/network issue and an unrelated placeholder issue are not the same bug." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading hang in Sentence Transformers vs documentation confusion about model.forward arguments." + "reason": "Loading hangs and documentation confusion are not the same underlying problem." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still reference pipeline() vs an unrelated placeholder issue." + "reason": "Docs referencing pipeline() and an unrelated placeholder issue are clearly different." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are model-loading regressions, but for different models/releases and likely different root causes." + "reason": "Both mention v5 regressions, but one is Qwen3VL model loading and the other is checkpoint reload compatibility." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting on failed training is unrelated to tensor-parallel training correctness." + "reason": "MLflow reporting on failed training jobs is unrelated to tensor-parallel training bugs." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors are unrelated to PretrainedConfig type-checking regressions." + "reason": "Compiled-file loading errors and PretrainedConfig type-checking regressions are distinct." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Different failures: compiled-file loading errors vs save_pretrained for Pipeline objects." + "reason": "Running compiled Python files is different from saving 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." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading failure are not the same defect." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "XLM-R Flash Attention 2 support is unrelated to tokenizer-loading regression." + "reason": "Flash Attention support for XLM-Roberta is unrelated to tokenizer loading regressions." }, { "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." + "reason": "Missing huggingface_hub import and a broken transformers env command are different issues." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "transformers env CLI breakage is unrelated to PretrainedConfig type checking." + "reason": "Broken env command and config type-checking breakage do not share the same code path." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel application via model_init is unrelated to the DSA indexer ReLU discussion." + "reason": "Liger Kernel application in model_init and a DSA/ReLU discussion are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI/env regression is unrelated to missing Qwen2_5_VL export." + "reason": "A CLI/env issue and a Qwen2.5-VL import error are different failures." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation mismatch is unrelated to an ImportError for layer_type_validation." + "reason": "Documentation confusion and a missing layer_type_validation import are not the same bug." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue title vs Gemma-4 audio positional encoding bug." + "reason": "Placeholder issue title and Gemma-4 audio positional encoding bug are unrelated." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing HybridCache export is a symbol/export problem, not a cache FileNotFoundError." + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different import/load problems." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:43576", + "right": "issue:44938", "accept": false, - "reason": "RoPE implementation discussion is unrelated to the placeholder racoon issue." + "reason": "Broken env command and Python 3.14 load failure are not the same underlying issue." }, { - "left": "issue:43576", - "right": "issue:44938", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "CLI/env breakage and Python 3.14 load failure are not the same bug." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." + "reason": "Scheduler kwargs handling and the placeholder issue are unrelated." }, { "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." + "reason": "FP8 save_pretrained moe and FP8 inference support are related only by topic, not the same bug." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to pipeline-docs mention of return_all_scores." + "reason": "Tensor parallel training and pipeline docs behavior mismatch are different problems." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels are different code paths." + "reason": "Missing kwargs passthrough and attention-interface usage are close but still distinct code-path issues." }, { - "left": "issue:43475", - "right": "issue:46617", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "SAM3 video attribute error is unrelated to trust_remote_code cache loading failures." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels behavior are unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." + "reason": "Different import symbols failing to load; same broad area, not the same defect." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video attribute error and trust_remote_code cache loading failure are unrelated." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger kernel application bug is unrelated to FP8 inference on B200." + "reason": "Liger Kernel application and FP8 inference on B200 are different code paths." }, { "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." + "reason": "Specific Qwen3.5 chat crash and a generic 'too many models break' complaint are not the same concrete bug." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing in chunked_prefill is unrelated to a cache-strategy typo." + "reason": "Generation cache missing and a typo in cache strategies are not the same issue." }, { "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." + "reason": "Missing processor save files and a vague bug report do not identify the same underlying change." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -16826,13 +16743,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 54, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ "issue:31795", "issue:33453", @@ -16841,7 +16758,6 @@ "issue:42890", "issue:43352", "issue:43408", - "issue:43519", "issue:43525", "issue:43572", "issue:43576", @@ -16859,7 +16775,6 @@ "issue:44351", "issue:44360", "issue:44393", - "issue:44485", "issue:44492", "issue:44556", "issue:44655", @@ -16877,6 +16792,7 @@ "issue:45341", "issue:45468", "issue:45478", + "issue:45542", "issue:45753", "issue:45850", "issue:46095", @@ -16884,22 +16800,23 @@ "issue:46328" ], "soft_pairs": [ + "issue:44273|issue:45542", "issue:44038|issue:45125", - "issue:44393|issue:45753", "issue:44273|issue:45003", + "issue:44393|issue:45753", "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:44556|issue:45092", "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:42890|issue:44908", "issue:43352|issue:44393", "issue:43576|issue:44908", "issue:44246|issue:44273", @@ -16923,284 +16840,282 @@ "issue:44655|issue:44861", "issue:45230|issue:45310", "issue:44273|issue:44908", - "issue:43576|issue:46218", - "issue:43519|issue:44485", - "issue:43519|issue:44908" + "issue:43576|issue:46218" ], - "prepared_review_unit_hash": "6b4b7f147e9a50c4986a3e6a8e102230df927ba3b7ba7b4e9ad25e36be412475", + "prepared_review_unit_hash": "fbd266dba02bdcf600328adf02d64e885407b40e7d379306b88299eda4c217e3", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 39654, - "estimated_input_tokens": 9914, - "estimated_eval_tokens": 20084 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38848, + "estimated_input_tokens": 9712, + "estimated_eval_tokens": 19680 }, "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.", + "summary": "This set is mostly a grab bag of unrelated Transformer issues, with a few loose similarities around v5 regressions, imports, and lazy loading. None of the soft pairs look like the same concrete bug/change strongly enough to merge, so I would keep them separate.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45278 is the best anchor for the cluster because it is the most concrete broad regression report: many import errors after upgrading to v5.5.0. It represents the shared v5 breakage theme better than the vaguer umbrella complaints.", "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_issue_reason": "45278 is the most suitable overall issue to triage against because it is broad but still actionable, and it is more precise than the generic 'v5 breaks too many models' style reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44273", + "right": "issue:45542", "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." + "reason": "Different bugs: lazy loading/import behavior vs a TensorFlow backend error in a tensorboard-only install." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Different failure modes for Qwen3-VL: 2D bbox hallucination versus an infinite-loop case on one image." + "reason": "Same model family, but one is a general v5/Qwen3-VL-Moe issue and the other is a specific missing _tp_plan tensor-parallelism bug." }, { "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." + "reason": "Both touch import/lazy-loading internals, but one is a lazy loading failure and the other is an unsafe sys.modules access bug; not the same concrete issue." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL/Qwen3.5-VL style models, but the symptoms and likely code paths differ completely." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "A Qwen3-VL output issue and a `PretrainedConfig` type-checking regression are unrelated." + "reason": "A Qwen3-VL bounding-box output problem is unrelated to PretrainedConfig type-checking breakage." }, { "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." + "reason": "Both are v5 regressions, but one is the transformers env command and the other is checkpoint reload compatibility." }, { "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." + "reason": "Specific missing pad_token_id config attribute vs a vague umbrella complaint about many models breaking." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star slowdown and missing GenerationMixin cache during chunked prefill are different problems." + "reason": "Import performance from star-imports is not the same as a missing GenerationMixin cache during chunked prefill." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Both are v5 compatibility problems, but they affect different model families and different code paths." + "reason": "One is fp8 inference support for Qwen3-VL/Qwen3.5-Moe; the other is a DeepSeek weight conversion question." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Moe is unrelated to a deepseek weight-conversion script question." + "reason": "Both are checkpoint-loading regressions after v5, but they describe different failure modes and model families." }, { "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." + "reason": "A StableLmConfig pad_token_idx regression is not the same as a generic 'many models break' report." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is a different issue from broad v5 breakage." + "reason": "A typo in cache strategies is unrelated to the broad v5 breakage complaint." }, { "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." + "reason": "Both are broad v5 complaints, but one is specifically about import errors while the other is a vague meta complaint; not the same bug." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API migration guidance and a cache-strategy typo are unrelated." + "reason": "TF32 settings 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." + "reason": "Import-time slowdown from star imports is not the same as failing to import Qwen3_5ForCausalLM." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "A flaky integration test and an inverse-sqrt scheduler kwargs bug do not share the same underlying defect." + "reason": "A model-type mismatch warning is unrelated to Liger Kernel not being applied with model_init." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "A model-type warning is unrelated to Liger Kernel not being applied with `model_init`." + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs being ignored." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support refusal for Nemotron is unrelated to Qwen3-VL bounding-box errors." + "reason": "Flash Attention 2 support in NemotronH is unrelated to a Qwen3-VL 2D bounding-box hallucination/output bug." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "`transformers env` and scheduler kwargs handling are different code paths." + "reason": "The transformers env command and scheduler kwargs handling are different code paths and symptoms." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "General import slowdown and lazy-loading malfunction are not the same bug." + "reason": "Both relate loosely to import/lazy loading, but one is intermittent import slowness and the other is lazy loading malfunction; too broad to merge." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version support regression is unrelated to the Qwen3-VL bounding-box issue." + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "`AutoProcessor.from_pretrained` kwargs forwarding and scheduler kwargs forwarding are different APIs and failures." + "reason": "AutoProcessor kwargs passing and scheduler kwargs handling are separate APIs with different bugs." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "A `position_ids` buffer access error is not the same as a generic bug report." + "reason": "A position_ids buffer access error is unrelated to a generic bug report." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwarg handling and `PretrainedConfig` type checking are unrelated." + "reason": "Scheduler kwargs 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." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to a generic bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star slowdown and missing `HybridCache` import are different import-related issues." + "reason": "Star-import performance and a 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." + "reason": "A cache-strategy typo and SequenceFeatureExtractor.pad list conversion overhead are different problems." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-star slowdown is unrelated to the `testing_utils.py` bug." + "reason": "Import-star cleanup is unrelated to a small testing_utils bug." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python-version compatibility is a separate regression from the generic v5 model breakage report." + "reason": "Python compatibility and broad v5 breakage are not the same underlying issue." }, { "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." + "reason": "Two Qwen3.5/Qwen3-VL issues, but the reported failures differ and do not point to one concrete bug." }, { "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." + "reason": "Python version support and missing Qwen3_5ForCausalLM import are separate compatibility issues." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "`patchtsmixer` post-init behavior and tied-weight key crashes are unrelated." + "reason": "Optional post_init enforcement and a tied-weights AttributeError are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing `pipeline()` and scheduler kwarg handling are different issues." + "reason": "Documentation still mentioning pipeline() and scheduler kwarg handling are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in `forward` and tokenizer loading regression are unrelated." + "reason": "Documentation confusion in model.forward and tokenizer loading regression are different issues." }, { "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 application in model_init and flash_attention_3 degenerate training are different failures." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "`transformers env` and lazy loading are unrelated." + "reason": "The transformers env command and lazy loading problems are different features and code paths." }, { "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." + "reason": "A DSA indexer discussion and a Gemma-4 positional-encoding bug are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving `Pipeline` objects and `_get_tied_weight_keys` crashing are different bugs." + "reason": "Saving Pipeline objects and _get_tied_weight_keys crashing are unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report and a Qwen3.5 Moe `from_pretrained` failure are not duplicates." + "reason": "A generic bug report does not identify the same concrete issue as the Qwen3.5 MoE from_pretrained error." }, { "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." + "reason": "Lazy loading/import behavior and scheduler kwarg handling are unrelated." }, { - "left": "issue:43519", - "right": "issue:44908", + "left": "issue:43576", + "right": "issue:46218", "accept": false, - "reason": "Timestamp calculation in Qwen3VL is unrelated to scheduler kwarg handling." + "reason": "The env command regression and missing Qwen3_5ForCausalLM import are different problems." } ] }, @@ -17216,21 +17131,21 @@ "component_index": 1, "component_count": 21, "review_unit_index": 55, - "review_unit_count": 55, + "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-468", + "cluster_id": "cluster-10000-469", "nodes": [ + "issue:28348", "issue:30333", "issue:31515", "issue:31795", "issue:33453", "issue:34689", "issue:36296", - "issue:37934", "issue:38617", "issue:41669", "issue:42371", @@ -17262,6 +17177,7 @@ "issue:44908", "issue:44938", "issue:44998", + "issue:45250", "issue:45290", "issue:45310", "issue:45468", @@ -17273,14 +17189,16 @@ "issue:46218" ], "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", "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:42371|issue:43704", "issue:43502|issue:43519", "issue:43519|issue:44623", "issue:43519|issue:43704", @@ -17291,6 +17209,7 @@ "issue:44351|issue:46218", "issue:43352|issue:46218", "issue:42913|issue:43066", + "issue:28348|issue:45250", "issue:44908|issue:44998", "issue:44492|issue:44998", "issue:43618|issue:44998", @@ -17300,6 +17219,7 @@ "issue:43525|issue:44861", "issue:31515|issue:38617", "issue:43572|issue:44861", + "issue:28348|issue:43352", "issue:44230|issue:44623", "issue:30333|issue:31515", "issue:31515|issue:36296", @@ -17315,308 +17235,389 @@ "issue:42936|issue:46144", "issue:42936|issue:43813", "issue:43240|issue:43668", - "issue:43668|issue:43813", - "issue:37934|issue:43668", - "issue:42936|issue:43668" + "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "76eb2a5e0ec923ba0403989f11de376305c9d97d92e0b99216776dd632036dd3", + "prepared_review_unit_hash": "37006d11933b7cd413201728818989247908bcf123555c55884dae4185123355", "component_budget": { - "node_count": 468, - "item_count": 468, - "soft_pair_count": 1715, - "serialized_chars": 890183, - "estimated_input_tokens": 222546, - "estimated_eval_tokens": 445348 + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 45, - "serialized_chars": 39711, - "estimated_input_tokens": 9928, - "estimated_eval_tokens": 20112 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 40846, + "estimated_input_tokens": 10212, + "estimated_eval_tokens": 20680 }, "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.", + "summary": "Mostly false-positive lexical similarity: the items span unrelated bugs/features across models, tokenizer loading, configs, and API behavior, with no true duplicate pair and no PRs to merge.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a safe canonical; the cluster splits into unrelated topics (tokenizer/load regressions, flash-attention requests, config/import bugs, and model-specific implementation issues).", "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_issue_reason": "No strong global best issue either; 43519 has the most soft links, but the linked issues are semantically mismatched, so it is not a reliable representative.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Different subsystems: processor timestamp logic vs scheduler kwargs handling." + }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-* cleanup/perf issue vs a Qwen3 VRAM leak; different bugs and code paths." + "reason": "Import star cleanup is unrelated to a Qwen3ForCausalLM VRAM leak." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 shared-expert gating vs a comb transpose bug; unrelated model logic." + "reason": "Same model family, but different concrete bugs: shared expert gating vs comb transpose/dtype issue." }, { "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." + "reason": "Documentation confusion is not the same as a model-loading regression." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading vs documentation ambiguity; different problem types." + "reason": "Slow checkpoint loading and forward-argument docs are unrelated." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3 use vs GLM-5 RoPE implementation issue; unrelated." + "reason": "VRAM leak in threaded dataloaders is unrelated to GLM-5 RoPE code." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE bug vs Gemma-4 audio positional encoding bug; different models and failures." + "reason": "Different model implementations: GLM-5 RoPE vs Gemma-4 audio positional encoding." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:45850", + "right": "issue:46218", "accept": false, - "reason": "TF32 settings API discussion vs Qwen3 VRAM leak; no shared underlying bug." + "reason": "Too broad vs specific import failure; not the same change or bug." }, { - "left": "issue:45850", - "right": "issue:46218", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "A vague 'many models break' meta-issue vs a specific Qwen3_5 import failure; too different to merge." + "reason": "TF32 settings are unrelated to a Qwen3ForCausalLM memory leak." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Unexpected network/API calls with local_files_only vs timestamp math in Qwen3VL; unrelated." + "reason": "Local-files-only network requests and timestamp calculation are unrelated." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp calculation vs missing save_pretrained files; different processor behaviors." + "reason": "Processor timestamp bug is unrelated to save_pretrained file output." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp bug vs Qwen3 multi-thread VRAM leak; unrelated failure modes." + "reason": "Different code paths: timestamp calculation vs VRAM leak." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value issue vs Gemma-4 audio positional encoding; unrelated implementation bugs." + "reason": "GlmMoeDsaIndexer split behavior is unrelated to Gemma-4 audio encoding." }, { "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." + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are different requests." }, { "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 is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm vs Gemma-4 audio positional encoding; different code paths." + "reason": "RMS norm epsilon precision issue is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Different import errors for different symbols/modules; not the same underlying import breakage." + "reason": "Different import failures for different symbols/modules." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support error vs Qwen3_5 import failure; separate model-loading issues." + "reason": "Nemotron FA2 support and Qwen3_5 import failure are unrelated." }, { "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." + "reason": "Both tokenizer-related, but the symptoms and likely fixes differ." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2-specific FA2 support request vs a generic flash-attention issue; not the same concrete change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs an unrelated placeholder issue ('Unemployment'); no relation." + "reason": "Scheduler kwargs bug is unrelated to the unrelated title." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo vs unrelated placeholder issue; not duplicates." + "reason": "Cache strategy typo and unrelated title are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression vs unrelated placeholder issue; no overlap." + "reason": "CLIPOutput attentions regression is unrelated to the unrelated title." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Unrelated placeholder issue vs broad 5.0 regression complaint; not the same bug." + "reason": "No meaningful duplication; one is unrelated noise and the other is a broad complaint." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure vs unrelated placeholder issue; not duplicates." + "reason": "Python 3.14 load failure is unrelated to the unrelated title." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key AttributeError vs chat-template crash on tool calls; different APIs and failures." + "reason": "Tied-weights helper crash and chat-template tool-call crash are different failures." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing Llama4Config pad_token_id vs tied-weight-key crash; unrelated." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weights key handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading vs missing internal import symbol; different issues." + "reason": "Slow from_pretrained loading and missing layer_type_validation import are unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx missing vs tied-weight-key AttributeError; unrelated." + "reason": "Missing pad_token_idx and tied-weights list crash are different config/code-path bugs." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention FA2 support, but they target different models and separate implementations." }, { "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." + "reason": "FP8 inference support and missing processor save files are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job-status reporting failure vs slow checkpoint loading; unrelated." + "reason": "MLflow reporting on failed jobs is unrelated to slow checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowdown vs tensor-parallel training bug; different code paths." + "reason": "Checkpoint loading slowness and tensor-parallel training bug are unrelated." }, { "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." + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained regression are different problems." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowness vs tokenizer loading regression; different symptoms." + "reason": "from_pretrained slowness and tokenizer-loading regression are different issues." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio-model continuous batching limitation vs FP8 MoE support request; unrelated." + "reason": "Audio continuous batching and Qwen3-VL/Qwen3.5 FP8 support are unrelated features." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights discussion vs RoFormer attention-interface issue; unrelated models and code." + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value bug vs DeepSeek-V4 shared-expert gating; different architectures and fixes." + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Config type-hint correction vs tokenizer regex warning after 4.57.3; unrelated." + "reason": "Incorrect type hint and tokenizer regex warning are 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." + "reason": "Mask2Former ignore_value and loss kwargs propagation are unrelated." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs propagation vs RoFormer attention interface; unrelated." + "reason": "Loss kwargs propagation and RoFormer attention interface use are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value bug vs tokenizer regex warning; unrelated." + "reason": "Mask2Former ignore_value bug and tokenizer regex warning are 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 and RoFormer attention interface are unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss masking vs a typo in conversion code; no shared bug." + "reason": "Mask2Former ignore_value bug and a typo in cache strategies are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs not forwarded vs an incorrect type hint; different severity and area." + "reason": "Loss kwargs propagation and ModernBERT type-hint issue are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Config type-hint fix vs a typo fix; unrelated." - }, + "reason": "ModernBERT type hint and cache-strategy typo 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": 56, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43668" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "ebff4a254b6e9bfeadf495d4dd750145c068c671d7f393d20fa90cf7716459a9", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2311, + "estimated_input_tokens": 578, + "estimated_eval_tokens": 1412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster here: the three issues are about different models and different defect types (norm semantics, an unused ignore_value, and a type-hint mismatch).", + "confidence": 0.97, + "canonical_issue_reason": "There is no shared underlying bug to canonicalize; if a representative must be named, issue 42936 is the most concrete code defect, but it is still unrelated to the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42936 is the strongest standalone report because it describes a specific implementation problem, whereas 37934 is a design question and 43668 is a type-hint issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Question about Llama4TextL2Norm semantics vs ModernBERT type-hint correction; different topics." + "reason": "Different components and different problem types: Llama4TextL2Norm behavior question vs ModernBERTConfig annotation error. No same underlying bug." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former runtime bug vs config type-hint issue; unrelated." + "reason": "Mask2former ignore_value usage bug and ModernBERTConfig norm_eps type hint are unrelated code paths and defects." } ] }, @@ -17649,12 +17650,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "ae0f768cf566c3a8dbf28995f96903652190f4a90143a7319c3d850208a96f51", + "prepared_review_unit_hash": "4ff7be35793faca2be4dfc34df740db2b2b5ae5f940f703ca2494e96a848ce01", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, + "serialized_chars": 2877, "estimated_input_tokens": 720, "estimated_eval_tokens": 1696 }, @@ -17662,7 +17663,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, + "serialized_chars": 2877, "estimated_input_tokens": 720, "estimated_eval_tokens": 1696 }, @@ -17671,30 +17672,30 @@ "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.", + "summary": "The three issues are unrelated feature requests: tokenizer truncation direction, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word boundary offsets. There is no duplicate cluster here.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: these items do not describe the same bug or change, just separate feature requests in different areas.", "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_issue_reason": "If a single issue must be picked as the cluster anchor, 11307 is the most concrete and discussion-heavy, but it is still unrelated to the other two.", "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." + "reason": "Token truncation-direction feature request vs Wav2Vec2 word time offsets; different code paths and different user problems." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated feature requests: tokenizer truncation direction vs. learning-rate scheduler functionality." + "reason": "Tokenizer truncation behavior is unrelated to a ReduceLROnPlateau-like learning-rate scheduler feature." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No common underlying problem; one concerns training schedules, the other speech model word offsets." + "reason": "Learning-rate scheduling request and speech-model word offset extraction are not the same underlying bug or change." } ] }, @@ -17726,12 +17727,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "f7d1493884a4bc8121cad93c73469cf53d3d7b738c7adf519a63e562d7c8799b", + "prepared_review_unit_hash": "4c3577824442a17f23eb1a10915184de2258af670fd2db2432670571d38730be", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17739,7 +17740,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17748,24 +17749,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster does not look like a true duplicate set. One issue is about TAPAS tokenization 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.", + "summary": "The cluster is heterogeneous: 13244 is about TAPAS tokenization, while 15980 and 16618 are both about model download/load failures but with different concrete symptoms. None of the pairs look like the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "issue 16618 is the best representative because it is the most general and most discussed of the three, and it is the only item with any soft similarity to another issue.", "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_issue_reason": "issue 16618 is the strongest standalone issue in the set: it is the broad model-loading failure and has the highest discussion activity, so it is the most useful canonical anchor even though the cluster is not a true duplicate set.", "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." + "reason": "Different problems: TAPAS tokenization mismatch versus a model-loading failure for bert-base-uncased. Different subsystem and likely different fix." }, { "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." + "reason": "Both mention model download/load errors, but one is specifically a private-model auth/error-message issue and the other is a generic inability to load bert-base-uncased. Too different in concrete failure mode to treat as the same bug." } ] }, @@ -17795,12 +17796,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "9598ea7bdca674d7b06e02488adafefa236a5b654f32a1131edbe9dda84bc2f1", + "prepared_review_unit_hash": "97f54628efe8359a4f6c4174d31b54c052b623ac5cf306a6f77baf0dec6562c2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17808,7 +17809,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17817,18 +17818,18 @@ "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.", + "summary": "These are not duplicates: one requests Flash Attention 2 support across more architectures, the other requests GGUF support across more architectures. They share only a generic community-contribution framing and broad architecture scope.", + "confidence": 0.98, + "canonical_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Different underlying feature requests and code paths: Flash Attention 2 support vs GGUF support. Similar phrasing about adding support for more architectures is too generic to treat as the same issue." } ] }, @@ -17887,187 +17888,187 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "e56cab61e88433d239e98a6d5c070e7bf6323dbdda06bd9b2d48f9dd70f9c44b", + "prepared_review_unit_hash": "78b28103d1e643f7a76d5abfc5aaf52a76b0b6590737f6c0e465af5ed04833b8", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13529, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13528, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13529, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13528, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "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.", + "summary": "This cluster splits into distinct language-specific translation requests, one near-identical placeholder-template subgroup (43834/44365/44370) that looks duplicate-like but is only supported by template similarity in the packet, and a separate exact-duplicate Thai pair (46222/46226). The cross-language items should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43834 is the best canonical issue for the placeholder-template subgroup because it is the earliest of the near-identical generic i18n template issues and has the broadest, most generic wording.", "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_issue_reason": "issue:43834 is the best representative issue overall for the placeholder-template subgroup; it captures the repeated generic i18n template pattern without overclaiming exact duplication, while the language-specific requests and Thai pair are separate cases.", "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." + "reason": "Turkish translation request vs generic placeholder template; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language requests; too broad to treat as duplicates." + "reason": "Different language-specific request vs placeholder template; similar wording is not enough." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request vs generic placeholder translation issue; no evidence they are the same report." + "reason": "Concrete Turkish request vs generic placeholder template; not a duplicate." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish vs Romanian translation requests; distinct issues." + "reason": "Different language translation request; same docs-translation theme but not the same issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish vs Spanish translation requests; related topic, but not duplicate." + "reason": "Turkish vs Spanish translation request; distinct underlying tasks." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request does not match the generic placeholder issue closely enough to confirm duplication." + "reason": "Spanish translation request vs generic placeholder template; only broad similarity." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish-specific request vs generic placeholder translation issue; insufficient evidence of same underlying issue." + "reason": "Different language request; not the same underlying issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian translation requests are separate." + "reason": "Spanish vs Romanian translation request; distinct issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish-specific request vs generic placeholder translation issue; not the same concrete issue." + "reason": "Different language request; template similarity alone is not enough." }, { "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." + "reason": "Romanian translation request vs placeholder template; not the same issue." }, { "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." + "reason": "Different underlying language request; only superficially similar." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request vs generic placeholder issue; same theme only." + "reason": "Concrete Romanian request vs generic placeholder template; not a duplicate." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian translation request and Thai-titled issue do not appear to be the same report." + "reason": "Unrelated language-specific request despite superficial docs-translation similarity." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request and Thai-titled issue do not appear to be the same report." + "reason": "Unrelated language-specific request despite superficial docs-translation similarity." }, { "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." + "reason": "Near-identical generic placeholder i18n issue; looks like the same underlying template request." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same generic placeholder translation title and near-identical body length; likely duplicate reports." + "reason": "Near-identical generic placeholder i18n issue; highly likely duplicate of the same template request." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different titles and likely different underlying requests; too little evidence they are the same issue." + "reason": "Generic placeholder template vs concrete Thai text; not the same issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different titles and likely different underlying requests; not enough to merge." + "reason": "Generic placeholder template vs concrete Thai text; not the same issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same placeholder translation issue pattern with essentially identical content; safe duplicate merge." + "reason": "Near-identical placeholder i18n issues; same underlying template request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder translation issue vs Thai-titled issue; no clear same underlying report." + "reason": "Placeholder template issue vs concrete Thai request; not a duplicate." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder translation issue vs Thai-titled issue; not the same concrete issue." + "reason": "Placeholder template issue vs concrete Thai request; not a duplicate." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder translation issue vs Thai-titled issue; same broad topic only." + "reason": "Placeholder template issue vs concrete Thai request; not the same underlying task." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder translation issue vs Thai-titled issue; not enough evidence of duplication." + "reason": "Placeholder template issue vs concrete Thai request; not the same underlying task." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Identical Thai title and matching body size; this looks like a straight duplicate." + "reason": "Same Thai-titled issue with effectively identical content; true 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." + "accept": false, + "feedback": "The cluster summary is a bit too strong on evidence. The Thai pair (46222/46226) looks like an exact duplicate, but the placeholder i18n issues (43834/44365/44370) are only near-identical from the packet, not proven exact duplicates. Please soften that wording to match the available evidence. The rest of the duplicate/non-duplicate split is reasonably grounded." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18140,250 +18141,250 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "772285bbeb3bdd0fe4fb9e6a81fdf45a2d21f8f01885f629e5801937f455eae2", + "prepared_review_unit_hash": "d46b08286da568f8fdcd2130cce932b6bd284f5d3acaa8de1b0d44c0f980be85", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21655, - "estimated_input_tokens": 5414, - "estimated_eval_tokens": 11084 + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21655, - "estimated_input_tokens": 5414, - "estimated_eval_tokens": 11084 + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 }, "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.", + "summary": "This cluster is mostly a family of model-support request issues with similar wording, but they target different concrete models and capabilities. None of the soft pairs look like true duplicates or the same underlying change, so no soft edges are accepted.", + "confidence": 0.93, + "canonical_issue_reason": "No issue is a clear duplicate canonical for the whole cluster. If one must be chosen as the most representative, issue 43671 is a broad, request-style model-support ticket with many similarity links, but it still describes a distinct TTS model request rather than the same change as the others.", "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_issue_reason": "Issue 43671 is the best single representative of the cluster because it is a straightforward model-support request and sits near several other audio/model-request issues, but it should not be treated as a duplicate of them.", "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." + "reason": "Different model requests: EuroBert config vs DEIMv2. Similar template, not the same underlying addition." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support vs Qwen3 TTS support are unrelated requests." + "reason": "BERT config request vs Qwen3-TTS support; unrelated model families and changes." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different models and domains; this is just generic 'add model' similarity." + "reason": "EuroBert config and RF-DETR are different model additions with no shared concrete change." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "Both are model additions, but RF-DETR and DEIMv2 are distinct architectures and requests." + "reason": "RF-DETR and DEIMv2 are distinct vision models; not one bug/change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Detection model support vs audio model support; clearly different code paths." + "reason": "RF-DETR vs LFM2.5 Audio 1.5B are different modalities and code paths." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and weight-sparse transformer are unrelated model requests." + "reason": "Different model requests: RF-DETR vs weight-sparse transformer." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Different modalities and models; not the same bug or feature." + "reason": "RF-DETR and Qwen3-ASR are separate model-support requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR support and Qwen3 TTS support are unrelated." + "reason": "RF-DETR computer-vision support and Qwen3-TTS audio support are unrelated." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3 ASR are unrelated model families." + "reason": "NeoBERT vs Qwen3-ASR are different model families and implementation paths." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "A BERT variant request and a sparse-transformer request are not the same change." + "reason": "NeoBERT and weight-sparse transformer are not the same model/change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT config support vs LFM2.5 audio support are different requests." + "reason": "NeoBERT text model request vs audio model request." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "Different model families entirely; only the wording is similar." + "reason": "RF-DETR and NeoBERT are distinct model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "Both are BERT-like, but they target different concrete model families and implementations." + "reason": "NeoBERT and ModernVBERT are different models; only the request pattern is similar." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 support and Qwen3 ASR support are different model changes." + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different concrete model requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture support is unrelated to the weight-sparse transformer request." + "reason": "MiniCPM3 and weight-sparse transformer are unrelated additions." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "Different model families; not a duplicate." + "reason": "MiniCPM3 architecture and ModernVBERT models are distinct support requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are different models and code paths." + "reason": "MiniCPM3 and Voxtral TTS are different model types and code paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3 TTS are unrelated model additions." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3 ASR are unrelated requests." + "reason": "ModernVBERT and Qwen3-ASR are different model families." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models and Qwen3 TTS are different families and tasks." + "reason": "ModernVBERT and Qwen3-TTS are distinct changes." }, { "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." + "reason": "ModernVBERT models and BERT-like models with RoPE are related in theme but not the same concrete request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "A BERT-like architecture request and a TTS model support request are unrelated." + "reason": "BERT-like RoPE support vs Voxtral TTS support are different code paths." }, { "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." + "reason": "Qwen3-TTS and Qwen3-ASR are closely related but still separate model requests and likely separate implementations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Different TTS model families and implementation work." + "reason": "Qwen3-TTS and Voxtral TTS are different models; not the same underlying change." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Audio model support vs OCR model support are not the same change." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3 TTS and weight-sparse transformer are unrelated." + "reason": "Audio TTS support vs weight-sparse transformer request 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." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model support items." }, { "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." + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech model requests." }, { "left": "issue:43837", - "right": "issue:45027", + "right": "issue:45322", "accept": false, - "reason": "Different audio models and different support paths." + "reason": "ASR support and EUPE perception encoder are different model additions." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:44121", "accept": false, - "reason": "ASR support and EUPE are unrelated model requests." + "reason": "Qwen3-ASR and circuit-sparsity transformer are unrelated changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and tasks." + "reason": "LFM2.5 Audio and SAM3-LiteText are different models and domains." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are unrelated model additions." + "reason": "Weight-sparse transformer request and EUPE encoder request are unrelated." }, { "left": "issue:43837", - "right": "issue:45177", + "right": "issue:45027", "accept": false, - "reason": "Qwen3 ASR and DeepSeek-OCR2 are different modalities and code paths." + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model additions." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "Different vision-language models; same broad area, but not the same underlying change." + "reason": "EUPE encoder and TIPSv2 are both vision-language related, but they are different model requests with different intended architecture changes." } ] }, @@ -18413,12 +18414,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "50129d8af709bc08c4e2b74749221baa1a78d1e8ac67975513bd2bbba8c72ea1", + "prepared_review_unit_hash": "d569c1d4ca1aca1c481ad902a7c53b2d2fd9b59726c61b986a1245b2d22a979c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -18426,7 +18427,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -18435,18 +18436,18 @@ "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.", + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue for deduplication; the titles and likely scopes are unrelated.", "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_issue_reason": "If one issue must be retained as the cluster anchor, 46443 is the more concrete technical issue, but it is not a duplicate of 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." + "reason": "Different topics and code paths: a documentation/framework listing request versus a vision-model RoPE refactor. They do not describe the same underlying bug or change." } ] }, @@ -18476,12 +18477,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "1feca7771f5d833dc59201258a3964ffc4069adadab06d823e8533dd6740185d", + "prepared_review_unit_hash": "711ecfb2350dba9789d73810aac994ee78e4e16606e1da88480fa74d31cf2670", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -18489,7 +18490,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -18498,18 +18499,18 @@ "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.", + "summary": "The two issues are unrelated: one asks for a generic block decoding feature, while the other requests support for a specific model version (DeepSeek v3.2).", "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_issue_reason": "issue:41084 is the more general feature request and is better suited as the broader issue, but it is not a duplicate of issue:43037.", "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_issue_reason": "issue:41084 is the clearest standalone issue because it describes a distinct implementation area (block decoding) without tying it to a particular model integration.", "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." + "reason": "The titles and implied scopes differ: block decoding is a core decoding capability, while DeepSeek v3.2 support is a model-specific compatibility request. They do not appear to be the same underlying bug or change." } ] }, @@ -18539,7 +18540,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "0e56013ed9e16d7e5fdb609079bdcdf174adcddfa904fff64b8655dd81a39b47", + "prepared_review_unit_hash": "92255e2bb219f8352635275b6fa14de7642db0f3ddaa058bd27254f3ce96dedc", "component_budget": { "node_count": 2, "item_count": 2, @@ -18561,18 +18562,18 @@ "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, + "summary": "These are related only at a high level through Trainer customizability, but they target different concrete behaviors: one is about `remove_unused_column` handling, the other about FLOPs estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #43598 is the broader, more general Trainer customizability request and is the better representative of this small cluster, though the two issues are not duplicates.", "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_issue_reason": "#43598 is the more general and conceptually central issue title, making it the better issue to anchor the cluster even though #43600 addresses a separate problem.", "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." + "reason": "Related theme only; one concerns `remove_unused_column` behavior, the other FLOPs counting for custom trainers. Different code paths and fixes, so not the same underlying bug." } ] }, @@ -18602,12 +18603,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "a028cf060570c4f8bce9cfe494f63e5944db165a912c75d5d07b8a8cd226c32d", + "prepared_review_unit_hash": "ddf148fbc0e198a7a581f54f2a71b888b55c7ff31f9d4d780914c21f0db95ea4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18615,7 +18616,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18624,18 +18625,18 @@ "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.", + "summary": "The two issues request different Hugging Face model integration features for different model/config families; they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Different targets and bugs: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config)." } ] }, @@ -18672,12 +18673,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "217c7b4a31edc7e47c1c9df2ff5e3cdb4e39f03d236e69a1a9c9a6c517d267f0", + "prepared_review_unit_hash": "e7f78fbd08da588cd60d38b2efd2c10a19c5dd7b77aaf7eac697e422d36fae44", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -18685,7 +18686,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -18694,54 +18695,54 @@ "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.", + "summary": "Three issues share the exact title \"huggingface \" and appear to be duplicate reports; the \"Fett\" issue is unrelated. I would collapse the huggingface trio onto the earliest one.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports and is a reasonable representative for the duplicate cluster.", "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_issue_reason": "Issue 43845 best represents the cluster because it is earliest and matches the repeated title pattern seen in 43846 and 43859.", "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." + "reason": "Different titles with no concrete shared details; \"Fett\" does not look like the same report as \"huggingface \"." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no supporting body/details tying them to the same bug." + "reason": "No evidence these refer to the same underlying problem; the titles are unrelated." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no supporting body/details tying them to the same bug." + "reason": "No evidence these refer to the same underlying problem; the titles are unrelated." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Exact same title and close creation time; they look like the same issue report." + "reason": "Exact same title and very close creation times; these look like duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Exact same title and similar timing strongly suggest a duplicate report of the same issue." + "reason": "Same exact title and highly similar clustering signal; likely the same underlying report." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Exact same title and similar timing strongly suggest a duplicate report of the same issue." + "reason": "Same exact title and strong similarity signal; likely duplicate reports 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." + "feedback": "The summary is grounded in the packet: 43845, 43846, and 43859 share the exact same title and are close enough in time/similarity to justify treating them as a likely duplicate cluster, while 43835 has a different title and no concrete overlap. The representative choice of 43845 as the earliest in that cluster is reasonable, and the soft-edge verdicts stay conservative." }, "evaluator_used": true, "retried": false, @@ -18779,88 +18780,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "fc3fc4f3a86a3c6dd85d0139f9f55fa3fd413974558bb6c36edeeb0ddb0ed71b", + "prepared_review_unit_hash": "51820d8f6ad532b0dee15a575322be065468664bdcad8514862b184564f77a89", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "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.", + "summary": "This cluster is dominated by low-signal spam/placeholder issues and one unrelated documentation-style post; there is no clear shared underlying bug or change.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44572 is the least arbitrary anchor because it is one of the exact `` duplicates (with 44573), but it still does not represent a real substantive issue family.", "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_issue_reason": "44572 is the best available representative only because it matches another issue exactly in form; overall the cluster is too noisy and heterogeneous to be a strong canonical issue.", "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." + "reason": "Both are placeholder spam titles, but there is no evidence they describe the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders, but the threads provide no shared underlying issue." + "reason": "Both are placeholder spam titles, but nothing ties them to one concrete duplicate bug." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a documentation suggestion; not the same request." + "reason": "One is spam and the other is a generic documentation request; they are not the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Generic spam placeholder versus an unrelated \"Google LLC\" post; no duplicate signal." + "reason": "The titles are unrelated spam/marketing text with no shared underlying problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement and spam placeholder are unrelated." + "reason": "A documentation enhancement request is not the same as a spam placeholder issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement and spam placeholder are unrelated." + "reason": "A documentation enhancement request is not the same as a spam placeholder issue." }, { "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." + "reason": "They match as generic spam placeholders, but that is not enough to show a shared underlying bug or change." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus unrelated named post; no shared concrete issue." + "reason": "A spam placeholder and a Google LLC-related title do not indicate the same issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus unrelated named post; no shared concrete issue." + "reason": "A spam placeholder and a Google LLC-related title do not indicate the same issue." } ] }, @@ -18890,7 +18891,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "5a3ecb62f388a7c5d4192b57cd3c2ef359f2e2a1e1e77f6a6040cc985e7f58af", + "prepared_review_unit_hash": "30d362801e8ab0da983ed6d6ab4b5a7291a9fc08162676eb5c1b84cf261fb146", "component_budget": { "node_count": 2, "item_count": 2, @@ -18912,28 +18913,28 @@ "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.", + "summary": "The two closed issues have the same title and very similar body lengths, so they are probably related duplicate reports, but the packet does not include the bodies or any shared links/files. That makes a hard duplicate claim too strong; treat them as likely duplicates with limited evidence.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #45145 is the better canonical choice because it was created first and has an inbound reference, which makes it the more central report.", "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_issue_reason": "Issue #45145 is the best overall issue candidate for the same reason: earliest creation time and slightly stronger evidence that it is the reference copy.", "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." + "accept": false, + "reason": "The titles match and the body lengths are close, but the packet does not expose the actual bodies or any shared files/links. That is enough for a likely-duplicate signal, not enough to confidently merge them as 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." + "accept": false, + "feedback": "The pairwise conclusion is a bit too strong for the evidence in the packet. The packet supports same title, close body lengths, and a soft similarity signal, but it does not show the actual bodies or any shared links/files, so claims like \"near-exact duplicates\" and \"no material differences\" are overstated. The canonical-choice rationale is grounded, but the soft-edge verdict should be more conservative." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -19010,7 +19011,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "be5fb7372eabd2056bcc5bb9a65d6b28b6dfe619bd4d09a04ca013ac06846ba0", + "prepared_review_unit_hash": "01a1f1d567333290655d98d286ea63606b06fddd6140a28a85a34bfc60230c35", "component_budget": { "node_count": 2, "item_count": 2, @@ -19032,18 +19033,18 @@ "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.", + "summary": "These are not duplicates: one is a Gemma4 audio-module dtype failure during NF4 inference, the other is a BitsAndBytesConfig regression that clears the default lm_head exclusion and triggers an AssertionError. They only overlap at a broad \u201c4-bit inference\u201d level.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical duplicate: the two issues describe different root causes and different fixes.", "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_issue_reason": "issue 45674 is the better representative because it is a broader, config-level regression with a clearer general scope; issue 45672 is a narrower model/module-specific dtype bug.", "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." + "reason": "Different underlying bugs: 45672 is about torch.finfo() being called on uint8 weights in Gemma4 audio modules, while 45674 is about llm_int8_skip_modules removing the default lm_head exclusion and causing an AssertionError. Same subsystem, not the same fix." } ] }, @@ -19073,7 +19074,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "1f20155882f30dcfd83e131203537c31a5874daa12fdc6574fac571e50c2054e", + "prepared_review_unit_hash": "39bef1a3ff924b0e0b788d85ee9bc1367c6ded479dfc6c369831868dcba6f5e1", "component_budget": { "node_count": 2, "item_count": 2, @@ -19095,18 +19096,18 @@ "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, + "summary": "The two issues are just person-name/date titles with no body, links, or shared technical context; they do not appear to describe the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "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_issue_reason": "Neither issue is a good canonical candidate because there is no evidence of a shared problem or any technical description to compare.", "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." + "reason": "Titles only contain different names and dates; no body or metadata suggests the same underlying issue." } ] }, @@ -19136,7 +19137,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "21a9f34241745c31049e7975a1512a767d32e3ca001973b440d52305015792ca", + "prepared_review_unit_hash": "dbefb33dda79d68f9e54324a78bcb9442ddb555f558c02f734745ab906adb5a2", "component_budget": { "node_count": 2, "item_count": 2, @@ -19158,18 +19159,18 @@ "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.", + "summary": "Two empty closed issues with different personal names and dates; they do not describe the same bug or feature, so this cluster looks like unrelated noise rather than a duplicate set.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No clear canonical issue: both issues are content-free and describe different named entities, not the same problem.", "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_issue_reason": "Neither issue is a strong representative because neither contains actionable problem detail; if forced, either could serve only as a placeholder.", "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." + "reason": "The titles reference different people and different dates, with no shared technical subject or actionable issue to indicate the same underlying bug." } ] }, @@ -19199,7 +19200,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "623d79b46e7e3bc7a05e345cbd2f9c622cae28558a9b5856e62e430f18874313", + "prepared_review_unit_hash": "7934498ef6730f5a7019c826260ead06a05760cfe2256614aa2d0ea0474131a6", "component_budget": { "node_count": 2, "item_count": 2, @@ -19221,18 +19222,18 @@ "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.", + "summary": "The two issues are about different feature areas: adding a Qwen3_5 token classification head for value modeling versus FP8 training support. They do not look like duplicates or the same underlying request.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45810 is the more concrete, implementation-targeted feature request, with a specific model/class named and a clear intended use case.", "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_issue_reason": "issue:45810 is the best representative issue in this cluster because it is narrowly scoped and directly actionable, unlike the broader FP8 training 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." + "reason": "Different underlying problems: one requests a new Qwen3_5 token-classification/value-model head, the other requests FP8 training support. No shared target code path or concrete overlap." } ] }, @@ -19272,12 +19273,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "d6ada40d5095aa0ffae55b8b5a070aebb1fd1fa98a3d60e9e703a06a8ff25301", + "prepared_review_unit_hash": "b268d1292f41f537f986528a6c299567512bf44dc0c57b03849a72dcd1db77be", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19285,7 +19286,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19294,66 +19295,66 @@ "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.", + "summary": "The cluster splits into two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is thematically similar but not the same request, so it should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "45870 is an exact duplicate of 45871 and is the earliest clear instance of the DataForge financial example issue, making it a clean canonical anchor for that duplicate pair.", "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_issue_reason": "45872 is the most concrete, centrally named DataForge request in the cluster, and 45873 is an exact duplicate of it.", "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." + "reason": "Related financial/DataForge theme, but different request: a dataset bundle ad versus a prediction example." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different requests: dataset bundle offer vs example/tutorial issue; only broad finance overlap." + "reason": "Same broad topic only; not the same underlying issue or change." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate: same title and same apparent content, clearly the same underlying issue." + "reason": "Exact same title and matching body length; these look like duplicate reports of the same 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." + "reason": "Both mention Financial/DataForge, but one is an example page and the other is a scraping-service request." }, { "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." + "reason": "Same broad DataForge theme, but not the same concrete issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same broad topic, but different concrete issue text and scope." + "reason": "Different underlying request despite similar wording." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same broad topic, but not the same underlying issue/change." + "reason": "Different underlying request despite similar wording." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate: identical title and content indicate the same underlying issue." + "reason": "Exact same title and matching body length; these look like duplicate reports of the same 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." + "feedback": "The grouping is well grounded in the packet: 45870/45871 and 45872/45873 have identical titles, identical body lengths, and the pair scores indicate very strong similarity, while 45869 is only loosely related by theme. The soft-edge rejections are conservative, and the canonical/best anchors are defensible from the timestamps and titles." }, "evaluator_used": true, "retried": false, @@ -19380,7 +19381,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "c53b42dc0f6dcf459aae6651a20c1185381f9a8980589266286a79bd98f77bf7", + "prepared_review_unit_hash": "70598a700bfc63ba49a6279120d6a79153e817eb98a87b5d479734602b9b1110", "component_budget": { "node_count": 2, "item_count": 2, @@ -19402,18 +19403,18 @@ "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.", + "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one is shape corruption from `early_initialization`, the other is a `KeyError` in Qwen3.5. They look related, but not clearly the same underlying bug, so I would not deduplicate them.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 46439 is the better representative issue because it states a concrete root symptom (`early_initialization` corrupts linear-attention layers and causes shape/runtime failures) rather than a model-specific crash report.", "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_issue_reason": "Issue 46439 is the strongest standalone report: it is broader, more diagnostic, and names the likely problematic code path, making it the best issue to keep as the reference if the cluster is later linked.", "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." + "reason": "Related subsystem, but not clearly the same bug. 46439 reports wrong shapes/runtime failure from `early_initialization`; 46441 reports a `KeyError: 'linear_attention'` on Qwen3.5. Different symptoms and likely different root causes, so do not merge as duplicates." } ] }, @@ -19443,7 +19444,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "ae4b9fd0b57f1b0a98e8a8b4ab412150cd7bbdd8d7c7cf37c9f8a8a2ff29b39d", + "prepared_review_unit_hash": "eff75d89862632ecdd29afbdcdb19831d9ba16cb12699abd894f28ac78604123", "component_budget": { "node_count": 2, "item_count": 2, @@ -19465,27 +19466,27 @@ "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.", + "summary": "The two issues are near-identical duplicates about Wav2Vec2CTCTokenizer v5 incorrectly treating the word delimiter as a special token. Issue #46552 is the better canonical issue because it is the open, referenced thread; #46551 appears to be the duplicate/closed copy.", + "confidence": 0.99, + "canonical_issue_reason": "#46552 is the open issue with inbound references, so it is the better long-lived tracking thread for this exact bug report.", "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_issue_reason": "#46552 best represents the unique underlying issue because it matches #46551 exactly and is the active/open discussion target.", "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." + "reason": "Exact same title and bug description; these are duplicate reports of the same tokenizer special-token leakage issue." } ] }, "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.\"" + "accept": true, + "feedback": "Grounded in the packet: the two issues have identical titles and body lengths, and #46552 is the open item with inbound references while #46551 is closed. The duplicate verdict is appropriately conservative, and the canonical choice of #46552 is supported by the available metadata." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19539,12 +19540,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "5fa7e3e44d639543bd1ffaa95ac7897de52d35b41bfc9e43d04cb440883ce49d", + "prepared_review_unit_hash": "432b24ac1562f3ea5032bfcd9365e339c12bac77b73c2f33aa020d0248f2abf6", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38086, + "serialized_chars": 38088, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -19552,7 +19553,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38086, + "serialized_chars": 38088, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -19561,132 +19562,132 @@ "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, + "summary": "Only one true duplicate-like PR pair appears here: two independent patches against `fixed_cross_entropy` in `loss_utils.py`. The rest are unrelated model additions, docs, refactors, or tests that only share broad subsystem overlap.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "`pull_request:43251` is the better canonical PR: it directly targets issue `43240`, makes the core `fixed_cross_entropy` API change in one place, and has more discussion/review context.", "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.", + "best_pr_reason": "`pull_request:43251` is the best representative PR for the duplicate cluster because it contains the same concrete `loss_utils.py` fix as `43254` but is more explicitly anchored to the tracked issue.", "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." + "reason": "Different changes: VideoPrism model integration vs an executorch dynamic-shape export test. Same broad testing/modeling ecosystem, but not the same bug or patch." }, { "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." + "reason": "Unrelated work: Mistral tokenizer API additions vs executorch export tests. No shared codepath or same fix." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API addition for MistralCommon is unrelated to adding the MobileLLM model." + "reason": "Different model families and changes: tokenizer missing methods vs adding MobileLLM. Not the same underlying change." }, { "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." + "reason": "Both touch processor/model loading areas, but they fix different models and different issues; not mergeable as one PR." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs forwarding fix and MobileLLM model addition are unrelated changes." + "reason": "Loss function kwargs fix vs adding MobileLLM model support. Completely different codepaths." }, { "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." + "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test fixes and auto-model mapping changes." }, { "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." + "reason": "Executorch dynamic-shape export test vs Mistral4 test/modeling adjustments; only both are tests, not the same bug." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch exportability tests do not match the MobileLLM model-addition PR." + "reason": "Exportability test vs adding a new model. No shared concrete defect." }, { "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." + "reason": "New MobileLLM model addition is unrelated to `cls.config` resolution order in `modeling_utils.py`." }, { "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." + "reason": "MobileLLM addition vs Falcon output-interface refactor; different models and different implementation goals." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor is unrelated to the draft model-creation skill/docs PR." + "reason": "Falcon refactor is unrelated to the model-creation skill draft; no shared bug or codepath." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized output collection refactor and Mistral4 test fixes are distinct changes." + "reason": "Falcon output-collection refactor and Mistral4 tests are separate model-specific 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." + "reason": "Mistral4 test fixes are unrelated to the `layrnorm` typo cleanup across CLIP-like models." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test/model updates are unrelated to chat response parsing updates." + "reason": "Mistral4 tests vs serve chat parsing updates; different subsystems and objectives." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes and TDT loss kernel integration are different subsystems and changes." + "reason": "Mistral4 tests/model mapping changes are unrelated to adding the TDT loss kernel." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes do not match the modeling_utils config-resolution order fix." + "reason": "Mistral4-specific test/model changes are not the same as the global config-resolution 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." + "reason": "Mistral4 fixes and the new-model skill are entirely different changes." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition and the draft model-creation skill/docs PR are unrelated." + "reason": "New MobileLLM model support vs a model-creation skill scaffold; not the same underlying change." }, { "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." + "reason": "Both patch `src/transformers/loss/loss_utils.py` to make `fixed_cross_entropy` forward supported `nn.functional.cross_entropy` kwargs for the same issue `43240`; these are the same underlying fix." } ] }, "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." + "feedback": "The summary is grounded in the packet, and the only accepted pair (43251/43254) is well supported by the shared file and issue target. The other pairwise rejections stay conservative and do not overclaim shared bugs or mergeability." }, "evaluator_used": true, "retried": false, @@ -19713,40 +19714,40 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "c794965e6cf9d110294d5c0071e8d261252f2d04d5f97b7e4788f080b2207703", + "prepared_review_unit_hash": "a482cc24fe193fb2a6bc92c86f960b36d3b6805e0a96d89e2ad7a455c5cabdc6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, - "estimated_input_tokens": 1807, - "estimated_eval_tokens": 3870 + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, - "estimated_input_tokens": 1807, - "estimated_eval_tokens": 3870 + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice 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, + "summary": "Two VibeVoice PRs overlap heavily in filenames, but they are not duplicates: one is the base VibeVoice integration and the other adds the Realtime variant plus acoustic-tokenizer changes.", + "confidence": 0.84, "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.", + "canonical_pr_reason": "PR #40546 is the broader, original VibeVoice implementation and has substantial review/discussion activity; it is the cleaner representative of the core feature set.", "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.", + "best_pr_reason": "PR #40546 is the best overall representative because it is the stable base VibeVoice integration, while #42781 looks like a follow-on extension for the realtime path rather than the same change.", "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." + "reason": "Shared VibeVoice files alone are not enough: #42781 adds a realtime variant and acoustic-tokenizer/gen-utils work, so it is a related extension, not the same concrete code-path change." } ] }, @@ -19776,7 +19777,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "a82418ac00f825bf43b5a5734b45b9eec445a4f914947a4ac159d51b67d8197d", + "prepared_review_unit_hash": "18ed3ce69d70cb67904c6a45ed7e498e1dec5dab64feb9c6141e5cce5ccf2f28", "component_budget": { "node_count": 2, "item_count": 2, @@ -19798,18 +19799,18 @@ "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, + "summary": "These are two unrelated feature PRs: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They do not fix the same code path or implement the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 41224 is the tighter, more self-contained feature addition and is a better cluster representative than the broader TimesFM covariate work in 40755.", "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.", + "best_pr_reason": "PR 41224 is the best single representative here because it has a narrower scope and a clearer end-user feature surface.", "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." + "reason": "Different models and different functionality: TimesFM covariate forecasting vs DINOv3 image classification. No shared concrete bug or mergeable combined fix." } ] }, @@ -19904,12 +19905,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "5bcf3c69fb127df9dc821b078eadf3827a432236bbd86281e4f34c6f5777cdc3", + "prepared_review_unit_hash": "3f3ec1e03e6fc7dbdcf052d0cfada52260922572859048c9c06b62f7f14104d3", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10434, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19917,7 +19918,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10434, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19926,24 +19927,24 @@ "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.", + "summary": "All three pull requests are separate model-addition efforts with similar scaffolding, but they target different models and codepaths. 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.", + "canonical_pr_reason": "No canonical PR: DeepSeek OCR, Isaac, and Kimi2-6 each add distinct model packages, docs, and auto-registration entries rather than fixing the same underlying change.", "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.", + "best_pr_reason": "None of the PRs is a duplicate of the others; if forced to pick a cluster representative, 45630 is the most complete/newest submission, but it is still a separate model addition.", "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." + "reason": "Different models (DeepSeek OCR vs Isaac) with different new model files and docs; similarity is only from shared Hugging Face model-integration boilerplate." }, { "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." + "reason": "Different models (Isaac vs Kimi2-6) and different implementation files; this is not the same bug or change, only the same kind of model onboarding work." } ] }, @@ -19973,7 +19974,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "34087c530aa29ff7a7b2ff15eb8650af468fa96e3d297678d5398b4d346c329c", + "prepared_review_unit_hash": "23f5063957e877742c0a290b6df69cbec99118c3dee3f51e396810ab56683cd5", "component_budget": { "node_count": 2, "item_count": 2, @@ -19995,18 +19996,18 @@ "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, + "summary": "These are related GitHub Actions maintenance PRs, but they change different actions and solve different upgrade paths: one targets Node 24 compatibility for several core actions, while the other bumps docker/build-push-action across Docker workflows. They are similar in theme, not the same underlying change.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the clearest stated purpose (Node 24 compatibility) and updates foundational workflow actions used across many jobs.", "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.", + "best_pr_reason": "PR 42975 is the strongest standalone representative of the cluster: broader impact, explicit compatibility motivation, and a more general workflow-infrastructure upgrade scope.", "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." + "reason": "Both are workflow dependency bumps, but they update different GitHub Actions for different reasons (Node 24 compatibility vs. docker/build-push-action versioning). They do not look like the same concrete change and would not be merged as one PR." } ] }, @@ -20050,12 +20051,12 @@ "pull_request:45490|pull_request:46562", "pull_request:45490|pull_request:46641" ], - "prepared_review_unit_hash": "a228713a6c5f9ae0b31e2954aaad3fd6f9f5e717538b55f00890b9a171e24135", + "prepared_review_unit_hash": "ec6fd3b6c9ce0853c43095d444f0ff90e1941a4856c9279a33a04dc185299fee", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 11, - "serialized_chars": 20401, + "serialized_chars": 20403, "estimated_input_tokens": 5101, "estimated_eval_tokens": 10458 }, @@ -20063,7 +20064,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 11, - "serialized_chars": 20401, + "serialized_chars": 20403, "estimated_input_tokens": 5101, "estimated_eval_tokens": 10458 }, @@ -20072,72 +20073,78 @@ "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.", + "summary": "These are unrelated model-addition PRs plus one docs typo fix. The overlap is mostly generic new-model scaffolding, not the same underlying bug or change, so all soft edges should be rejected.", "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.", + "canonical_pr_reason": "No true canonical duplicate PR: these submissions cover different models or an unrelated docs typo fix. If a representative is needed, PR 43451 is the broadest and most complete standalone change.", "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.", + "best_pr_reason": "PR 43451 is the strongest standalone representative because it has the broadest implementation and test surface, but it is still not a duplicate of the others.", "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." + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are generic scaffolding, not the same 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." + "reason": "Different model additions (ViT NEPA vs Molmo2); overlap is only in shared registration/docs boilerplate." }, { "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." + "reason": "A model-addition PR and a punctuation-only docs fix are unrelated." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are separate model integrations touching different model codepaths." + "reason": "Different model additions (ViT NEPA vs CTSM); same subsystem templates do not indicate the same bug or feature." }, { "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." + "reason": "Molmo and Molmo2 are distinct model integrations with different code paths and files." }, { "left": "pull_request:43448", "right": "pull_request:46641", "accept": false, - "reason": "Molmo model integration is unrelated to a punctuation-only docs fix." + "reason": "A model integration and a docs comma fix are not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are different model additions, not the same underlying change." + "reason": "Molmo and CTSM are unrelated model additions; shared repo plumbing is too broad to merge as duplicates." }, { "left": "pull_request:43451", "right": "pull_request:46641", "accept": false, - "reason": "Molmo2 model integration is unrelated to a docs comma change." + "reason": "Molmo2 model integration and a docs comma fix are unrelated." }, { "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." + "reason": "Molmo2 and CTSM are different model additions with no shared concrete bug or fix path." }, { "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." + "reason": "CTSM and Step 3.7 Flash are separate model additions touching different architectures and code paths." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46641", + "accept": false, + "reason": "CTSM model integration and a docs comma fix are unrelated changes." } ] }, @@ -20201,172 +20208,172 @@ "pull_request:46635|pull_request:46637", "pull_request:46636|pull_request:46637" ], - "prepared_review_unit_hash": "f0d8107369e8156b0373c911262fc8c692b708592e49709f46b21dc9296b6395", + "prepared_review_unit_hash": "f2f2c957730567cebca0effc04cbf85c08733c57329f39edfab426d359d5676e", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 23, - "serialized_chars": 38600, - "estimated_input_tokens": 9650, - "estimated_eval_tokens": 19556 + "serialized_chars": 38601, + "estimated_input_tokens": 9651, + "estimated_eval_tokens": 19558 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 23, - "serialized_chars": 38600, - "estimated_input_tokens": 9650, - "estimated_eval_tokens": 19556 + "serialized_chars": 38601, + "estimated_input_tokens": 9651, + "estimated_eval_tokens": 19558 }, "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, + "summary": "This cluster is mostly heterogeneous PRs: unrelated test fixes, typing cleanup, typo-only maintenance, and a few integration changes. Only one pair looks like a likely duplicate/follow-up within the same typing effort; the rest are too broad or touch different concrete changes.", + "confidence": 0.63, "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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": "PR 46579 is the best overall representative of the typo-cleanup subgroup: it is broad, multi-file, and overlaps the same kind of code hygiene changes seen in the nearby typo PRs.", "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." + "reason": "Different features: Whisper test/tokenizer work vs a typo fix in generation/configuration and tests." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different model test files and different failures; no shared underlying bug or change." + "reason": "Both are test-related, but they target different models and different failures." }, { "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." + "reason": "Whisper test/tokenizer changes are unrelated to the FP8 dequantization fix." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tests and generation watermarking validation are separate areas and separate fixes." + "reason": "Unrelated changes: Whisper tests versus generation/configuration validation and model test updates." }, { "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." + "reason": "Backward-compatibility alias for tie_weights is unrelated to typo cleanup across code comments and filenames." }, { "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." + "reason": "Different model test suites and different issues; only broad \"fix\" similarity." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Unrelated test-only edits versus an FP8 dequant/code-path fix." + "reason": "CLIP/ViT test fixes are unrelated to the FP8 dequantization change." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "These touch different test suites and different runtime behavior; not duplicate change requests." + "reason": "These touch different model tests and different code paths; not the same bug." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Test assertion noise and typo cleanup are not the same underlying change." + "reason": "A broad typo cleanup does not match the specific CLIP/ViT test fixes." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization and Phimoe CI/memory handling are unrelated." + "reason": "FP8 dequantization logic and Phimoe integration-test CI fixes are different changes." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different generation/quantization code paths and different failure modes." + "reason": "Different scopes: dequantization internals versus generation/Whisper test behavior." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "Quantization fix versus broad typo cleanup; no shared concrete bug." + "reason": "A typo cleanup PR is not the same underlying change as the FP8 dequantization fix." }, { "left": "pull_request:44958", - "right": "pull_request:46635", + "right": "pull_request:46637", "accept": false, - "reason": "Import error fix in video processing is unrelated to a generation config typo fix." + "reason": "Import-error fix for PILImageResampling is unrelated to a typo fix in generation/configuration or Mask2Former." }, { "left": "pull_request:44958", - "right": "pull_request:46637", + "right": "pull_request:46635", "accept": false, - "reason": "Video import handling and mask2former/generation typo fixes are separate changes." + "reason": "Different problems: import handling versus a comment typo in generation/configuration." }, { "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." + "reason": "Doctest cleanup is unrelated to code typo cleanup in multiple source files." }, { "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." + "reason": "Both are part of the same typing/type-checking refactor around modeling_utils and related helpers; they address the same underlying typing effort and could plausibly be merged together." }, { "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." + "reason": "General type-checking work is unrelated to a specific typo fix in Mask2Former/configuration files." }, { "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." + "reason": "Broad typing changes do not match a single comment-typo cleanup." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe CI/device-map handling are distinct problems." + "reason": "Generation/configuration validation fixes and Phimoe CI/integration fixes are different underlying changes." }, { "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." + "reason": "Generation validation fixes are not the same as broad typo cleanup across code files." }, { "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." + "reason": "They overlap on one configuration_utils typo, but each PR also fixes a different additional typo; not the same underlying 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." + "reason": "Same overlap on one typo, but the extra fixes differ, so these are separate cleanup PRs." }, { "left": "pull_request:46636", "right": "pull_request:46637", "accept": false, - "reason": "These are different typo bundles with different extra fixes; too weak to treat as duplicates." + "reason": "They only share a common config_utils typo; the rest of each PR is different." } ] }, @@ -20396,12 +20403,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "38cbd755de175e9ca1e78b934c8285bd7f3b67826db32a1b213386e12427d1b7", + "prepared_review_unit_hash": "1ae19fb11f042748c1cb2fd46f3f7b87c61ba524a65bf8db4745fd6b1cd02ecb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -20409,7 +20416,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -20418,18 +20425,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "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.", + "summary": "Two open PRs are only superficially similar: both touch a vit test file, but one is a synthetic repo-bot check and the other is a workflow/testing-utils change. They are not the same underlying change and should not be clustered as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43532 is the more substantive and representative change in the cluster; PR 43488 is a deliberate '[don't merge]' placeholder/bot-format test with unrelated setup/version tweaks.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43532 is the best candidate to keep because it contains real workflow and test infrastructure changes, while PR 43488 is clearly a throwaway validation PR.", "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." + "reason": "Reject: the diffs are unrelated. 43488 changes setup/versioning and adds pytest-random-order for a bot-format test, while 43532 rewrites CI/workflow files and testing utilities. Shared test filename and soft similarity are not enough to indicate the same fix." } ] }, @@ -20459,12 +20466,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "6f97345bf1ab382df817730223813b6f46b3d06154792c651c907b32724e33e1", + "prepared_review_unit_hash": "4d51492e2e2a683e6f515c678345598f1a0ceaaff376328e3eb4b12e8902f978", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20472,7 +20479,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20481,18 +20488,18 @@ "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, + "summary": "Two separate PRs add different new pipelines with shared documentation/registration scaffolding, but they implement distinct features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They are related in theme, not the same underlying change.", + "confidence": 0.92, "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.", + "canonical_pr_reason": "PR #43613 is the broader and more feature-complete implementation in this cluster, with additional model support and tests beyond the minimal pipeline/docs wiring.", "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.", + "best_pr_reason": "PR #43613 is the best representative because it covers the more extensive pipeline addition and touches more of the surrounding integration surface.", "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." + "reason": "Different features and code paths: concept segmentation vs visual segmentation. Shared docs/registry/pipeline scaffolding is not enough to treat them as one mergeable PR." } ] }, @@ -20522,7 +20529,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "faef11b7185a08a13b9ccba314ee6c6f7e930bd2aedc5c3fa22c0131f271ebbc", + "prepared_review_unit_hash": "c9fef565c6fff6b419d51198d17595a9e2789ddd1c527ca2d3adeb1a765374bb", "component_budget": { "node_count": 2, "item_count": 2, @@ -20544,18 +20551,18 @@ "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.", + "summary": "Two open PRs touch the same trainer.py file but target different Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are not the same underlying 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.", + "canonical_pr_reason": "PR 43651 is the more concrete behavior change: it adjusts training_step loss scaling and adds a new hook for custom trainers. It is the better representative of a distinct trainer behavior fix/change.", "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.", + "best_pr_reason": "PR 43651 is the strongest standalone candidate because it makes an explicit training-step behavior change with a clear API hook; PR 43663 is a separate refactor of data-column filtering and should not be merged 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." + "reason": "Different code paths and goals: 43651 changes gradient-accumulation loss scaling in training_step, while 43663 extracts signature-column logic for column filtering. Shared file alone is not enough to treat them as the same change." } ] }, @@ -20585,7 +20592,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "c84ec4d89486bad7240f4da2119727685be3e7f737418cad8aa514856aebfd94", + "prepared_review_unit_hash": "9148111fbf4200069b2a39eaf0288ab4b8cecd1f5b3e69262996d5049e2a0bd4", "component_budget": { "node_count": 2, "item_count": 2, @@ -20607,18 +20614,18 @@ "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, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about annotation-related `NameError` risk, but they fix different concrete problems: one is a broader `__future__`/typing cleanup, the other is a targeted `TypeAdapter` import/annotation fix for missing `pydantic`. Same surface area, not the same change.", + "confidence": 0.82, "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.", + "canonical_pr_reason": "PR 43842 is the most focused representative: it directly addresses the documented `TypeAdapter` `NameError` when `pydantic` is not installed, with a tight, concrete 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.", + "best_pr_reason": "PR 43842 is the best PR candidate overall because it targets the specific runtime failure mode described by its issue link and is less broad than the other PR.", "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." + "reason": "Reject as duplicates: they overlap in the same file and general symptom, but 43656 is a broader postponed-annotations/type-hint cleanup while 43842 specifically fixes `TypeAdapter` resolution when `pydantic` is absent. Different underlying bugs, not one mergeable change." } ] }, @@ -20811,142 +20818,142 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "f996db9f37e6ec0e2650270e2612bce419e4cf55ec4e409d51b167ca8d4702dd", + "prepared_review_unit_hash": "2b0fe4aad508d14b2b7a26028a367ecad6d7e16cdb402fee64ecbf8edafca8c0", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84502, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76935, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76942, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 }, "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, + "summary": "Mostly a broad cluster of independent model-by-model output-tracing refactors. The only true overlaps here are the GPT-J/CodeGen variants and the GPT-Neo variants; the rest share only the same umbrella theme or issue target.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "44066 is the clearest representative of the cluster\u2019s core change: a multi-file GPT-J/CodeGen migration to standardized output tracing with an explicit issue link and direct code-path changes.", "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.", + "best_pr_reason": "44066 is the best single anchor because it covers the core GPT-J/CodeGen code path, has the cleanest explicit linkage to the tracking issue, and is broad enough to subsume the narrower GPT-J-only variants.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs GPT-J); they only share the broad output-tracing initiative." + "reason": "Different model families; same umbrella issue is not enough to treat them as duplicates." }, { "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." + "reason": "Different models and code paths; both are output-tracing refactors, but not the same change." }, { "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." + "reason": "Same GPT-J output-tracing refactor in the same code path; one is a narrower overlapping variant of the other." }, { "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." + "reason": "Different architectures; only the generic output-tracing theme matches." }, { "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." + "reason": "Different model families and code paths; not the same underlying bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/codegen versus EfficientNet; different concrete model code paths." + "reason": "GPT-J/CodeGen versus EfficientNet; too different to be one duplicate change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated model implementations." + "reason": "MobileNetV2 and DeBERTa are unrelated code paths despite the shared refactor pattern." }, { "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." + "reason": "Different models and different output-tracing implementations; not mergeable as one fix." }, { "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." + "reason": "GPT-J/CodeGen versus MPT; same theme, different concrete change." }, { "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." + "reason": "Both are GPT-Neo output-tracing refactors over the same model code path and look like overlapping variants of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/codegen and GPT-Neo are different model code paths." + "reason": "GPT-J/CodeGen versus GPT-Neo; related theme but different concrete model changes." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J are separate implementations despite similar decorator refactors." + "reason": "Different models and code paths; not a duplicate despite similar refactor language." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J are unrelated model code paths." + "reason": "ResNet versus GPT-J/CodeGen; only the abstract refactor style is shared." }, { "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." + "reason": "Different model families and unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J are different models and different call paths." + "reason": "MGP-STR and GPT-J are different concrete changes; shared issue target would not make them duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model implementations." + "reason": "GPT-Neo and ResNet are unrelated code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different code paths; only the refactor style overlaps." + "reason": "ResNet and MPT are unrelated models; not the same underlying bug/change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different models, so these are not duplicates." + "reason": "GPT-Neo versus Flaubert/XLM; different model-specific refactors." }, { "left": "pull_request:44018", @@ -20958,37 +20965,37 @@ "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families and different files." + "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific migrations." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J are different code paths; same refactor initiative only." + "reason": "MPT and GPT-J/CodeGen are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different concrete model implementations." + "reason": "GPT-Neo versus GPT-J; same refactor family, different underlying changes." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated models." + "reason": "GPT-Neo and MGP-STR are unrelated concrete fixes." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different code paths." + "reason": "Different models and different output-capture implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model implementations." + "reason": "GPT2 and MGP-STR are unrelated; same theme alone is insufficient." }, { "left": "pull_request:44085", @@ -21000,289 +21007,259 @@ "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." + "reason": "ViLT and Flaubert/XLM are unrelated model-specific changes." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated implementations." + "reason": "SegFormer and LongT5 are different underlying refactors." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBERT are different model code paths." + "reason": "SegFormer and VisualBert are unrelated concrete fixes." }, { "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." + "reason": "Different model families; not the same bug/change." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and ImageGPT are unrelated concrete refactors." + "reason": "GPT-Neo and MPT are different model-specific changes." }, { - "left": "pull_request:44074", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert are different model code paths." + "reason": "VisualBert and Flaubert/XLM are distinct 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", + "right": "pull_request:44101", "accept": false, - "reason": "CVT/FNet and SegFormer are unrelated concrete changes." + "reason": "MPNet and Flaubert/XLM are unrelated implementations." }, { - "left": "pull_request:44010", + "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are different models and different code paths." + "reason": "GPT2 and MPT are different concrete changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different concrete implementations." + "reason": "GPT-Neo and GPT2 are different model-specific refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44722", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "SqueezeBERT and GPT-J are unrelated models." + "reason": "GPT2 versus GPT-Neo; related patterns, but not the same underlying fix." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different model code paths." + "reason": "Flaubert/XLM and LongT5 are different model code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "SqueezeBERT and DeBERTa v2 are unrelated changes." + "reason": "RegNet and SegFormer are unrelated model-specific changes." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different model implementations." + "reason": "RegNet and MPNet are different concrete fixes." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "DeBERTa v2 and ViTS are unrelated concrete code paths." + "reason": "MPT and ImageGPT are different model families." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "FocalNet and ImageGPT are different models; same refactor theme only." + "reason": "TextNet and Flaubert/XLM are unrelated code paths." }, { - "left": "pull_request:44066", - "right": "pull_request:44086", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-J/codegen and MGP-STR are different code paths." + "reason": "MPNet and LongT5 are different underlying changes." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-J/codegen and GPT-Neo are different model families." + "reason": "RegNet and GPT-Neo are unrelated model-specific refactors." }, { - "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:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different code paths." }, { - "left": "pull_request:44019", - "right": "pull_request:44722", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "ResNet and GPT-J are unrelated implementations." + "reason": "TextNet and LongT5 are unrelated concrete changes." }, { - "left": "pull_request:44019", - "right": "pull_request:44085", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "ResNet and GPT-J are different code paths." + "reason": "GPT-Neo and LongT5 are different model-specific changes." }, { - "left": "pull_request:44019", + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated model changes." + "reason": "SqueezeBert and MPT are unrelated implementations." }, { - "left": "pull_request:44068", - "right": "pull_request:44116", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and Flaubert are different models." + "reason": "SqueezeBert and VisualBert are different code paths." }, { - "left": "pull_request:44059", + "left": "pull_request:44010", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J are different model code paths despite similar decorator migration." + "reason": "SqueezeBert and GPT-J/CodeGen are unrelated concrete fixes." }, { - "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:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different models and changes." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and LongT5 are unrelated concrete implementations." + "reason": "RegNet and TextNet are unrelated model-specific refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and GPT-Neo are different model families." + "reason": "RegNet and SpeechT5 are different code paths." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different code paths." + "reason": "MPT and SpeechT5 are unrelated concrete changes." }, { "left": "pull_request:43996", - "right": "pull_request:44007", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and RegNet are unrelated model implementations." + "reason": "FNet/CVT and LongT5 are different model families." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different concrete changes." + "reason": "FNet/CVT and SegFormer are unrelated changes." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTa v2 and ViTS are different model code paths." + "reason": "SqueezeBert and DeBERTa are different model-specific fixes." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo and GPT-2 are different implementations, not the same fix." + "reason": "DeBERTa and TextNet are unrelated concrete changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT-2 and GPT-Neo are distinct model code paths." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing migration in the same files; these could be merged as one PR." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", - "accept": false, - "reason": "Flaubert and LongT5 are unrelated models." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing code path and overlap enough to be one combined PR." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and TextNet are different concrete code paths." + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "TextNet and LongT5 are unrelated implementations." + "reason": "Different model families; only the shared output-tracing theme matches." }, { - "left": "pull_request:44018", + "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different model code paths." + "reason": "FNet/CVT and SpeechT5 are unrelated concrete fixes." }, { - "left": "pull_request:43996", - "right": "pull_request:44056", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and MPNet are different model implementations." + "reason": "DeBERTa and SpeechT5 are different code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are unrelated concrete changes." + "reason": "DeBERTa and VITS are unrelated model-specific changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "SqueezeBERT and DeBERTa v2 are different code paths." + "reason": "FocalNet and ImageGPT are different models; same refactor pattern is not enough." }, { - "left": "pull_request:44044", + "left": "pull_request:44019", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are unrelated models." + "reason": "ResNet and TextNet are unrelated changes." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44056", + "right": "pull_request:44059", "accept": false, - "reason": "FocalNet and ImageGPT are different concrete implementations." + "reason": "MPNet and GPT2 are different model-specific refactors." }, { - "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." + "left": "pull_request:44056", + "right": "pull_request:44071", + "accept": false, + "reason": "MPNet and MPT are unrelated code paths." } ] }, "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)." + "feedback": "The summary is grounded in the packet and the soft-edge calls are mostly conservative. The accepted overlaps are limited to pairs that share the same model code path and look mergeable as one bugfix, while the rejects generally stay within different model families. I don\u2019t see a clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -21317,14 +21294,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "8a0dad7f41df03b69b03c69279d93f3b19eb22201a53fb57c7b7405e9c15f849", + "prepared_review_unit_hash": "949a5af4497d5a4035dad3d4e6808c49f6f022f46afba5e3280da2fa74a36a3a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84502, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 6, @@ -21339,42 +21316,42 @@ "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, + "summary": "These PRs are thematically similar migrations to standardized output tracing/capture utilities, but they target different model implementations and code paths, so they are not duplicates.", + "confidence": 0.96, "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.", + "canonical_pr_reason": "No issue is present; as a representative PR, 44129 is the clearest concrete change because it has an explicit issue target and a substantial SpeechT5-specific tracing refactor.", "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.", + "best_pr_reason": "44129 is the strongest single representative of the cluster: it has an explicit linked issue, a focused model-specific code change, and clear output-tracing refactoring scope.", "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." + "reason": "Both are output-tracing refactors, but one is for VisualBert and the other for TextNet; they touch different model code paths and are not the same underlying bug/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." + "reason": "MPNet and VisualBert are separate model implementations with distinct encoder logic; this is the same refactor pattern, not a shared duplicate fix." }, { "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." + "reason": "These apply the same decorator/capture pattern to different models (MPNet vs TextNet), so they are not mergeable as one duplicate PR." }, { "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." + "reason": "RegNet and SqueezeBert are unrelated model paths; despite similar migration wording, they are separate PRs for different implementations." }, { "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." + "reason": "SqueezeBert and SpeechT5 changes are on different architectures and code paths; they share a refactor theme but not the same concrete bug or fix." } ] }, @@ -21454,7 +21431,7 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "f6d51418076c11182b72429a9ddcd51dae123834076d6bbb7a7d0f13598f68d6", + "prepared_review_unit_hash": "ee3d603beabe81dfc19e67dcbf53ee5e2da29c732dccf9ef55c95dc1029b9b8a", "component_budget": { "node_count": 13, "item_count": 13, @@ -21476,162 +21453,168 @@ "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, + "summary": "These are separate open PRs that all follow the same output-tracing refactor pattern, but they target different model families and code paths; I do not see true duplicates among them.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "44003 is the broadest single example of the shared theme, updating both FalconMamba and Mamba with the new output-capturing plumbing.", "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.", + "best_pr_reason": "44003 is the strongest representative of the cluster: it has the largest, most substantive refactor and spans two closely related implementations in the same change.", "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." + "reason": "Different model families and forward paths; only the refactor style is shared." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but for different models and code paths." + "reason": "Unrelated model code paths; both are output-tracing cleanup, not the same bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families; these are separate refactors, not one concrete bug fix." + "reason": "Separate architectures with no shared concrete code-path issue." }, { "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." + "reason": "Different subsystems and implementations; same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model-specific forward-path changes; not mergeable as one underlying fix." + "reason": "Timm backbone vs RWKV are unrelated code paths." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model code paths, despite similar refactor wording." + "reason": "MobileNetV1 and UnivNet are different model families; no duplicate bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Distinct models and implementations; same broad pattern, not same bug/change." + "reason": "Different model architectures and forward logic." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different depth/vision models; similar output-capturing refactor, but not the same artifact." + "reason": "MobileNetV1 and DepthAnything are unrelated implementations." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 is unrelated to vision-encoder-decoder; too broad a match." + "reason": "No shared concrete code path; only similar output-tracing refactors." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Separate model wrappers with independent forward signatures and tracing behavior." + "reason": "Speech/vision encoder-decoder code is distinct from MobileNetV1." }, { "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." + "reason": "Vision-text dual encoder and UnivNet are unrelated model paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models; the similarity is only at the refactor pattern level." + "reason": "Different model families; same pattern, not same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and files; not the same concrete change." + "reason": "Vision-text dual encoder vs Mamba/RWKV stateful models are unrelated." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Vision-text dual encoder versus depth-anything are unrelated implementations." + "reason": "Different architectures and code paths." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are distinct model code paths; no shared underlying bug." + "reason": "UnivNet and UperNet do not share the same concrete bug." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Mamba refactor and UnivNet refactor are separate model-specific changes." + "reason": "Different implementations; no plausible single merged PR." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models and different forward/capture behavior; not one change." + "reason": "UnivNet vs DepthAnything are unrelated model families." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated code paths; only the refactor theme is shared." + "reason": "UperNet and RWKV are different code paths and fixes." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Distinct model implementations; too much only-theme overlap." + "reason": "No shared underlying bug; only the refactor pattern matches." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/falcon_mamba versus SuperPoint are separate model refactors." + "reason": "Mamba/RWKV-style stateful models vs SuperPoint are unrelated." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "CodeGen\u2019s tracing change is unrelated to the Mamba/FalconMamba refactor." + "reason": "Stateful Mamba-family code and CodeGen are different concrete paths." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "TimmBackbone and CodeGen do not share the same code path or change." + "reason": "Timm backbone and CodeGen are unrelated; same refactor theme only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different model implementations; not duplicate fixes." + "reason": "UnivNet and CodeGen do not fix the same issue." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated model-specific refactors." + "reason": "UperNet and CodeGen are distinct code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are different model wrappers; same pattern only." + "reason": "DepthAnything and VisionEncoderDecoder are different model families and fixes." }, { "left": "pull_request:44025", @@ -21643,79 +21626,79 @@ "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are separate model-specific changes." + "reason": "Depth estimation and SuperPoint are not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models and different tracing logic; not the same underlying fix." + "reason": "DepthAnything and RWKV are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are unrelated models; no shared concrete bug." + "reason": "DepthAnything and DPR are different concrete code paths." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated implementations; not one PR." + "reason": "VisionEncoderDecoder and RWKV are unrelated." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Vision and speech encoder-decoder wrappers are similar abstractions but different concrete changes." + "reason": "Different encoder-decoder wrappers, but not the same bug/change." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and forward paths; similarity is only thematic." + "reason": "VisionEncoderDecoder and SuperPoint are unrelated code paths." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR touch different code paths and should stay separate." + "reason": "Different model families and concrete fixes." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model implementations." + "reason": "SpeechEncoderDecoder and SuperPoint do not share the same underlying issue." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Speech encoder-decoder and RWKV do not fix the same concrete problem." + "reason": "SpeechEncoderDecoder and RWKV are unrelated." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different models and different output-signature refactors." + "reason": "SpeechEncoderDecoder and DPR are distinct code paths." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are separate refactors in unrelated code paths." + "reason": "SuperPoint and RWKV are different model families." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are distinct models; no duplicate underlying change." + "reason": "SuperPoint and DPR are unrelated fixes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model-specific refactors, not one mergeable PR." + "reason": "RWKV and DPR are different concrete implementations, not one duplicate bug." } ] }, @@ -21745,12 +21728,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "402c814aaca560831054763ca3f97e50944b694cb41c50f65bcbeef40fcb2629", + "prepared_review_unit_hash": "0e1cbc32ac848bff16902445ac21f647b7e48180d072b7d51a7301e5b8756b86", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21758,7 +21741,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21767,18 +21750,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "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, + "summary": "Two unrelated model-addition PRs were loosely similar because they both register new model packages and touch the auto/docs plumbing, but they implement different models (PenguinVL vs Voxtral TTS) and different code paths.", + "confidence": 0.98, "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.", + "canonical_pr_reason": "PR #45401 is the better cluster representative because it has an explicit linked issue target and a self-contained, narrowly scoped Voxtral TTS 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.", + "best_pr_reason": "PR #45401 is the strongest standalone PR in this cluster: it is tied to a concrete issue and has a focused implementation for one model family.", "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." + "reason": "They are both model implementation PRs, but for different models and different functionality; shared registration/docs files alone are not enough to treat them as the same change." } ] }, @@ -21808,12 +21791,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "0b556953edb20bcc10b62f471e807f01dbfd12181a7552c642c1f248e79d2bd0", + "prepared_review_unit_hash": "e416cebb38dec7350e92c0b66eb5c9f8f8b1b74448628d8af773ad3c51911d7e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -21821,7 +21804,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -21830,18 +21813,18 @@ "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, + "summary": "The two pull requests are related in the broad area of module/kernel fusion, but they are not the same underlying change: #44979 adds a generic Module Fusion API, while #45363 wires in n-to-1 kernel fusion via KernelConfig and adds an example. They should not be merged as duplicates.", + "confidence": 0.77, "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.", + "canonical_pr_reason": "#44979 is the cleaner representative because it introduces the core generic Module Fusion API in a focused way; #45363 is a more specific KernelConfig-based implementation built on top of that idea.", "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.", + "best_pr_reason": "#44979 is the best cluster anchor since it captures the foundational abstraction rather than a narrower application of fusion to one kernel path.", "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." + "reason": "Related fusion work, but different concrete changes and code paths: generic API vs KernelConfig-driven n-to-1 kernel fusion. Not the same PR." } ] }, @@ -21871,7 +21854,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "2c2a7314ff1ebccc05c1ea19236184bdc5665bc04882a6add1f7eafa4ab6280d", + "prepared_review_unit_hash": "c72e40f4420ff2fc82e093c44b1b14d75703fecc17f64225ae998f921cd9677f", "component_budget": { "node_count": 2, "item_count": 2, @@ -21893,18 +21876,18 @@ "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, + "summary": "Both PRs implement the same fix for the Mistral regex AttributeError in the same code path; 45317 is a superset of 45086 because it includes the same patch plus tests.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "PR 45317 is the stronger canonical choice: it contains the same core fix as 45086 and adds test coverage, making it the more complete and review-ready version of the duplicate pair.", "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.", + "best_pr_reason": "PR 45317 is best overall because it preserves the exact bug fix while also adding a test file, so it is the most complete representation of the change.", "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." + "reason": "Accept: both PRs make the same concrete fix in src/transformers/tokenization_utils_tokenizers.py for _patch_mistral_regex, with identical changed lines; 45317 simply adds tests, so they are duplicate implementations of the same underlying bug fix and could plausibly be merged into one PR." } ] }, @@ -21938,7 +21921,7 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "da330c0eb6015b6d2e072efa05c66423b0d84fb59f3b3e1cc5c12e64cb9edcaa", + "prepared_review_unit_hash": "a068da8e06f08bdf257729741b98fd4246c90698e2ac37cc7c532ad8dcc13bab", "component_budget": { "node_count": 4, "item_count": 4, @@ -21960,30 +21943,30 @@ "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, + "summary": "This cluster is heterogeneous: one NemotronH refactor, one NemotronH dense/sparse split, and two separate ASR streaming additions. The shared filenames are mostly auto/docs plumbing, not evidence of the same underlying change, so I would not merge any pair as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR fits the whole cluster cleanly; if one must be chosen, PR 46332 is the most self-contained and feature-complete standalone addition in the set.", "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.", + "best_pr_reason": "PR 46332 is the strongest representative because it implements a full Nemotron ASR streaming stack with core losses, model wiring, and documentation, whereas the others are either a refactor or a different Nemotron variant.", "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." + "reason": "Same NemotronH area, but 45115 is a refactor toward GraniteMoeHybrid while 45569 adds/docks separate NemotronH dense and sparse variants; different concrete changes, not one fix." }, { "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." + "reason": "Overlap is limited to shared auto/docs/model registry files; one is NemotronH architecture splitting, the other is Nemotron ASR streaming for a different model family." }, { "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." + "reason": "Both are ASR-related, but they target different model versions and code paths (Nemotron ASR vs Nemotron 3.5 ASR). They are related features, not the same underlying bug/change." } ] }, @@ -22013,7 +21996,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "35a8bba81a1138f90947c9d58b7da703f9db870f72902765f4b104ffc343eaf1", + "prepared_review_unit_hash": "8d4b3690f1f568bd00cceba162e8f1a98bcf0a75262dc3fff6e1870b2fbdfb12", "component_budget": { "node_count": 2, "item_count": 2, @@ -22035,18 +22018,18 @@ "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, + "summary": "These PRs are related pieces of a larger heterogeneous-model feature, but they are not duplicates: one adds per-layer config plumbing, the other adds model/cache support that consumes it.", + "confidence": 0.87, "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.", + "canonical_pr_reason": "PR 45332 is the broader umbrella change for heterogeneous model support, covering the actual model/cache plumbing; PR 45333 is a narrower config-foundation piece.", "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.", + "best_pr_reason": "PR 45332 is the most complete and central implementation of the feature cluster, while 45333 is supporting configuration groundwork.", "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." + "reason": "Reject: these are complementary feature increments rather than the same underlying bug/change. 45333 introduces per-layer heterogeneous config support, while 45332 adds heterogeneous model/cache handling that depends on that config plumbing; they would not plausibly collapse into one duplicate PR." } ] }, @@ -22076,7 +22059,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "bf7a4f6ba68d938072ccbc906027d6c4f39cedc102d7176b45c90dbaa3119cd8", + "prepared_review_unit_hash": "5e556153e9ce5aa9cd357b868a893b6fa0c2bf3482e91519f9068f6911aa56f7", "component_budget": { "node_count": 2, "item_count": 2, @@ -22098,18 +22081,18 @@ "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, + "summary": "Both items are pull requests about cached forward behavior with seq_len > 1, but they fix different model families and different code paths: one is Mamba2 cache handling, the other is Qwen/OLMo hybrid linear-attention cached forward. They are related by theme, not the same underlying change.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "PR #46084 is the better canonical PR because it has an explicit issue target (#46032) and a narrowly defined fix for Mamba2 use_cache behavior when seq_len > 1.", "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.", + "best_pr_reason": "PR #46084 is the strongest representative of the cluster due to its explicit tracking issue and focused scope; PR #45513 spans several model files and a different attention path, so it is less suitable as the canonical representative.", "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." + "reason": "Reject: they address different concrete bugs in different model implementations. #45513 fixes multi-token cached forward for Qwen3.5/OLMo hybrid linear attention, while #46084 fixes Mamba2 cache state handling when seq_len > 1. Same broad theme, not the same underlying code-path problem." } ] }, @@ -22139,7 +22122,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "2486ed30e691649329be9a8d740d663a0d60ceb45d4d3f7a33b838c93f93f300", + "prepared_review_unit_hash": "014b009d7b0021f03e3b3542e18bfa5a08c846e700180f6da15b1cb7946368ca", "component_budget": { "node_count": 2, "item_count": 2, @@ -22161,18 +22144,18 @@ "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, + "summary": "The two pull requests are related by expert-parallel loading, but they fix different bugs in different code paths: PR 45548 addresses EP + DeepSpeed ZeRO-3 loading/serialization of distributed_config, while PR 45662 addresses EP + FSDP2 experts being overwritten by rank-0 broadcast. Similar subsystem, not the same underlying change.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "PR 45662 is the stronger representative: it targets a concrete EP/FSDP2 loading corruption bug with a clear failure mode and a multi-file fix, rather than the narrower serialization/loading compatibility change in 45548.", "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.", + "best_pr_reason": "PR 45662 is the best standalone candidate because it fixes the more explicit data-loss bug in the loading path and has the clearest end-user impact.", "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." + "reason": "Do not merge: 45548 fixes EP + DeepSpeed ZeRO-3 loading by preserving distributed_config and adding has_ep, while 45662 fixes EP + FSDP2 expert tensors being overwritten after rank-0 broadcast. Same broad subsystem, different concrete bugs/code paths." } ] }, @@ -22202,7 +22185,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "eb363d9d8660c87e3c0f50fd5aa31d0ac4b92c45a25fcabc12859d1ee2f0560d", + "prepared_review_unit_hash": "60c8c673abc7a83cf89730e9539d94aba6c53f2a010061dcf854ec4a17a1fa82", "component_budget": { "node_count": 2, "item_count": 2, @@ -22224,18 +22207,18 @@ "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, + "summary": "These two PRs address the same xdist/captured_info collision problem; #45645 is the broader superset, while #45639 is a narrower implementation of the same underlying fix.", + "confidence": 0.87, "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.", + "canonical_pr_reason": "PR #45645 is the best canonical PR because it includes the xdist-safe output-file change plus the CI/workflow update needed to consume multiple captured_info files, making it the more complete fix.", "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.", + "best_pr_reason": "PR #45645 is the best representative of the cluster since it covers the full bug fix and downstream log handling, whereas #45639 only covers the library-side portion.", "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." + "reason": "Same underlying xdist collision/captured_info bug; #45645 appears to subsume #45639 and both could plausibly be merged into one PR." } ] }, @@ -22268,7 +22251,7 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "c0859b205399f41f99b35a78758f58ba5761e326957a8514be96cdd0638fb63b", + "prepared_review_unit_hash": "f21fd8b7726af5cc6888bb33ddec04735983789ff1621d60d476d3cb5649e2d9", "component_budget": { "node_count": 3, "item_count": 3, @@ -22290,30 +22273,30 @@ "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, + "summary": "These are three separate PRs: one adds AutoModel registration for GLM-ASR, and two add attn_implementation dispatch support for different model families (RecurrentGemma vs BLIP-2/InstructBLIP). They are thematically similar but not duplicates of the same underlying change.", + "confidence": 0.96, "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.", + "canonical_pr_reason": "No issue is present; for a representative PR, pull request 46320 is the cleanest single-model example of the attn_implementation dispatch work with direct code, docs, and tests tied to RecurrentGemma.", "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.", + "best_pr_reason": "Pull request 46320 is the best representative of the cluster\u2019s main technical theme because it is a focused, self-contained implementation for one model family. Pull request 46401 is broader but still a separate change set, and 45670 is unrelated to attn_implementation dispatch.", "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." + "reason": "Different changes and code paths: GLM-ASR AutoModel registration versus RecurrentGemma attention-dispatch support. They are not the same bug or mergeable fix." }, { "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." + "reason": "Different changes and code paths: GLM-ASR AutoModel registration versus BLIP-2/InstructBLIP attention-dispatch support. Shared ML model context is too broad to be a duplicate." }, { "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." + "reason": "Both add attn_implementation support, but for different model families and distinct model-specific implementations (RecurrentGemma vs BLIP-2/InstructBLIP/InstructBLIPVideo). They are related features, not the same underlying change." } ] }, @@ -22343,7 +22326,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "9e39021694bd311ece0ac8a0ffe0c7468acc1bfa05d43bea496d6ccebe879d4b", + "prepared_review_unit_hash": "8580486856f359a38a5d90cc1c746c5b23f32a9f05e07deb8b07a622008a1052", "component_budget": { "node_count": 2, "item_count": 2, @@ -22365,18 +22348,18 @@ "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, + "summary": "Two unrelated linter-driven transformer PRs: one changes model forward return-tuple handling (TRF003), the other changes weight initialization logic (TRF018). They overlap only because they touch many of the same model files, not the same bug or change.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "PR #45720 is the better representative: it has a narrower, concrete scope centered on forward signatures/return behavior, making it the cleaner canonical PR for this cluster.", "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.", + "best_pr_reason": "PR #45720 is the strongest standalone PR: it targets one specific code-path behavior change across model forwards, whereas #46259 is a separate initialization-rule sweep.", "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." + "reason": "Different underlying changes: #45720 updates forward output/return_dict handling, while #46259 refactors model weight initialization. Shared model files are incidental and not evidence of the same fix." } ] }, @@ -22472,7 +22455,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "357b211e761b2deb586aac3ee45780d4b001f079b2810c826ed15698acf350bb", + "prepared_review_unit_hash": "69d93e5b37ade1d528471bdb787f99716fbaec84a5b7659a1a48501303b00a5e", "component_budget": { "node_count": 2, "item_count": 2, @@ -22494,18 +22477,18 @@ "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, + "summary": "These PRs are unrelated: 45932 is a broad experimental/test-ci plus model/config change set, while 46100 is a focused ViT test migration. They do not fix the same underlying problem and should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different concerns and are not duplicates.", "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.", + "best_pr_reason": "46100 is the more self-contained and coherent PR if a representative must be chosen, but it is not a duplicate of 45932.", "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." + "reason": "Different scopes and code paths: 45932 touches CI workflow and multiple model/config files, while 46100 adds/migrates ViT tests. They are not the same change and would not plausibly be merged into one PR." } ] }, @@ -22538,7 +22521,7 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "1b2e76af3098a864811a6562f2bc3aa1a7b91aa78ba4e46a9ecbf3657358e9f2", + "prepared_review_unit_hash": "d2db3300a43d3c5de966ee52c486a8cdd13b6668f4eaf095e31a418290d56315", "component_budget": { "node_count": 3, "item_count": 3, @@ -22560,30 +22543,30 @@ "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, + "summary": "These PRs are thematically similar (all add SDPA/attn_implementation dispatch), but they target different model families and distinct code paths, so they are not duplicates and should not be merged together.", + "confidence": 0.96, "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.", + "canonical_pr_reason": "No single canonical PR: CTRL, T5, and wav2vec2/audio stack changes are separate model-specific implementations of the same feature pattern, not the same underlying change.", "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.", + "best_pr_reason": "PR 46196 is the broadest and most central representative of the feature family, but it still addresses a different set of models/code paths than the other two.", "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." + "reason": "Same feature class, but different model families (CTRL vs T5) and different implementation paths; not the same concrete bug/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." + "reason": "Both relate to attention dispatch, but CTRL and wav2vec2/audio models are separate code paths with different fixes; not mergeable as one 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." + "reason": "T5 and wav2vec2/audio dispatch support are distinct model-specific changes, not the same underlying PR or bug." } ] }, @@ -22613,7 +22596,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "8cafd986850e10c4e47691a3ed7b95204ff4a1897c47e413c8f80b6653a2f8b1", + "prepared_review_unit_hash": "d01dbaf1fbc37cdd90c49db3048b079ffcd4b93f19f658f8fd729b28250277e7", "component_budget": { "node_count": 2, "item_count": 2, @@ -22635,18 +22618,18 @@ "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.", + "summary": "These two PRs are not duplicates: #46126 is a focused EP/Trainer integration change around tensor-parallel routing, while #46269 is a broad distributed-branch base PR touching many unrelated distributed components. The shared filenames are too coarse to imply the same concrete fix.", "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.", + "canonical_pr_reason": "#46126 is the more canonical PR because it has a narrow, concrete scope and a clear code-path purpose (EP routing / Trainer integration) rather than serving as a broad branch-base umbrella.", "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.", + "best_pr_reason": "#46126 is the best representative of the cluster because it is the only focused change set; #46269 is too large and mixed to stand in as a single duplicate target.", "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." + "reason": "Reject: they do not appear to fix the same underlying bug or implement the same change. #46126 is a targeted EP routing integration patch; #46269 is a wide distributed branch-base PR with many unrelated edits, so they could not plausibly be merged as one duplicate PR." } ] }, @@ -22708,7 +22691,7 @@ "pull_request:46504|pull_request:46563", "pull_request:46432|pull_request:46563" ], - "prepared_review_unit_hash": "cfb3138c8d85a53fcfeb1386d152a054146fc6c5423fd6eb449b24bd1fbedacb", + "prepared_review_unit_hash": "d74b452130e367ccfaba5ff926981ea17029b1105d6452c567f71d551115dbb3", "component_budget": { "node_count": 9, "item_count": 9, @@ -22730,162 +22713,168 @@ "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, + "summary": "These are all small, unrelated workflow-maintenance PRs. The only high-similarity group is the three pr-ci-security-gate edits, but they change different aspects of the workflow and are not the same underlying fix/change.", + "confidence": 0.94, "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.", + "canonical_pr_reason": "No single canonical PR: the cluster spans distinct workflow updates across different files, and the similar pr-ci-security-gate PRs still address different changes rather than one duplicate fix.", "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.", + "best_pr_reason": "PR 46554 is the strongest representative because it makes the most concrete behavior change in pr-ci-security-gate.yml, but it is still not a duplicate of the other PRs.", "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." + "reason": "Different workflows and different concerns; only a generic workflow-maintenance similarity." }, { "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." + "reason": "Unrelated workflow updates; no shared concrete bug or change." }, { "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." + "reason": "Different files and different workflow behavior; not the same change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different code paths; no shared underlying bug or change." + "reason": "Separate workflow edits in different CI paths; not duplicative." }, { "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." + "reason": "Both are workflow tweaks, but they fix different scripts and different failure modes." }, { "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." + "reason": "Different workflow files and unrelated trigger logic; not the same underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "SSH runner changes are unrelated to anti-slop permission adjustments." + "reason": "Different workflows; similarity is only at the 'chore update' level." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "No shared bug/change; SSH runner hardening vs reviewer assignment checkout fix." + "reason": "Distinct workflow maintenance in separate files; not mergeable as one duplicate fix." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow concerns and different fixes; not the same underlying issue." + "reason": "The SSH runner hardening and pr-ci-security-gate change address unrelated problems." }, { "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." + "reason": "Different workflow behavior and different file targets; not a duplicate." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow tweaks, but they change different workflows and different triggers/permissions." + "reason": "Different workflows with different triggers; no same underlying bug/change." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow jobs with different fixes; no same code-path problem." + "reason": "Separate workflow files and independent changes; similarity is superficial." }, { "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." + "reason": "Both are CI workflow updates, but they modify different jobs and logic." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different security/automation workflows with no shared underlying defect." + "reason": "Unrelated workflow changes; no plausible single-PR duplicate." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer assignment checkout ref fix is unrelated to benchmark dispatch support." + "reason": "Different workflow targets and behavior; not the same change." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different behavior; not duplicates." + "reason": "Distinct workflow maintenance changes in separate files." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Reviewer assignment workflow fix is unrelated to PR CI security-gate logic." + "reason": "Different workflow concerns; not the same underlying fix." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark trigger change and commit-message parsing fix are distinct workflow updates." + "reason": "Both are workflow edits, but they change unrelated CI behavior." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows with different goals; no same underlying bug/change." + "reason": "Benchmark workflow trigger logic is unrelated to pr-ci-security-gate hardening." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-image trigger parsing is unrelated to PR CI security-gate checks." + "reason": "Different workflows and different bug classes; not duplicates." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and fixes; commit-message handling vs security-gate permissions." + "reason": "Build-tag parsing and security-gate permissions are unrelated changes." }, { "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." + "reason": "Same file, but one adds checkout/security checks while the other changes permissions and approval gating; different changes." }, { "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." + "reason": "Same workflow file, but one changes security checks and the other only adds documentation/comments around a reusable workflow." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval gating changes are distinct from the comment-only reusable-workflow note." + "reason": "Same file, but permissions/approval gating is a different change from the reusable-workflow note." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow files and behavior; no duplicate fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow changes with no shared concrete code-path problem." } ] }, @@ -22915,7 +22904,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "f6ebb04940e0a9c68d8c769ead0bd23f0216864ae5689ae50f7f788281352ffb", + "prepared_review_unit_hash": "0ca1c05dac8f4e66b345b5131f8e416e507634e9db00d4f39d912833809e8d05", "component_budget": { "node_count": 2, "item_count": 2, @@ -22937,18 +22926,18 @@ "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, + "summary": "The two PRs are related by a broad theme of avoiding direct source-file opens, but they fix different code paths in different modules and should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46207 is the better canonical-style representative only in the loose sense that it is a narrower, test-backed fix for a specific bug in model attention-implementation detection; PR 46152 is a separate import-utils change.", "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.", + "best_pr_reason": "PR 46207 is the strongest PR in the cluster for triage because it addresses a concrete runtime path and includes tests, while PR 46152 is an independent source-loading refactor in a different subsystem.", "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." + "reason": "Different underlying fixes: 46152 changes import_utils source resolution to use importlib.resources/path traversal, while 46207 changes modeling_utils to use inspect.getsource for _can_set_attn_implementation. Same theme, but not the same concrete bug or mergeable PR." } ] }, @@ -22980,52 +22969,52 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "162a561ad1f9ea658d22c357432c469f480f64a0fac69e6dd9b1444164b977e5", + "prepared_review_unit_hash": "4d9e827d7fbad904c8449b6164c8045e4f091c3d7c4d8af7d34a354dedd81dac", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5920, - "estimated_input_tokens": 1480, - "estimated_eval_tokens": 3216 + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5920, - "estimated_input_tokens": 1480, - "estimated_eval_tokens": 3216 + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 }, "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, + "summary": "Two PRs are near-identical duplicates fixing the StaticLayer.get_seq_length return type annotation in cache_utils.py for issue #45987. The third PR is a different static-cache generation config change and should not be clustered with them.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "PR #46173 is the best canonical representative: it is the earlier, direct fix for #45987, with the same cache_utils.py type-hint change as the duplicate PR #46474.", "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.", + "best_pr_reason": "PR #46173 is the strongest cluster anchor because it exactly matches the duplicated code change, explicitly targets the shared issue, and is the earlier of the two identical fixes.", "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." + "reason": "Different bugs and code paths: #46436 changes generation cache sizing logic in generation/utils.py, while #46474 only adjusts StaticLayer.get_seq_length type hints in cache_utils.py." }, { "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." + "reason": "Same underlying fix: both make the StaticLayer.get_seq_length return type accept int | torch.Tensor in cache_utils.py and target the same 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." + "feedback": "The analysis is grounded in the packet and stays conservative. It correctly treats PRs 46173 and 46474 as duplicate fixes to the same cache_utils.py type-hint issue (#45987), and it correctly keeps PR 46436 separate as a different generation/static-cache config change. No overstatement found." }, "evaluator_used": true, "retried": false, @@ -23052,7 +23041,7 @@ "soft_pairs": [ "pull_request:46236|pull_request:46621" ], - "prepared_review_unit_hash": "460c65772d00a0eacd151ef08a9794d67abf6861754130d1d14d4ee6440d2267", + "prepared_review_unit_hash": "ba2822deff9e0ea526f12ab078d4852d8982ddf4ef115bae0df93d56d600e225", "component_budget": { "node_count": 2, "item_count": 2, @@ -23074,18 +23063,18 @@ "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.", + "summary": "These two pull requests are unrelated documentation localization changes: one adds a Bengali docs translation set, while the other adds a Chinese translation for a single kernels page. They do not fix the same code-path or represent the same change request.", "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.", + "canonical_pr_reason": "PR 46236 is the better cluster representative because it is the broader, explicitly tracked documentation translation effort and has an issue link, while PR 46621 is a small single-page translation.", "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.", + "best_pr_reason": "PR 46236 is the strongest standalone PR in this cluster because it covers a larger, coherent docs localization bundle rather than a narrow 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." + "reason": "Different translation scopes and languages: Bengali docs set vs. Chinese kernels page. They are not the same underlying change and would not plausibly be merged into one PR." } ] }, @@ -23115,7 +23104,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "e48768fad776caa8b2f0a3a8e6e9ae516390b9aad167dbb658de6a6d1926b023", + "prepared_review_unit_hash": "382ec8a17ee59ae74aef12656fb0ecafddee66c10c9d101f8a6f8755992c8538", "component_budget": { "node_count": 2, "item_count": 2, @@ -23137,18 +23126,18 @@ "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, + "summary": "Both PRs fix the same right-window off-by-one boundary bug in Moonshine streaming masking; PR 46546 is the broader, more complete version and includes tests plus the same fix in Gemma4.", + "confidence": 0.89, "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.", + "canonical_pr_reason": "PR 46546 is the more complete representative: it applies the same boundary fix to Moonshine streaming, extends it to Gemma4, and adds tests.", "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.", + "best_pr_reason": "PR 46546 is the strongest standalone fix because it covers the same bug with broader model coverage and test support.", "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." + "reason": "Both PRs correct the same off-by-one right-window boundary in the same mask helper; 46310 is essentially a narrower precursor/subset of the fix in 46546." } ] }, @@ -23178,12 +23167,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "38f5ec1c00c388afbddba2a6d4c984fdfbe136db30fb81f2db638b8dc93ecf73", + "prepared_review_unit_hash": "6176c53a7ab7cd2765c9ac86379204ba190bc984e588d713452f5f1d4963f642", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5938, + "serialized_chars": 5939, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23191,7 +23180,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5938, + "serialized_chars": 5939, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23200,18 +23189,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated pull requests: one adds multimodal support to continuous batching, and the other adds the HunYuan VL model package/docs/tests. They share a broad multimodal theme but not the same concrete change or code path.", - "confidence": 0.98, + "summary": "These pull requests are not duplicates: one is a draft infrastructure change for continuous batching multimodal support, while the other is a finished model integration for HunYuan VL with docs and tests. The overlap is only superficial.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "If one PR must represent the cluster, 46417 is the more complete and mature standalone change: it is non-draft, adds a full model integration, and includes docs/tests.", "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.", + "best_pr_reason": "46417 is the best overall artifact here because it is a self-contained feature addition with substantial implementation and validation, whereas 46376 is still a draft infra PR.", "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." + "reason": "Different underlying changes: continuous batching multimodal infrastructure vs. HunYuan VL model integration. They do not fix the same code-path problem and would not plausibly merge as one PR." } ] }, @@ -23241,12 +23230,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "d059c227b039a6beb3b91120aa5293a422ca63a0ded9ce5499e09678aef3dcfb", + "prepared_review_unit_hash": "0470ab71e2609ac1e43c7c7b182609f4589eafeb27808cadf25189132e813523", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5494, + "serialized_chars": 5495, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23254,7 +23243,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5494, + "serialized_chars": 5495, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23263,18 +23252,18 @@ "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, + "summary": "Two Mistral-related PRs overlap in files and subsystem, but they appear to be separate changes: one refactors/relocates MistralConverter, the other adds tekken tokenizer detection and save/conversion utilities. Not a duplicate pair.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "PR 46604 is the broader, more substantive Mistral tokenizer change and is the better representative of the cluster.", "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.", + "best_pr_reason": "PR 46604 best captures the main functional direction here (tekken tokenizer detection/conversion/save support), whereas 46603 is mainly a code move/refactor.", "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." + "reason": "Same subsystem and shared files, but different underlying changes: 46603 moves MistralConverter into an integrations package, while 46604 adds tekken tokenizer detection, conversion, and save utilities. They are related but not the same concrete change and would not reasonably collapse into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 1cd94122a91441452cc9df6529c50364b64a0928..58265d7db2b21e87ea3d3f2086ecfcc3489879e7 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260614t120024z", + "analysis_id": "hybrid-model-20260614t180027z", "archived_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" + "hybrid": "snapshots/20260614T180027Z/analysis-runs/hybrid-model-20260614t180027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260614T180027Z/analysis-runs/hybrid-model-20260614t180027z/analysis-report-hybrid.llm-reviews.json" }, 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resume-training/trust-remote-code issue." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different failure modes: mask/tensor shape mismatch vs Gemma4 device placement mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different errors: ZeRO-3 Bert index error vs mask shape mismatch at indexing." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different contexts: ZeRO-3 Bert initialization bug vs training resume with local model." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: ZeRO-3 Bert index error vs unrelated mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different modalities and bugs: mask indexing error vs Qwen3.5 video token/features mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model/backend issues: mask shape error vs GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different bugs: resume/trust-remote-code issue vs broken official Nemotron example." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Different failures: video StopIteration vs training resume/trust-remote-code." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different bugs: ZeRO-3 Bert index error vs resume-training issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Different domains: BarkProcessor voice preset bug vs ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is Bert zero-size index error; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3 Bert loading/training bug with the same 'index 0 is out of bounds for dimension 0 with size 0' failure." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different problems: Liger Kernel cross-entropy path vs GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: detokenization regression vs LoRA merge/save/load mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime issue vs LoRA weight merge inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different training stack failures: FSDP/checkpointing recompute mismatch vs generic mask indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed symptoms and code paths: weight shape error vs collective mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model family, but different concrete bugs: CPU offload incompatibility vs uninitialized memory after materialization." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different model/tooling bugs: Gemma3 vLLM config attribute error vs Mistral tokenizer patch crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch compatibility, but they are separate version constraints and failure reports, not one bug." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 issues: device mismatch in forward vs expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch incompatibility report vs Qwen3-8B NVFP4 runtime error." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but one is about removed pipeline tasks and the other about the removed transformers run command." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: autocast dtype mismatch vs MPS histogram not implemented for Int." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Different subjects: TRL SFT embedding unpacking vs MPS MoE histogram failure." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different failures: Liger Kernel cross-entropy invocation vs autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different training-related bugs: DeepSpeed collective mismatch vs custom trainer compute_loss kwarg change." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different paths: activation checkpointing/FSDP size mismatch vs GenerationMixin import error." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different code paths: Liger Kernel cross entropy vs mask/tensor shape mismatch." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different areas: GPT-OSS AMD GPU issue vs outdated RAG examples." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different bugs: corrupted checkpoint vs Sam3Model text encoder weights not loaded." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are compatibility reports, but they concern different torch/distributed constraints and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs: Mistral dtype mismatch vs GraniteMoEHybrid invalid method." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/model failures: dtype mismatch in Mistral vs MPS histogram Int error." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different failures: torch dynamo grouped_mm tracing error vs Mistral image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different issues: Mistral dtype mismatch vs broken Nemotron example." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model/backend bugs: Mistral dtype mismatch vs GPT-OSS AMD GPU failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: it correctly characterizes the set as mostly heterogeneous and only treats the 43596/43638 pair as a duplicate. The soft-edge verdicts are generally conservative and do not overclaim merges where the titles and pairings point to distinct bugs or subsystems." + }, + "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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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": "888b668f50eada30e0cf19b72f63dbf982c738c301a373b002c77544e17794ea", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40030, + "estimated_input_tokens": 10008, + "estimated_eval_tokens": 20272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set. Only one soft pair looks like a true duplicate: the v5 AutoTokenizer wrong-token-ID regression across model families. The rest share broad subsystems or similar error shapes but do not appear to be the same underlying bug.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45920 is the best representative because it is the broadest, most actionable tokenizer-regression report, covering multiple model families and carrying inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest global issue choice: broad scope, open, and likely the central tracker for the v5 AutoTokenizer token-ID regression cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: PaddleOCR-VL loading in vLLM vs a PyTorch USE_DISTRIBUTED=0 compatibility break." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the models and likely code paths differ; not enough evidence of one underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding_window_pattern attribute error and Qwen3 auto-device-map cuda assert are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed build regression." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different outdated references and different behavior changes." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and different failure modes: device mismatch vs apply_chat_template video-token mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-VL video StopIteration are distinct problems." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 PLE device mismatch are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "DeepSeek detokenization regression and outdated RAG docs are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to documentation examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code compatibility break and USE_DISTRIBUTED=0 incompatibility are different regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying v5 tokenizer regression: wrong token IDs across model families, with 45812 appearing to be a Granite-specific instance of the broader issue in 45920." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading implementation bug are different." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params kwarg incompatibility is unrelated to the distributed build regression." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and outdated RAG docs are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding window, but one is a missing config attribute and the other is a Qwen3-MoE model-specific issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is a ZeRO-3 initialization failure." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash load failure and Ovis2 checkpoint corruption are distinct model-specific problems." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are separate compatibility issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 BertModel load failure and torch 2.4.1/transformers 5.8.0 incompatibility are different issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic config regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a transformers-chat crash and the other is a streaming chat/completions API failure; not clearly the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and table-question-answering crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern and Gemma4 PLE device mismatch are different regressions." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and MPS MoE histogram error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE problems: grouped_mm tracing failure vs MPS histogram unsupported for Int." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE-related runtime errors, but the traced grouped_mm failure and autocast dtype mismatch are different concrete bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template-node compile error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but they stem from different symptoms and model-loading contexts." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different features/issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and pydantic PretrainedConfig breakage are different config issues." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking failure do not appear to share the same cause." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM/memory regression and tied-weights translation-model regression are different problems." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure and GPT-OSS MoE tensor-parallel failure are different MoE bugs." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming inference failure are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft pair (issue:45812 \u2194 issue:45920) is a conservative, title-based duplicate call: both describe the same v5 AutoTokenizer wrong-token-ID regression, with 45920 clearly broader. The other soft-edge rejections stay cautious and do not overclaim a shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 3, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:44918|issue:45507", + "issue:46489|issue:46491", + "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": "3833d1ab332f1cd976fc2b744b1c6edf9ba78f1e6548289ea9499610781068e8", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "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": "The non-persistent-buffer regression pair (43950/44534) remains the only clearly grounded duplicate. The T5/XOR-validation pair is too weakly evidenced from titles alone and should be treated as a non-duplicate for now.", + "confidence": 0.84, + "canonical_issue_reason": "43950 is the clearest, most specific representative of the shared non-persistent-buffer corruption regression.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best overall anchor issue because it is precise and directly describes the underlying regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different concrete failures: unexpected init argument vs pydantic/config field break." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated bugs in different code paths; sliding_window behavior vs PretrainedConfig/pydantic." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal/input issues, but the symptoms and likely code paths differ." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Different root causes: remote_code breakage vs torch/transformers version incompatibility." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Distinct runtime errors in unrelated code paths." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both mention video input, but one is a broad regression and the other is a specific template/token mismatch." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are shape/index errors, but they are different failures with different triggers." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reported symptoms are not clearly the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs in composite-config loading vs uninitialized rotary embedding memory." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different failures: FSDP weight dimensionality vs TRL SFT embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Shared multimodal/training context only; not the same underlying bug." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Completely different models and symptoms." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model initialization in notebooks is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom code loading, but the failure modes are different." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but affect different model families and likely different paths." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config 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-weights translation behavior." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is a different issue from tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer note is unrelated to a docs typo." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is not the same as tied-weight regressions." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Title similarity alone is not enough; 46463 looks like a T5-specific validation/error-message issue rather than a confirmed duplicate of the broader XOR-check bug." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is unrelated to docs mentioning a removed command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs: TRL embedding unpacking vs an invalid-method call." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and symptoms." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different tokenizer/model-loading problems." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Completely different failures." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: non-persistent buffers are being corrupted/filled with junk in Transformers v5." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs-example mismatch and the other is a quality/results complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Related v5 regressions, but not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different error classes and contexts." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both are dtype/autocast-related, but the concrete failures differ." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The buffer-regression pairing (43950/44534) is well grounded, but the other accepted edge (45183/46463) is too assertive for the evidence shown. The packet only gives title-level similarity, and 46463 could be a related T5-specific validation/error-message issue rather than a confirmed duplicate of the broader XOR-check bug. Please downgrade that verdict to something more tentative unless you have body-level evidence tying them to the same fix." + }, + "evaluator_used": true, + "retried": true, + "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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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": "0f56ef49c40e4c59650856f09f26bd990bb26568404711e1a27e532ddf92886c", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "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 heterogeneous cluster of model-loading, tokenizer, and runtime regressions. The strongest duplicate candidates are the SigLIP2 discrepancy pair and the Mistral regex/tokenizer pair; the DeepSeek/remote_code issues are related but, on this packet, not concrete enough to treat as duplicates.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45920 is the best umbrella issue because it is open and explicitly covers a broad v5 tokenizer-regression class affecting multiple model families, making it the most representative issue in the cluster even though not every DeepSeek-related report is a duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest global issue candidate because it is open, broad, and explicitly framed as a multi-model v5 tokenizer regression; that makes it the best cluster anchor without over-collapsing distinct model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different failure modes: bitsandbytes constructor-argument incompatibility vs missing Float8 storage support." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but the packet only shows broad thematic overlap for DeepSeek/R1 vs DeepSeek-Coder; not enough evidence of one concrete duplicate bug or one mergeable fix." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization, but one is a SigLIP2 embedding-quality discrepancy and the other is a general tokenizer behavior change." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption during loading and generic loading noise are different bugs." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "A generic non-persistent buffer corruption regression and a specific Qwen3 MoE inv_freq materialization issue are not the same code-path failure." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but the titles point to different symptoms without enough evidence of a single underlying defect." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different mechanisms." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention packed-sequence misinterpretation and CPU-offload incompatibility are distinct failures." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness and int4 quantization OOM are memory-related but not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError and MoE inv_freq materialization corruption are unrelated internals." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Strong SigLIP2 match: both describe HF-vs-reference implementation discrepancies causing degraded or incorrect outputs." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading errors, but for different models and different root causes." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as a hard model-loading failure for a specific checkpoint." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-shape training error and early-stopping metric handling are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and Python 3.13 flash_attn import lookup are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noise during loading vs a specific model loading failure are not the same underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both are MoE/memory themed, but one is a PEFT checkpointing issue and the other is training memory inefficiency." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related around remote-code/config loading, but the packet does not show a single concrete underlying bug; safer to keep them as related-but-distinct regressions." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model-loading failures triggered by different features (DeepSpeed ZeRO-3 vs FineGrainedFP8Config)." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram unsupported for Int and Gemma4 device mismatch are different device-related bugs." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing model-class import and bitsandbytes parameter-construction issues are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading failures with no shared concrete code path." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code breakage and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping registration failure and remote-code loading regressions are different issues." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": true, + "reason": "Both hit the fix_mistral_regex / tokenizer-regex path; the crash and warning/codec regression look like the same underlying tokenizer bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device placement are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across versions and a tie_word_embeddings warning are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading key error and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code breakage and Kimi-K2.5 tokenizer regex regression do not share the same code path." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Two different tokenizer-conversion performance regressions in opposite directions; not one bug." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions, but the packet only supports broad thematic overlap, not a clear shared concrete bug or single fixable code path." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge judgments are not consistently conservative enough. In particular, the accepted pairs `issue:43643` \u2194 `issue:45020` and `issue:45488` \u2194 `issue:46489` are supported mainly by broad thematic overlap (`remote_code`, DeepSeek/tokenizer regressions) rather than clear evidence of the same underlying bug or a single mergeable fix. `issue:45920` \u2194 `issue:46489` is also a bit broad for a duplicate call. Given the packet only provides titles/metadata, the safer stance would be to keep these as related-but-not-duplicate unless there is stronger concrete alignment." + }, + "evaluator_used": true, + "retried": true, + "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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:36331|issue:41093", + "issue:42947|issue:45923", + "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": "a9e434636e321d2e27ea1b0825038be979bfe3ef09ffe3b1514a54cbbb9e5a8b", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "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": "This cluster is mostly a mix of distinct model-loading, training, and regression reports across different model families. Only a few soft pairs look like true duplicates or near-duplicates; most should stay separate.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43957 is the broadest representative of the cluster: a transformers 5.x model-loading regression around meta-device materialization, which matches the general loading-failure theme better than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43957 is the best single issue anchor for triage because it captures the widest, most reusable failure mode in the set rather than a one-off model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both report stale pipeline task references removed in v5." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different bugs: tied lm_head in Mistral3 vs non-persistent buffer corruption in from_pretrained()." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` TypeError during model initialization/loading; 44291 is the broader reproduction of the same incompatibility." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs bitsandbytes Int8Params keyword mismatch." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both involve Whisper/audio, but the reported failures are not clearly the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed problems: missing Qwen3 MoE weight conversion vs gradient averaging with GAS." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different errors and code paths: trainer loss signature mismatch vs mask/tensor shape IndexError." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is a PEFT/LoRA effectiveness issue and the other is a missing model flag." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading bugs affecting different models and symptoms." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Related DeepSpeed weight-loading failures, but the affected models and failure descriptions are not specific enough to treat as the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for unrelated architectures." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: RLHF NaNs from position_ids/SDPA fallback vs flash_attention.py crash on s_aux=None." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-shape mismatch IndexError pattern; 44805 looks like another report of the same underlying indexing bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same v5.3.0 video-input regression in the Qwen/VL family; 44560 is a specific StopIteration manifestation of the broader issue." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model-loading complaints for different checkpoints." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Unrelated model-load failures for different architectures." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different Qwen3.5 cache/attention crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different issues: ZeRO-3/BertModel index error vs a generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different bugs: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both are rotary/position-related, but the model families and failure modes differ." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different bugs: BertModel ZeRO-3 index error vs torch version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF feature requests or bugs with no shared concrete failure." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but training-time FSDP2 KeyError and device_map auto-placement mismatch are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different regressions: Mistral-3 image-preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio-model bugs with different symptoms and code paths." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: missing exported class vs meta-device loading regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The canonical anchor choice for issue:43957 is reasonable as the broadest loading-regression report, and the accepted soft pairs are all plausible duplicates/near-duplicates based on the issue titles. The rejections also avoid overstating similarity for merely related model-family or symptom overlaps." + }, + "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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:44560|issue:44918", + "issue:43550|issue:44910", + "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": "e1ec07567411592f8085f8af1b1e7155a5f828b28db843ed0f9078e29be13db2", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "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": "Mostly a heterogeneous grab-bag of Transformers v5 regressions, with only a couple of clear duplicate pairs (custom model initialization; non-persistent buffers). The rest are model- or feature-specific failures that do not collapse into one shared bug theme.", + "confidence": 0.57, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best available anchor only in a narrow sense: it is the broadest of the custom-model-init reports, but the cluster is too mixed for it to serve as a strong true canonical representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs and model paths: Qwen3-VL video StopIteration vs MoE MPS histogram failure." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading regressions, but they target different mechanisms and models; not the same underlying bug." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Separate torch-version incompatibilities affecting different code paths, with no evidence of a shared root cause." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers v5 custom model initialization regression; 43645 looks like a narrower notebook-specific report of the broader 43646 failure." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and different failure modes; not a duplicate." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different concrete bugs: torch.compile/SDPA on Bamba vs flash-attention position_ids handling on Qwen3.5." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated topics: 3d_parallel.py runtime failure vs GGUF support for gpt-oss." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error is unrelated to the Qwen3-MoE FP8 loading failure." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenization, but on different models with no clear evidence of the same code-path bug." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch and a generic torch 2.4.1 incompatibility are not the same issue." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping registration failure vs Gemma4 forward device-mismatch are different problems." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different error signatures and unrelated model paths." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same checkpoint family and similar bad-output symptoms, but the packet does not give enough evidence to confidently treat them as the same underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag handling vs long-input OCR index error." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-related loading failures, but they are model-specific and not clearly the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 Bert init failure and tokenizer-mapping registration failure are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bug classes: ZeRO-3 initialization vs tokenizer mapping logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer registration failure and tensor mask shape IndexError are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/offload problems with different triggers and symptoms." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is output quality and the other is a docs/example mismatch plus quantization failure; not enough to merge." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different issues: Qwen3-MoE LoRA compatibility vs packed-weight loading for BitNet." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer junk-fill regression, just described across different versions." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3-related failures with distinct triggers and stack traces." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 loading failure and Strix Halo mmap/OOM are not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA compatibility regression is unrelated to Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype/state handling, but one is ignored dtype on loading and the other is stale config.dtype after from_config; related but distinct." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but for different checkpoints and without evidence of a shared root cause." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different flash-attention behavior; not a duplicate." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: ZeRO-3 weight loading vs save_pretrained key handling." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and broken Nemotron example are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer regressions on different models are too broad to call the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer load failures; same general symptom only." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall takeaway is mostly grounded, but the canonicalization is too strong for a clearly heterogeneous cluster: the packet mixes unrelated regressions (custom init, non-persistent buffers, tokenizer loading, device-mapping, flash-attention, etc.), so 43646 is not well-supported as the representative of a single main shared theme. Also, the 38175\u219443994 acceptance overstates the evidence a bit; the titles show the same model family and similar bad-output symptoms, but not enough to confidently call them the same underlying bug from the packet alone. The other soft-edge calls look more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 7, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:41720|issue:44155", + "issue:43404|issue:43454", + "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": "5c2a4fc9c4ac0ae3698fbc94b56fff92f371f9308ec021bac4f0fdca62c62e18", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37134, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of Transformers issues spanning tokenization, model loading, quantization, training, and generation. A few pairs are superficially similar, but none look like the same concrete bug/change closely enough to merge as duplicates.", + "confidence": 0.59, + "canonical_issue_reason": "If forced to choose one representative, issue 45292 is the most generic and central among the closest related reports (the resize_token_embeddings family), while the others are more model-specific variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best single anchor because it states the core resize_token_embeddings symptom in the broadest way and appears closest to multiple related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: checkpoint resume step counting vs optimizer argument handling." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Different failures: buffer initialization junk vs Jupyter custom-model initialization regression." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both touch Qwen3/MoE/quantization, but one is training memory inefficiency and the other is offloading not working; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a broken documentation example and the other is incorrect model/pipeline outputs." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but the underlying problems differ: MoE training memory use vs int4 quantization OOM regression." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failure modes; one is a unit-test loading issue, the other is a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Distinct model/load paths: Qwen3 MoE deepspeed conversion vs GLM-4.7 unit-test loading." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/qwen3_moe compatibility regression is unrelated to resize_token_embeddings behavior." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model and bug type: LoRA compatibility vs model weight-shape mismatch." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization problems: GLM5 loading vs sinq quantized save/load corruption." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to stem from different code paths." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different loading/save mechanisms: extra_state handling vs init_empty_weights argument compatibility." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different runtime paths and models: Transformers chat on Qwen3.5 vs transformers serve on Gemma4Processor." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Same API surface, but different architectures and symptoms; not enough evidence of a single shared bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different Flash Attention failures: packed-sequence position_ids misinterpretation vs s_aux=None AttributeError." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "One is Torch 2.10 compatibility generally, the other is meta-device model loading on specific models." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenization/model-loading complaints, but they concern different models and specific symptoms." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization and memory, but one is offloading behavior and the other is a CUDA reserved-memory regression." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA bug is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated failures: Qwen3 auto device-map CUDA assert vs AudioFlamingo3 batched inference leakage." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are model-specific reports on different architectures and not clearly the same defect." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different categories entirely: SigLIP2 docs/model example vs GLM5 model loading." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and code paths: Gemma4 FSDP2 attention bug vs Qwen multimodal config unwrapping." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init argument during empty-weights loading is unrelated to disabling mmap for Strix Halo OOM." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import error for GenerationMixin and Whisper return_language regression are separate issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 attention state handling is unrelated to Qwen3.5 MoE rotary embedding CPU offload." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization memory regression and mmap OOM avoidance are different problems." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization issues: init_empty_weights loading bug vs MXFP4 fallback to bf16." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch inference leakage is unrelated to Gemma4 PLE device-mismatch forward errors." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading failures and Strix Halo mmap OOM are not the same underlying bug." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma4 FSDP2 attention state rebuilding." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both concern gradient checkpointing, but one is ineffective LoRA checkpointing and the other is an eval-mode restriction." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "Closely related resize_token_embeddings reports, but the affected model scopes differ and the titles indicate distinct manifestations rather than one exact 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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:43425|issue:43716", + "issue:44530|issue:45084", + "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": "5fae6cb6382c74d8e7c359faae8794f77237a2375b09814d910d0c44f8cb46d0", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36463, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster; only one soft pair looks like the same underlying bug (resize_token_embeddings not updating the corresponding output embeddings). The rest are adjacent-but-distinct regressions or unrelated issues.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report of the resize_token_embeddings bug; issue:45335 looks like a specific t5gemma manifestation of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative issue in the only true duplicate pair because it states the underlying regression more generally.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Different problems: NemotronH checkpoint loading vs an example/script breakage for Nemotron." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram limitation in moe code is unrelated to the Nemotron example failure." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression in Qwen VL models is not the same as strict Granite Speech config loading." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a different code path from Qwen3.5 RLHF NaN/SDPA fallback." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7 unit-test loading issue and Qwen3.5 save_pretrained regression are distinct model-specific bugs." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Permissions propagation on saved custom-model files is not the same as loading the wrong custom module." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention aux-state crash and Gemma4 FSDP2 shared_kv_states KeyError are different failures." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizers, but one is BPE-marker handling and the other is continue_final_message behavior." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regressions and Trainer resume_from_checkpoint max_steps are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate to the output/decoder embeddings." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both mention dtype issues, but autocast mismatch and meta-device loading are different concrete bugs." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/load handling are separate issues." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and a model-loading failure for ScandiBERT are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is broader than the specific autocast dtype mismatch here." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated runtime issues." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token-ID regression and slow convert_tokens_to_ids are different tokenizer regressions." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression and CodeLlama leading-space round-trip bug are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention failure on torch>=2.9 is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to tokenization changes in v5." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern custom-model regressions, but loading base_model_prefix models and Jupyter initialization are distinct code paths." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility and Gemma4 PLE device mismatch are not the same underlying issue." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility is different from the Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video regression and a mask shape IndexError are different failures." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage object lookup and compile error on non-template nodes are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not evidence of the same Qwen3.5 PagedAttentionCache bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/exportable-check failures and Perceiver interpolation failures are different issues." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs regressions, but they cover different pipeline APIs and different removed/changed behaviors." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to Qwen3.5 embedding unpacking in TRL SFT." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization falling back to bf16." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The accepted pair (issue:45292 / issue:45335) is strongly supported by the titles and similarity score, and the remaining soft-edge rejections stay conservative rather than overstating 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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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": "296f91d095a077159e313796b6f84f456a4b8e0e75a79b96f09f2e30d4da4d8e", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36186, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is broad and mostly heterogeneous: most pairs share only a loose theme (tokenizer/model loading or v5 regressions) but do not appear to be the same underlying bug or change. I found no soft-edge pair strong enough to merge. If one issue must represent the cluster, 43611 is the broadest loading-regression report.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43611 is the broadest, most representative v5 loading-regression report in the set, and it sits closest to the other loading-related items without being overly model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best single issue to keep as a representative anchor: it is user-facing, broadly scoped, and more central than the narrowly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Different failures: SigLIP2 inference quality vs ModelOutput key assignment behavior." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a version-loading break and the other is a specific weight-shape mismatch; not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM predictions and EMBEDDIA tokenizer loading are unrelated issues." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method conflict vs gguf_file loading failure are different code paths and symptoms." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption and mistral_common continue_final_message handling are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state serialization and Qwen multimodal config unwrapping are different problems." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "One is a reproduction of an older issue, the other is a tokenizer final-message bug; no shared underlying defect." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing and torch>=2.9 flex_attention compilation are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer loading regressions, but they affect different models and different tokenizer code paths." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage and Apple Silicon mmap OOM are distinct performance/memory issues." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization of extra_state and video-input regression in Qwen VL models are not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model families and different failure modes." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but the underlying causes are model-specific and not clearly shared." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring tokenizer.json and DeepSeek-Coder tokenizer output regression are related only at a high level." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 load regressions, but one is base_model_prefix handling and the other is non-persistent buffer initialization; different bugs." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM output are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping registration and flex_attention compilation are different subsystems." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention device/offload concerns, but they affect different models and separate code paths." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper pipeline regression are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image dtype mismatch and template compilation error have no common underlying bug." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3 text-encoder weight loading are distinct model-specific regressions." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer loading conflict and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are different issues." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config field loss and PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss and runtime post-processor updates are different problems." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Model load failure for ScandiBERT and load failure for physical-intelligence/fast are different model-specific reports." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Dynamo tracing grouped_mm error and template-node compilation error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 training failure and Qwen3.5 PagedAttentionCache crash do not share the same defect." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and Qwen2.5-VL iterable dataset 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": 10, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:43883|issue:44488", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43646|issue:44534", + "issue:44403|issue:45081", + "issue:44464|issue:45987", + "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:36032|issue:43742", + "issue:43089|issue:45987", + "issue:44062|issue:44987", + "issue:42915|issue:44589" + ], + "prepared_review_unit_hash": "14af153ea2af38e1277be984768d21980680e93a6235c8720f401a24c079d022", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37677, + "estimated_input_tokens": 9420, + "estimated_eval_tokens": 19096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy mixed cluster of unrelated Transformers issues. There is one clear accepted duplicate pair here: issue:43404 \u2194 issue:44466 around tied-weights / lm_head serialization. A non-persistent-buffer similarity is also plausible, but in this packet it remains only a near-match rather than a confirmed duplicate; the rest of the soft edges are conservative rejects.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43404 is the earlier and clearest anchor for the tied-weights / lm_head regression shared with issue:44466.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43404 is the strongest representative of the only clearly accepted duplicate pair in this packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/import failures, but they involve different backends and different error modes." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but the concrete bugs differ: junk non-persistent buffers versus custom model initialization breakage." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Shared Whisper/token handling theme, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but they point to different code paths and triggers." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for different checkpoints; not the same underlying bug." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Both are multimodal/tokenizer-related at a high level, but the affected paths are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer attribute-name collision and custom model initialization failure are separate regressions." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF-related, but they affect different APIs/models and do not look like one bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantization failure is a different path from the Qwen2.5-GGUF loading failure." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different problems: template compilation error versus GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 loading regressions, but they affect different models and likely different assumptions." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sample-rate handling and MIMI batching/padding-mask behavior are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local checkpoint loading and continue_final_message behavior are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are in the custom-model / v5 regression neighborhood, but they are not the same concrete failure." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise and a tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked-generation inconsistency and StaticCache.get_seq_length() returning a tensor are different runtime issues." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and non-template-node compilation are separate implementation errors." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks versus non-persistent-buffer serialization are similar only at a broad v5 level." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys and tokenizer loading failure for a specific model are different issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": true, + "reason": "Same tied-weights / lm_head regression: one report says lm_head is untied, the other reports device-dependent lm_head.weight serialization." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision/model-input bugs with different symptoms and model paths." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-family regressions affecting different outputs and components." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding-mask mismatch and DAC.from_latents vs forward mismatch are separate correctness issues." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric selection and num_input_tokens_seen tracking are unrelated trainer problems." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model load failure for a specific checkpoint and a tokenizer regex patch crash are different failure modes." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Unrelated multimodal crashes in different models and code paths." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model loading regression versus tokenizer regex patch crash; no shared concrete bug path." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized during init_empty_weights are separate regressions." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/exportability failure and processor image-size mismatch are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name collision and loading a specific model key error are different issues." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache.get_seq_length() returning a tensor are not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict and a model-loading regression for a specific checkpoint are unrelated tokenizer/model bugs." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both are v5-related regressions, but the failure causes are different." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The lone accepted pair (issue:43404 \u2194 issue:44466) is well grounded, and most rejections are conservative. However, the overall summary overstates the evidence by claiming there are \"only two clear duplicate pairs\": in the provided packet, only one pair is explicitly accepted, and the non-persistent-buffer duplicate is plausible but not directly supported by a listed soft pair or explicit linkage. Please soften that cluster-level conclusion to match the packet." + }, + "evaluator_used": true, + "retried": true, + "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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:40444|issue:45325", + "issue:43632|issue:44756", + "issue:45812|issue:46491", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:33666|issue:40444", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:44079|issue:45663", + "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": "ac39e5672b2ea73e8a1dee0c46c39ccc09236788c44f8c48be4f292a2073be47", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36914, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue set with a couple of real duplicate pairs around Qwen/VL save_pretrained and rope-index regressions; the rest are adjacent but distinct model/tokenizer/runtime bugs.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45216 is the clearest duplicate anchor among the accepted overlaps: it describes the base Qwen3.5 save_pretrained regression, and 45357 reads like the same serialization bug resurfacing with incorrect visual-encoder keys.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 has the broadest impact and strongest regression framing, affecting all Granite models and already drawing inbound references, so it is the best overall representative issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different code paths: fbank feature extraction vs compiled flex_attention on newer torch." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained serialization regression; 45357 looks like the same bug with a later symptom around visual encoder keys." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Both point to the same Qwen VL position/rope indexing regression in 5.3.0, with one phrased as the broader video-input failure and the other as the specific still-image temporal-position scaling bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Both are config/load problems, but one is a sliding_window issue and the other is strict config blocking granite_speech; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure vs a performance regression in convert_tokens_to_ids; related subsystem, different issue." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated: T5 tokenizer method conflict vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch-version incompatibility is not the same as noisy loading output." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base-model-prefix loading failure and junk-filled non-persistent buffers are different v5 regressions." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3 sliding_window behavior are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is distinct from the Qwen2.5-VL temporal position scaling bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite wrong IDs and CodeLlama leading-space round-trip are different bugs and models." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure and Float8 storage lookup error do not share the same code path." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same as a specific tokenizer load failure." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Different model families and different failure modes: BPE marker handling vs PEFT checkpoint loading." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both mention training problems for Qwen VL, but multi-GPU training and multi-image iterable dataset failures are distinct." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode and missing supports_gradient_checkpointing flag are different issues." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to missing Float8 storage." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug and Gemma4 shared_kv_states/FSDP2 bug are different failure modes." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: initialization flag handling vs non-persistent buffer corruption." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on a language model is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are separate model-loading bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a different code path from Qwen2.5-VL multi-image iterable dataset finetuning." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor update issue is not the same as add_special_tokens failing to add BOS/EOS." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure and Qwen3 MoE memory inefficiency are different problems." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging omission of TensorFlow in the torch extra is not the same as the runtime backend error when only tensorboard is installed." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to the AppleSilicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "sliding_window behavior and init_empty_weights argument compatibility are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA tower weight/temporal-attention issue is unrelated to Sam3 text encoder weight loading." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer corruption are separate bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the best/canonical issue picks are reasonable. The soft-edge false verdicts are conservative, and the two accepted pairs are at least plausible from the titles alone. If anything, the wording about 'real duplicate pairs' could be softened to 'likely related duplicate candidates' for extra caution." + }, + "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": 12, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:41720|issue:45081", + "issue:43377|issue:45491", + "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:43994|issue:44898", + "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:43296|issue:45800", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720" + ], + "prepared_review_unit_hash": "51759287311950a78518f0f6b8f6798d1df2989c089095808badcd5263968bd3", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36681, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of Transformers v5 regression reports, tokenizer/model-loading bugs, and a few unrelated model-specific failures. The soft-similarity pairs mostly share broad subsystem terms but not the same concrete root cause, so I rejected them all.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43611 is the broadest, clearest representative of the dominant theme here: Transformers v5 loading/init regressions. It is more general than the more specialized model- or tokenizer-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to anchor this cluster because it describes a core v5 compatibility break in model loading, which is the most reusable/representative problem among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both concern degenerate training, but one is a flash-attention-3 behavior and the other is a classification-loss edge case for num_labels=1; different bugs." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is AutoTokenizer ignoring tokenizer.json while the other is Granite token ID corruption; different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different models and code paths: one is device-mapping/cuda assert on Qwen3, the other is a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching-related, but one is missing padding-mask support in MIMI and the other is Gemma3 NaNs from sliding-window attention; not the same bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing corruption is unrelated to Qwen3.5 save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk fill and ModelOutput key assignment are separate internal behaviors with different symptoms and fixes." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading regressions, but one is about base_model_prefix handling and the other about custom model initialization; too different to merge as one bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is a model-loading path issue; ModelOutput key assignment is a separate data-structure bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend installation missing TensorFlow is unrelated to a vLLM model-loading failure for PaddleOCR-VL." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL inputs, but one is iterable finetuning with multiple images and the other is a video position-id regression." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video input position ids; related area, different concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading breakage are different issues with different causes." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 produces nonsense outputs, while Perceiver fails on non-default image resolution." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "One is failing to tie lm_head weights in AyaVision; the other is inconsistent serialization of tied weights depending on device." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL RoPE/position-id scaling is unrelated to Kosmos2.5 OCR index errors on long input." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "FineGrainedFP8Config failure and GGUF loading failure are separate model-format/runtime compatibility issues." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag breakage is a model-initialization regression, not a bfloat16 dtype mismatch problem." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and Qwen2.5-VL position-id scaling are different code paths and failure modes." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument from init_empty_weights is not the same as strict config rejection for granite_speech." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tokenizer-version-dependent tokenization changes." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and torch/transformers incompatibility are different cross-version issues." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Video input regression across Qwen variants is unrelated to Gemma4 PLE device-mismatch during forward." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is not the same as torch.export failing on torch_compilable_check." + }, + { + "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-20b and Whisper empty-transcription failure are distinct model/task bugs." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and inputs_embeds/past_key_values generation are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cuda asserts." + } + ] + }, + "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": 13, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:43606|issue:43819", + "issue:43881|issue:44488", + "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": "d4c2fee4315307e99164417b07e14941b2b17675a0d9e116d5572b3ff5efa34e", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36880, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers regressions grouped by loose semantic similarity; none of the soft-edge pairs look like the same underlying bug, so the cluster is not a true duplicate set.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43873 is the broadest and most central-looking report in the offloading/quantization subtheme, which is the closest thing to a cluster anchor here, though the overall set is too heterogeneous for a clean canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best single representative because it is open, broadly phrased, and closest to several offloading/device-map/quantization complaints, but it still does not cover the full heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Different concrete bugs: lm_head weight tying/garbage generation vs torch.compile SDPA failure." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "One is a documentation example/model-processor mismatch; the other is an IterableDataset multi-image finetuning failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC latent/forward mismatch are unrelated code paths." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Model loading failure for glm-4v-9b is not the same as tokenizer loading regression for cjvt/sleng-bert." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are different from torch.export failures around torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but one is a Qwen3 CUDA assert under auto mapping and the other is a Gemma4 PLE forward mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Off-by-one in a streaming mask is unrelated to tokenizer conversion performance regression." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug and OmDet processor/model resolution mismatch affect different subsystems." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/serialization issue and bfloat16 dtype mismatch are different failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Missing BOS/EOS insertion for one tokenizer is not the same as wrong token IDs across many models." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate+deepspeed and a missing gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support in MIMI is not the same bug as Perceiver non-default-resolution handling." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Device-map loading of a dequantized model and general offloading-with-quantization regression are related only broadly, not the same concrete path." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer marker handling is unrelated to flash-attention generation correctness." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying/garbage text and packed-weight unpacking during accelerate loading are distinct bugs." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss and ineffective gradient checkpointing with LoRA are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in one config is unrelated to unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "A Llava Next load-time segfault and sinq save/load quantization breakage are not the same issue." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Running 3d_parallel.py and Qwen3 MoE FineGrainedFP8Config failure do not share a concrete bug." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different implementation bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA asserts and Llava Next loading segfaults are separate failures." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure and early-stopping metric selection are unrelated training-loop issues." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys in Molmo are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head serialization inconsistency and incorrect visual-encoder key saving are different save/load bugs." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 reserved-memory OOM and apex FusedRMSNorm memory leak are different resource issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "CUDA assert under auto device mapping is not the same as flash-attention generation breakage." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss API mismatch and inability to run 3d_parallel.py are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A model loading failure for glm-4v-9b is not the same as tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss keyword argument and Qwen3 MoE FP8 failure are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 14, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:43295|issue:45701", + "issue:43550|issue:43606", + "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": "221b0c78a23b4f71ac0b10c6ee91bae4bcc573f4a0aadd8de6f6d542a1d1130c", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36635, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose semantic cluster of mostly unrelated Transformers bugs (training, loading, multimodal processors, device/offload, tokenization). The soft pairs are not true duplicates; they only share broad subsystem vocabulary.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the broadest and most central runtime/loading regression in the set, with the most discussion and references; it is the closest thing to a cluster hub, though the cluster is not a tight duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue for the cluster because it captures the most general and widely referenced failure mode (offloading/quantization loading), even though most other items are separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions in v5, but one is strict config loading for granite_speech and the other is tokenizer loading for est-roberta; different failure paths and fixes." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched-shape bug vs tokenizer behavior change; they affect different code paths and are not the same defect." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model is a downstream quality symptom, not the same issue as a version-dependent tokenization change." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs bfloat16 dtype mismatch; unrelated subsystems and root causes." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but different bugs: dummy Conv2d in the pixel decoder versus missing text encoder weights." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offload concerns, but one is quantization/offloading behavior and the other is mmap OOM avoidance; not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and inability to run 3d_parallel.py are different runtime failures with no shared fix." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is dtype propagation on load; the other is checkpoint resume max_steps computation. Different code paths entirely." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in generation differs from incorrect visual encoder keys on save_pretrained; both concern model wiring, but not the same bug." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma-family issues, but one is a forward variable-collision AttributeError and the other is a device-map mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer API regression vs a tokenizer change across versions; broad thematic overlap only, not a duplicate." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both mention device mismatches, but one is compile+SDPA and the other is CPU offload; distinct bugs and fixes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs processor output image-size mismatch; different components and symptoms." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision preprocessing issues, but one is a wrong fixed output size and the other is a non-default-resolution interpolation failure; not the same concrete defect." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are loading/offload problems, but one is FineGrainedFP8Config failure and the other is dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-time multimodal crashes, but the attribute errors and triggering paths differ." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only file-permission propagation are unrelated save/load issues." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin versus a 3d_parallel execution failure; no shared underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve Qwen/GPT MoE and parallelism, but one is an auto device-map CUDA assert and the other is tensor-parallel support failure; too different to merge." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Model quantization/loading failure versus pipeline import dependency/version requirement; different layers of the stack." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and missing pad_token_idx in StableLmConfig are unrelated config/model bugs." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Trainer early-stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and qwen3_5 recurrent-state reset are different model-specific bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature mismatch versus Qwen3 device-map CUDA assert; no common code path." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related AttributeErrors, but the affected tokenizers, tasks, and failure modes are different enough to keep separate." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT fast label reduction bug and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure and segmentation fault while loading Llava Next are different failures with different likely fixes." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig and GPTNeoX rotary_pct reload regression are not the same issue." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Trainer early stopping logic and image processor void-segmentation handling 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": 15, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:30064|issue:34634", + "issue:43550|issue:43653", + "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": "0a75b82f8d92723d352d1961785a8be56f5b995efac52fb68b2224920dfa4e83", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36106, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues spanning tokenizers, multimodal processors, quantization/offload, generation, and docs. None of the soft pairs look like the same underlying bug or change, so they should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45701 is the broadest and most representative standalone issue here: it describes a version-induced tokenizer regression, has multiple inbound references, and sits near the center of the cluster\u2019s general tokenizer/loading theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best single issue to anchor this cluster because it is clearly actionable, broadly scoped, and more representative than the very model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different failures on different Qwen multimodal models: one is a video-input processing error, the other is a from_pretrained weight_only loading error." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated domains: MacOS bus error in CLIP model loading versus progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Both are runtime regressions, but one is quantization/offload behavior and the other is a T5 RMSNorm memory leak; different code paths and fixes." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset support are unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems and causes: SDPA/torch.compile failure in Bamba versus tokenizer special-token registration in BigBirdTokenizer." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but one is a CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading; not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General slow-vs-fast tokenizer inconsistency is not the same as the T5 add_special_tokens name conflict on load." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA memory/OOM under int4 quantization is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering/tuple truncation and SAM3 text+box behavior are different training/inference issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache-strategy docs is not the same as outdated pipeline-task documentation." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local checkpoint loading are distinct model-loading failures." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and unwrapping text_config in composite multimodal configs are separate Qwen issues with different fixes." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined video-token-count helpers in multimodal processing are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Offload/device mismatch in Bark-small and BigBird tokenizer special-token registration are different bugs." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are Qwen/Sam3 multimodal load/save regressions, but one is incorrect visual encoder keys on save and the other is missing text encoder weights on load." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are different API paths and failures." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Loading failures for different models (ScandiBERT vs est-roberta) do not indicate the same root cause." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and missing Float8 storage registration are different failures." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Config unwrapping for multimodal Qwen models and CPU-offload incompatibility in rotary embedding are separate code paths." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init validation and Qwen3.5 num_labels propagation are unrelated configuration issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Num_labels propagation in Qwen3.5 configs and degenerate zero-loss behavior in sequence classification are different bugs." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Qwen multimodal config unwrapping are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default-resolution preprocessing and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are distinct issues." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword collision and ScandiBERT loading failure are not the same root cause." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model-specific loading failure and PIL image processor torchvision dependency regression are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as incorrect visual-encoder keys being saved." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention examples/processors, but one is a SigLIP2 docs example with multiple errors and the other is an OmDet-Turbo processor size mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 16, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:45663", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:43381|issue:43844", + "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:45663|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", + "issue:43550|issue:43927" + ], + "prepared_review_unit_hash": "5ef9d8266cb624c27e10ecd31847f3e10715b05a11b2d6b3364b82e7bb218791", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with two likely duplicate subpairs: one exact Qwen2_5_VL batched-padding crash and one offline tokenizer regression around the Mistral regex patch. The remaining candidates describe different bugs despite superficial subsystem overlap.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue for the whole cluster: most items are unrelated, and only small duplicate subpairs appear.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue across this mixed cluster; any representative would only cover a narrow subpair, not the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same crash in Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False; titles differ only in wording." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different problems: eval-mode gradient checkpointing misuse vs abnormal gradients with ZeRO-3 training." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated failures: Qwen3.5 embedding unpacking with TRL SFT vs trainer.evaluate() after trainer.train()." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Different tokenizer/config bugs: runtime special-token post-processor update vs save/load losing custom token IDs." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different subsystems and symptoms: T5 RMSNorm memory leak vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Unrelated: GraniteSpeech PEFT checkpoint loading vs sinq quantized model save/load regression." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the T5 apex memory leak." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different issues: T5 apex RMSNorm leak vs Qwen3_5Moe CPU offload incompatibility." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs Jupyter custom-model initialization regression." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe HF_HUB_OFFLINE cache-loading failures caused by tokenizer code that unconditionally reaches model_info() in the Mistral regex patch path." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different model paths and symptoms: Mamba2 use_cache correctness bug vs T5 decoder-input error-message regression." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different video/weight-loading bugs in different Qwen variants; not the same concrete failure." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer issues: runtime post-processor syncing vs BigBird mask token registration/decoding." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to the Nemotron gradient-checkpointing flag issue." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Both mention quantization/offloading broadly, but they are different bugs with different models and failure modes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific inference/training bugs: SigLIP2 AutoModel/pipeline output issue vs CamemBERT MLM regression." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different areas: PEFT checkpoint loading vs quantization/offloading behavior." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer post-processor syncing and LayoutLMv2 NER padding/truncation crashes are different problems." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor segmentation-map handling vs GenerationMixin import error." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve Mistral/fix_mistral_regex, but one is an AttributeError crash and the other is a codec-handling regression with a warning issue." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model internals: BitNet packed-weight loading vs DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated: DeepSpeed ZeRO-3 initialization IndexError in BertModel vs audio feature extraction issue." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different bugs: tokenizer regression in Kimi-K2.5 vs list_repo_files revision forwarding in a CI script." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird tokenizer special-token registration is unrelated to BitNet accelerate loading." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen video-input issues, but they target different models and different failure points (processor ValueError vs chat-template feature/token mismatch)." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different multimodal bugs: processor.tokenizer regression vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to RTDetrV2 output differences." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug and add-new-model-like tokenizer mapping bug are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different model/runtime issues: Bamba SDPA torch.compile failure vs dtype mismatches in other models." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "No shared underlying bug: torch.compile/SDPA failure vs DiaConfig custom token ID persistence." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the two clearly supported duplicate subpairs (44514/44545 and 42886/44843) and correctly treats the rest as heterogeneous. The soft-edge acceptances are justified by near-identical titles or a direct shared offline/Mistral regression path, and the rejected pairs are framed narrowly without overclaiming." + }, + "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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:44186|issue:44898", + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:43540|issue:44008", + "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:44843|issue:45081", + "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:45584|issue:45834", + "issue:44448|issue:44671", + "issue:43716|issue:44008", + "issue:43950|issue:45987", + "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": "2dc8199a4dd55f14b6120ad3c61d41ebca9c9fc307942aa0a6f5556beff1a52e", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36061, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports. A couple of pairs are superficially similar, especially the Mistral regex/loading issues, but they appear to be different failure modes rather than the same underlying bug. No soft edge should be merged.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43950 is the strongest cross-cutting regression here: a `from_pretrained()` v5 buffer-corruption bug with broad impact on model loading and state handling, making it the best anchor for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the most generally useful representative because it describes a clear, high-impact core loading regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer/AddedToken construction error vs a model loading failure for a specific checkpoint; different code paths and root causes." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different domains entirely: LayoutLMv2 tokenizer/padding behavior vs Perceiver image classification resolution handling." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3 sliding-window/moe behavior is unrelated to `trust_remote_code` config field loss." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue vs DAC latent reconstruction mismatch; no shared bug." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe vs a Gemma3n variable-name collision in forward; unrelated failures." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with `trust_remote_code=True` and the other is strict config validation blocking `granite_speech`; distinct bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers vs Smollm3 RoPE layer count mismatch; different model internals." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs DAC `from_latents` mismatch; unrelated code paths." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void segmentation map handling vs trainer loss-signature incompatibility; no common underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert vs tokenizer load failure for a different model; unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but one is an offline `model_info()` call bug and the other is a tokenizer attribute-access crash; different concrete failures." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading vs template compilation error; different subsystems." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next load segfault vs MPS histogram op unsupported for Int in moe code; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch vs Kosmos2.5 long OCR input indexing; different bug classes." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric-gathering label truncation vs Mamba2 cache correctness; distinct runtime paths." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error-message bug vs degenerate sequence-classification loss; not the same issue." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/truncation crash vs AutoTokenizer failing on a custom tokenizer class; unrelated." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug vs Kosmos2.5 OCR input length bug; different models and failures." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output drift vs CamemBERT masked-LM prediction regression; separate model-specific issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch vs Gemma3n audio mask attribute collision; unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption on `from_pretrained` vs `StaticCache.get_seq_length()` returning wrong type; different API bugs." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in v5 vs FSDP CPU RAM efficient loading breakage; both loading-related but not the same defect." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup `TypeError` vs stale `config.dtype` after `from_config(dtype=...)`; distinct dtype-related issues." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs docs still mentioning removed pipeline tasks; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for bark-small vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel; different bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice preset failure vs GenerationMixin import error; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression vs Kosmos2.5 OCR long-input indexing; 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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:43421|issue:44811", + "issue:43782|issue:44977", + "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": "a6547ece4b831c2ed30ea5df2c0adc078afebeb0771d18e1aa4f25d24b2820ba", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35559, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; only one soft pair looks like a plausible duplicate, while the rest describe distinct bugs, model families, or unrelated regressions.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45701 is the broadest, most representative report here: it frames a general tokenizer regression and has the highest inbound references, making it the best cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best overall representative because it is broad, well-referenced, and closest to an umbrella regression report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different model families and different failure modes: dtype loading vs missing temporal attention/weight sharing." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "One is a mask-shape IndexError; the other is a train/evaluate lifecycle failure." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve vision/video inputs, but they target different Qwen model families and different bugs." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message regression around pipeline removal; the other is an output-quality issue in a specific model pipeline." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer post-processor updates and Whisper batch_decode skipping special tokens are different code paths." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Loading with weight_only=True and flash-attention generation issues are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression and kernels import/version requirements are separate breakages." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video chat-template mismatch and T5 decoder-input validation are unrelated bugs." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "45020 is a broad remote_code regression report; 44561 is a specific removed-helper breakage, not the same concrete bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are different problems." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype persistence and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Cache-length return type and return_tensors precedence are different API bugs." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention v5 pipeline removals, but one is runtime messaging and the other is documentation drift." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both point to tokenizer added-token handling inconsistencies, including unwanted spacing and slow/fast tokenizer divergence." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights/_is_hf_initialized are separate loading regressions." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is not the same bug as a broad tokenizer-version change report." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend-install dependency packaging and Mistral tokenizer patch crashes are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP loss crash are different platform-specific issues." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight-only loading and Qwen2.5-VL rope-index scaling are different bugs." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird special-token registration and MXFP4 quantization loading are different issues." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaults and DAC from_latents/forward mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction and RTDetrV2 output differences are different model bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM loading key error is not the same as a broad remote_code compatibility report." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex-patching failure and Gemma4Processor missing _tokenizer are separate AttributeError paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45701 does have the highest inbound references and is a reasonable umbrella tokenizer-regression anchor. The soft-edge verdicts are generally conservative, and the single accepted pair (issue:28218 / issue:29159) is plausibly the same tokenizer-added-token behavior class. No mergeability problems are apparent from the provided data." + }, + "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": 19, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:43746|issue:44811", + "issue:44387|issue:44617", + "issue:39692|issue:44912", + "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:43262|issue:44811", + "issue:45459|issue:45803", + "issue:43329|issue:44479", + "issue:46421|issue:46424" + ], + "prepared_review_unit_hash": "79ec33102c85573f6945331aff455ec99fb7fef7abea87109e3ba4058988a84d", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers bugs. I found one plausible duplicate pair around the Qwen video-input regression; the rest are not the same underlying issue and should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43329 is the best canonical issue for the Qwen video regression because it identifies the concrete broken code path in `_get_num_multimodal_tokens` (undefined video helpers / merge sizing) rather than only describing the downstream user-visible failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the strongest global representative: it gives the clearest root cause and is the most actionable merge target for the broader v5.3.0 Qwen video-input regression reported in issue:44479.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failures in different subsystems: FP8 storage lookup vs PIL image processor torchvision dependency." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Unrelated tokenizer/processor import failure vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen warnings, but one is a tied-weights bug and the other is a LoRA fine-tuning warning; not the same concrete bug." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Compilation error and tokenizer max_length bug are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video-token counting bug vs stale auto_mappings entry; different code paths and failures." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction bug and MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model-specific failures: torch.compile/SDPA vs MXFP4 load fallback." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both involve training/eval, but one is a ZeRO-3 index error and the other is trainer lifecycle behavior after training." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading, but one is gguf_file behavior across tokenizer/model loading and the other is a specific tokenizer load failure." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Accelerate/DeepSpeed weight conversion bug is unrelated to the multimodal video-token helper bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC STE mismatch and DiaConfig save/load token ID loss are different model/config bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin and Jupyter custom model initialization are separate breakages." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import error for GenerationMixin and unexpected compute_loss kwarg are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging backend dependency issue vs kernels package version/revision requirement are different problems." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen sliding-window behavior and PIL torchvision dependency are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug and OmDet-Turbo image-size mismatch are different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor/model size mismatch are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated bugs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "General int4 memory regression and a model-specific CUDA OOM report are not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc/example errors plus quantization failure vs a load/quantization fallback bug in a different model." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning and Qwen MoE accelerate/deepspeed conversion are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 flash-attention generation regression are separate model issues." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields with trust_remote_code and text_config unwrapping for composite configs are different config-loading bugs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate default and Whisper batch_decode token skipping are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but they affect different code paths and different classes of hidden errors." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both describe the same Qwen-family video-input regression; 43329 exposes the broken `_get_num_multimodal_tokens` video branch, and 44479 reports the resulting failure across qwen2_5_vl/qwen3_vl/qwen3_5 variants." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is lazy init causing recompilation and the other is max_cache_length scoping for quantized cache only; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:43329 vs issue:44479, looks like the same Qwen-family video-input regression and is a reasonable duplicate/merge target. The rest of the pairwise rejections are appropriately cautious and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 20, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:28282", + "issue:29127", + "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:43606|issue:45859", + "issue:43454|issue:43577", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:34567|issue:40990", + "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", + "issue:28282|issue:29127" + ], + "prepared_review_unit_hash": "dd1df68bbcb64b881014299482efb5eeace63f429fcd3a566bfe1a7f9beae5ef", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36704, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs only share broad themes like loading, tokenization, dtype, or offload, but not the same underlying bug. I rejected all soft edges and treated this as a mixed issue set rather than a true duplicate cluster.", + "confidence": 0.64, + "canonical_issue_reason": "Issue:46512 is the most general, core API-level regression in the set (dtype state after from_config), so it is the best single representative even though the cluster is otherwise mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "Broad, user-facing loading/config bug with a clear current regression and the least model-specific scope among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different models and symptoms: MOE weight conversion vs CUDA OOM." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No shared bug; a placeholder-style issue is unrelated to an isolated reproduction report." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is token counting and the other is processor output shape." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen variants and different loading failures; not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/loading, but one is FSDP RAM-efficient loading and the other is Strix Halo mmap OOM." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and failures; FP8 config bug vs key error on load." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both touch CPU offload, but they hit different models and different code paths." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both are model-loading issues, but one is untied lm_head weights and the other is dtype propagation." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected init argument vs torchvision dependency regression are unrelated bugs." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different areas: MOE FP8 loading vs image processor URL loading." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counting is unrelated to perplexity quality on a specific model." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on a config is unrelated to kernels package import requirements." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config token persistence bug vs quantization fallback bug are different issues." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and trainer token accounting are separate problems." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behavior." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading regression vs tokenizer max-length constant are not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetr output mismatch and Qwen3.5 save_pretrained key errors are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied embeddings, but one is a missing lm_head tie and the other is LoRA merge collapse." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "MOE FP8 loading and CLIPTokenizer max-length are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility and kernels import dependency issues are different root causes." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed deque failure and a PEFT version bump are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch dependency vs a specific model-loading regression are not the same issue." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is incorrect loaded tensor dtypes and the other is stale config metadata." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging omission and a missing model import are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP loading is unrelated to trainer token counters." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage and AppleSilicon allocator TypeError are different problems." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map offload failure is unrelated to tokenizer max-length behavior." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Key error loading a model and an init_empty_weights signature change are different bugs." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state behavior and version-dependent tokenization changes do not match." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch dependency and unclear LayoutLMv3 box-data error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 21, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "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:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:44062|issue:44991", + "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:43756|issue:46399", + "issue:44737|issue:45588", + "issue:43756|issue:45325", + "issue:43526|issue:45479", + "issue:45823|issue:46463" + ], + "prepared_review_unit_hash": "1ccabac06da892fad0169fbe138f17b054ad84a716fd3c437e87871381f8b12b", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36647, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated transformer issues, with one clear duplicate-like Qwen video-input regression pair and one plausible SigLIP2 duplicate pair.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 44479 is the broadest, clearest regression report in the cluster and best captures the shared Qwen video-input bug family; 45381 reads like a narrower instance of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the strongest duplicate-triage anchor because it describes the underlying regression at a higher level and matches the broader symptom scope seen in the soft duplicate candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model-loading failures; one is an AddedToken keyword collision, the other is an AutoTokenizer load failure for est-roberta." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL/Qwen video-input regression around incorrect position IDs in transformers 5.3.0." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different bugs: auto device-mapping CUDA assert versus Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but they affect different Qwen model families and have different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Different Qwen families and different symptoms; no clear shared code-path bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are distinct loading/runtime issues." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight shape error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue versus a specific model load failure; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and different failure modes, despite both being vision-related." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 inference discrepancy / wrong outputs for the same model family, with 43994 looking like a user-facing reproduction of 43493." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model load regression and a repo-file revision forwarding bug are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS insertion versus Metaspace/ByteLevel override in LlamaTokenizer." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 behavior for XLM-Roberta is unrelated to a missing PyTorch import error." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Init-empty-weights argument handling and AutoImageProcessor-from-URL loading are different problems." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token-count bookkeeping and a custom compute_loss signature change are not the same underlying issue." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug versus T5 decoder-input validation messaging; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE-layer handling are separate model-specific bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-mismatch issues in different model stacks; not one shared fix." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal load failure are separate issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken duplicate keyword handling is unrelated to the Mistral tokenizer backend-tokenizer crash." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression and tokenizer attribute crash are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and Float8 storage lookup error are different load-path failures." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: special-token insertion versus encode/decode whitespace preservation." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is an isolated reproduction of an earlier issue; the other is a broken official example, but the titles do not indicate the same bug." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3.5 rotary registration crash are different code paths." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange placement and flash_attention s_aux handling are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer count issue and Qwen2.5-VL temporal position-ID scaling are distinct bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction and sequence-classification zero-loss behavior are different issues." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and T5 decoder-input validation messaging are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft edges are defensible from the titles alone: 44479/45381 are clearly in the same Qwen video-input regression family, and 43493/43994 are plausibly the same SigLIP2 issue. No overstatement is evident, and the many rejections are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 22, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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: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:43819|issue:44811", + "issue:43452|issue:44843", + "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": "eb2161c06308db4cd182c95abc4aa11090f607d03aa07102daaf22dfc858b72a", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated regression reports across different models, configs, and loading paths. I do not see any soft pair that is clearly the same underlying bug/change, so no duplicate merge is warranted.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the most concrete and actionable report in the loose tied-weights subtheme, with a specific regression and a clear serialization failure mode; however, the cluster as a whole is not coherent enough to nominate a true canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Different bugs: tied lm_head weights in Mistral vs StaticCache seq-length return type." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Dependency version bump issue vs removed auto_mapping config references; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but one is gguf_file handling and the other is a model-specific load regression." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "One is a reproduction of an older issue; the other is a Qwen2.5-VL video position_ids bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different layers: save_pretrained key serialization vs AutoTokenizer producing wrong token IDs." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Config propagation bug vs strict config rejection when loading granite_speech." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve RoPE config, but one is reload-default drift and the other is a TypeError on JSON-loaded lists." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight loading bug vs image classification interpolation issue; no shared code path." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint serialization are different regressions." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing fields, but one is trust_remote_code config loading and the other is @strict dropping a field." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-dimension error is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error vs trainer _gpu_broadcast_one NoneType failure." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 loading IndexError is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Required mm_token_type_ids defaulting vs T5 decoder input validation error message; distinct bugs." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing torch import issue vs post_init reinitializing resized embeddings; unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id key regression vs quantized save/load breakage." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Related tied-weights theme, but one is device-dependent lm_head serialization and the other is a broader translation-model regression; not clearly the same concrete bug." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents mismatch is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different problems." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to FastSpeech2ConformerTokenizer load failure." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 vs processor.tokenizer/images regression in v4.57.5." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode bug and MLuke tokenizer task AttributeError are distinct." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure is unrelated to the Windows ROCm torch.distributed dependency issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 23, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:42898|issue:46491", + "issue:43452|issue:43577", + "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: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": "b0e049a5e71a34ecb904d8ac16186ad3b57abd5d44a92d0d10667556ced0bdfb", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36193, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. A small subgroup concerns tokenizer regressions/behavior changes in v5, but most pairings are different bugs, models, or code paths and should not be deduplicated.", + "confidence": 0.37, + "canonical_issue_reason": "issue:42898 is the broadest tokenizer-regression report in the set and is the closest fit for the tokenization-behavior subgroup; the rest of the cluster is too mixed for a single true canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best issue to anchor the cluster because it generalizes to tokenizer behavior changes in v5, while the other issues are narrower or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-related errors, but they point to different optional-backend problems (undefined tf backend vs missing BACKENDS_MAPPING entry)." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both involve tokenization regressions, but one is about cleanup-space behavior in v5 and the other is a CodeLlama leading-space round-trip bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Unrelated failures: gguf loading broke in one, while the other is a Blip2 dtype propagation issue." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but different code paths: chat template batching vs video vision position ids." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions affecting different models and mechanisms; not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different issues: sliding-window behavior in Qwen3-MoE versus a load-time key error for MobileLLM-125M." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is a save_pretrained sharding question, the other is missing kwargs propagation in AutoProcessor loading." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different bug classes: dtype handling in Blip2 versus divergent outputs in RTDetrV2." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but they are different tokenizers and different failure modes." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to the FSDP CPU RAM-efficient loading regression." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is an offline model_info call bug and the other is a separate tokenizer load failure." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache state, but they are different concrete bugs in different code paths." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Completely different failures: auxiliary-loss normalization versus an RMSNorm memory leak." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenization inconsistency versus a MacOS bus error; no shared underlying defect." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration bug versus config losing custom token IDs on save/load." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE-layer dropout in Smollm3 is unrelated to missing text-encoder weight loading in Sam3Model." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and different numerical issues; not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization is unrelated to a broad tokenization-version-change report." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for VL models versus num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to an AttributeError in MLukeTokenizer." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the causes and affected components are different." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both touch generation caches, but one is server KV-continuation indexing and the other is beam-search reorder being skipped for some models." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue versus an import error for GenerationMixin; different failure modes." + }, + { + "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": "Trainer broadcast error and Qwen2-VL multi-GPU training are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "A model-loading key error and inability to load AutoImageProcessor from URL are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda assert on A800 is unrelated to compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Different persistence bugs: device-dependent lm_head serialization versus quantized-model save/load breakage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 24, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:43525|issue:43572", + "issue:43278|issue:43688", + "issue:44977|issue:46209", + "issue:43720|issue:44361", + "issue:43452|issue:44451", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43493|issue:43825", + "issue:43994|issue:46192", + "issue:45823|issue:46050", + "issue:44625|issue:45584", + "issue:28218|issue:33357", + "issue:44849|issue:46209", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:43493|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": "484cdf78378ad3d340d565fb6231ead3fbb327506b4e7f7c5fb740f0c7aca3f4", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37405, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are mostly false positives: they connect unrelated bug reports that merely share broad themes like loading, tokenizers, configs, or model-specific regressions. None of the candidate pairs looks like the same underlying issue.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43504 is a clean, self-contained bug report with a concrete failure mode and a likely narrow fix path, making it a reasonable representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43504 is the most actionable representative here: specific scope, clear symptom, and a plausible single root cause. It is stronger as a triage anchor than the broader or more speculative reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Both are model-related failures, but one is a Beit preset loading bug and the other is a Bamba torch.compile/SDPA issue; different code paths." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field model loading in Beit is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "trust_remote_code field loss in AutoConfig is a different compatibility bug from removing `is_torch_fx_available` for remote-code models." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "These are both chat-template/processor issues, but one is batched Qwen2.5-VL padding behavior and the other is tool-call messages with no content." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "One is a dtype propagation problem in BLIP2 loading; the other is an MPS attention correctness bug when value and query head dims differ." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit pretrained preset loading and OmDet-Turbo image-size mismatch are unrelated vision-model bugs." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet weight unpacking during load is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to a Trainer `compute_loss` signature regression." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate defaults and processor.tokenizer/image-handling regressions are different processor API bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention math correctness is unrelated to an import failure for Trainer caused by datasets installation." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing `pad_token_id` on Llama4Config and missing `pad_token_idx` on StableLmConfig are separate config-field regressions." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "BLIP2 dtype mismatch between train/eval and auxiliary-loss normalization in OLMoE/GPT Oss are different numerical issues." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and FP8 inference on B200 are different model/hardware failures." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading unpacking and MLukeTokenizer task AttributeError are unrelated failures." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaks specific AutoTokenizer/AutoModel loading, while the ScandiBERT report is a separate model-loading regression." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading and the PEFT minimum-version bump are unrelated issues." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken documentation example and the other is a core HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and pipeline translation-task messaging are unrelated bugs." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "A SigLIP2 model/pipeline correctness issue is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to sinq quantized model save/load breakage." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation and Whisper empty-transcription generation are different model-specific bugs." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior and a MacOS bus error in a CLIP model are entirely different failures." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug and FP8 inference failure on B200 are not the same code-path problem." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A SigLIP2 docs example error and a regression around processor.tokenizer/image passing are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16-vs-FP32 dtype drift in evaluation and ZeRO-3 gradient growth are separate training stability issues." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to a DeepSpeed ZeRO-3 gradient increase bug." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are different v5 regressions." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error in CLIP and Qwen2-VL multi-GPU training are unrelated reports." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for a specific BERT model and an offline-mode tokenizer regex patch bug have different causes." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state output and incorrect visual encoder keys on save_pretrained are separate regressions." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage deserialization and a Python 3.13 flash_attn import KeyError are unrelated runtime compatibility 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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:43278|issue:43701", + "issue:44568|issue:46489", + "issue:43540|issue:44977", + "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:44464|issue:45584", + "issue:45229|issue:45823", + "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:42490|issue:43696", + "issue:43065|issue:46369", + "issue:45084|issue:45520" + ], + "prepared_review_unit_hash": "2cf30f97c2edb93d6cb130915ee2e348ec13d7d40912962a7fe9d865870600ed", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36362, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "None of the proposed soft pairs look like true duplicates; they mostly share only a broad subsystem or model family, not the same concrete bug. I would keep them separate.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated regressions (tokenizers, model loading, quantization, CI, memory, and config issues).", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication purposes; the set is too heterogeneous to use one issue as a representative canonical cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different failures: dtype drift during train/eval vs a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and likely different code paths; not enough to treat as the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Qwen3.5 flash-attention generation are unrelated failures." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MOE loading, but one is weight conversion with accelerate/deepspeed and the other is a dev-version load regression; distinct enough to keep separate." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different models and symptoms: saved DiaConfig token IDs vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM on a large Qwen model is unrelated to an unreleased PEFT version bump." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-token-field regressions, but they hit different configs and attribute names; not the same underlying bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is mdeberta special-token handling and the other is Granite token IDs; too model-specific to merge." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT version release issue." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading bug in BEiT is unrelated to a CPU-offload device mismatch in bark-small." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen multimodal configs, but one is a missing pad_token_id and the other is text_config unwrapping in from_config." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a Qwen2.5 VL class and a Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Different models and different failure modes: CPU offload device mismatch vs a stale GraniteSpeech CI test." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as an init_empty_weights unexpected-argument regression." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and cache max length behavior are separate generation/cache bugs." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family, but one is a missing default token-type tensor and the other is multi-GPU CUDA OOM." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both are structural regressions, but they affect different models and different APIs." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a model class and missing Float8 storage support are unrelated issues." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different bugs." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 inference issues, but OOM and device mismatch are separate root causes." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 nonsensical outputs and unexpected position-id keys are not the same defect." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior and save/load corruption after sinq quantization are related only broadly, not the same code-path bug." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention integration crash with sink-less models is unrelated to sinq save/load breakage." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after training failure are completely separate." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer inconsistency and a GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss OOM are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d implementation and memory overflow in sam3-litetext are different problems." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and missing flash_attn import key on Python 3.13 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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:28218|issue:34567", + "issue:15354|issue:38175", + "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:43450|issue:43575", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:43550|issue:43844", + "issue:44521|issue:45290", + "issue:39692|issue:46192", + "issue:43572|issue:43957", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:45381|issue:46209", + "issue:42490|issue:43493", + "issue:44466|issue:45127", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:44898|issue:45412" + ], + "prepared_review_unit_hash": "54abbd07c31c6d50bb8b290b740b278fbee5c211379ed92324182fdb80af267b", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37295, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with one likely duplicate pair in the SigLIP2 reports. The rest of the items look like separate tokenizer, import, loading, generation, processor, or CI bugs based on titles alone.", + "confidence": 0.5, + "canonical_issue_reason": "issue:43493 is the best representative of the SigLIP2 correctness subgroup and is the broader title-level match for issue:38175.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the strongest overall issue to keep as the representative SigLIP2 report; it best covers the only clear duplicate-looking pair in this packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but the titles point to different problems: continuous batching multimodal failure vs KV-cache continuation indexing." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention import/version check are different bugs." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after an added token is unrelated to TrainerState token accounting." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export support and SigLIP2 zero probabilities do not describe the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "A Gemma4Processor attribute error and a rope-validation list TypeError are different failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy and a resume_from_checkpoint key mismatch are unrelated by title." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "These are different model/runtime failures: CI dtype mismatch versus Wav2Vec2 save/tokenization problems." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "A video-input ValueError in Qwen3OmniMoe and a Gemma4 token-type default issue are not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing a flash-attention helper import and meta-device loading breakage are distinct issues." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape errors describe different processor problems." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 token-type defaults and a device_map forward mismatch are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device placement mismatch and return_tensors handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor API regression and OmDet-Turbo image-size mismatch are different issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression and offloading/quantization behavior are not the same underlying problem." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus and Qwen3.5 hidden-state output issues are separate generation bugs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape handling and tensor-parallel OOM during load are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "A missing pad_token_idx and a load failure for a specific model/package are different problems." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend errors, but they mention different backends and different failure mechanisms." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are different training/runtime bugs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Assistant-mask generation and tool-call tokenization crashes are both chat-template related but not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation example errors and return_tensors handling are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx and meta-device loading breakage are distinct model-loading issues." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and a tokenizer regression for Kimi-K2.5 are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "These are both import errors, but they concern different missing symbols/modules." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Wrong Qwen2.5-VL video position ids and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A trailing-slash local-path import warning and a SigLIP2 implementation discrepancy are different problems." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocab are only loosely related." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both are SigLIP2 correctness reports at the title level, and 38175 fits as a narrower symptom under the broader discrepancy described by 43493." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token decode issues and a GraniteSpeech CI stale-device test are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are different issues entirely." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The high-level conclusion is mostly reasonable, but the response is not conservative enough for this packet. Several soft-edge reasons assert detailed failure modes and code paths that are not supported by the packet data (which only provides titles/metadata), e.g. the serve/KV-cache distinctions and other specific implementation claims. The 38175\u219443493 accept is plausible from the titles, but the writeup should stay at the title-level commonality. Also, saying 43493 is the 'only credible duplicate subgroup' slightly overstates the evidence given that other SigLIP2-related items exist, even if they look distinct." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 27, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:28218|issue:35141", + "issue:43278|issue:43856", + "issue:43452|issue:46512", + "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": "95f4ee0ad6746cc6d0f93d1f20b22a8b0f257c18509360f891e70f63eb099e47", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36335, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues and regressions across tokenization, multimodal configs, loaders, processors, and hardware/runtime compatibility. None of the soft pairs look like true duplicates of the same underlying bug/change, so I would not merge them.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43950 is the best representative of the cluster because it is a broad core-loading regression with clear impact, while the other items are mostly isolated model-specific, processor-specific, or environment-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest single issue to anchor the cluster: concrete, widely relevant, and closer to a central library regression than the more niche reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both concern model loading/structure, but one is about non-persistent buffers in from_pretrained and the other about CLIP text model attribute structure; different bugs and code paths." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id on config objects, but they affect different model families and likely different config classes/pathways." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize_token_embeddings." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "dtype drift between training/evaluate is a different issue from Qwen3 MoE memory usage during training." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failures and stale config.dtype after from_config are separate loading/configuration bugs." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are unrelated problems in different components." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and batched video processor shape issues are unrelated processor bugs." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast and return_tensors being ignored with text_kwargs are different API bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing Qwen2.5-VL and detokenization behavior for deepseek-coder are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma mm_token_type_ids defaults and Qwen2.5-VL rope index scaling are different multimodal issues." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but gather_for_metrics batch slicing and BeitImageProcessorFast reduce_labels are distinct code paths and bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and Wav2Vec2 save/tokenization failure are not the same underlying defect." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing janus image-generation test and a stale generate warning are different generate-path issues." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent decoding mismatch and a GraniteSpeech CI test issue are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo input sizing and LwDetrImageLoss AMP crash are separate vision bugs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated symptoms and subsystems." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation mismatches, but they concern different pipeline APIs and different docs cleanup work." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing utility APIs in import_utils is broad, but these are different removed/absent helpers affecting different downstream code." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU/runtime failures, but one is a device-mapping assert on A800 and the other is an FP8 inference incompatibility on B200; different bugs." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "from_config not unwrapping text_config and CLIP text model structural inconsistency are distinct configuration issues." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure are unrelated audio bugs." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure do not share the same underlying code-path problem." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC from_latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "A CUDA AMP crash in loss computation and missing auxiliary losses when denoising is off are different model-training bugs." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import handling and Windows ROCm torch.distributed dependency issues are separate environment compatibility problems." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe output-length helper behavior are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both are from_config-related, but one is about unwrapping composite multimodal configs and the other about syncing config.dtype after dtype-aware construction." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing flash-attention utility import and Torch 2.10 incompatibility are different compatibility problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 28, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:28282|issue:33357", + "issue:44514|issue:44521", + "issue:44448|issue:44743", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:45290|issue:46326", + "issue:46431|issue:46566", + "issue:37428|issue:44351", + "issue:29127|issue:32090", + "issue:43278|issue:43825", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:45588|issue:45859", + "issue:45200|issue:45588", + "issue:43335|issue:44112", + "issue:45127|issue:45245", + "issue:43335|issue:45593", + "issue:39692|issue:43526", + "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": "8522dcba99b3add4b3c238025bd33a094152e12d215c88e4a561f7dfc5d64e49", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35797, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated bug reports that only share broad surface similarity. The one strong duplicate pair is the identical Qwen3.5 Moe `from_pretrained` issue (45310/45478); the rest should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45310 is the best canonical anchor for the duplicate pair because it is the earlier report and has the same title and error description as 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best representative of the duplicate pair since it is the earliest copy of the same Qwen3.5 Moe `from_pretrained` failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures and code paths: Flash Attention 2 test breakage vs a Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated bugs in different subsystems: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token decode behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different models and symptoms: Bamba/SDPA `torch.compile` failure vs GraniteSpeech CI stale device override test." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading errors, but `base_model_prefix` handling and Qwen3-VL weight-shape mismatch are distinct problems." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "A missing-PyTorch ImportError is not the same as a MacOS bus error in a community CLIP model." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but the underlying defects differ: batched padding=False crash vs all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and code paths: Pegasus v4/v5 output drift vs Qwen3.5 modular recurrent-state reset." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BEiT pretrained-preset loading are unrelated bugs." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parsing/IndentationError in DebertaV2 is unrelated to qwen3_omni_moe output-length behavior." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat-template logic, but tool-call/no-content crashes and `continue_final_message` behavior are different underlying issues." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "A missing chat template error is unrelated to DiffusionGemma weights staying on `meta` with `device_map=\"auto\"`." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures for different symbols; no evidence of the same bug or code path." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-information error and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate and a pipeline translation-task error message are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer misconfiguration and helper output-length calculation are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech device override CI failure are different problems." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve attention/offload areas, but `s_aux=None` flash-attention crashes and CPU offload incompatibility are distinct failures." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 `mm_token_type_ids` defaults and flash_attention `s_aux=None` crashes are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer configuration in SwitchTransformers and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and the 2^24 category limit are completely different issues." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior do not match." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example problems are unrelated to BeitImageProcessorFast `reduce_labels` behavior." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC `from_latents`/STE mismatch and unexpected position-id keys are different model behaviors." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage is not the same as output-embedding reinitialization after resizing embeddings." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure and FineWeb training not starting are both training-related but not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "LasrFeatureExtractor regression and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying bug: identical title and the same Qwen3.5 Moe `from_pretrained` error report, so these are duplicates." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and float16 AMP crashes in LwDetrImageLoss are different failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment for 45310/45478 is plausible from the identical titles and very similar report text, but the rationale overstates what the packet proves. In particular, the claim that 45310 is earlier and has more discussion/references is only partly true (45478 has more discussion activity), and wording like \"clearest and most complete report\" is not supported by the metadata alone. The rest of the soft-edge rejections are conservative, but the overall summary should be tightened to avoid unsupported certainty." + }, + "evaluator_used": true, + "retried": true, + "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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:39692|issue:44493", + "issue:42490|issue:43854", + "issue:44448|issue:44779", + "issue:44857|issue:45072", + "issue:28218|issue:32090", + "issue:44360|issue:44561", + "issue:43701|issue:45083", + "issue:38175|issue:44493", + "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:44448|issue:44977", + "issue:44855|issue:46399", + "issue:27957|issue:34689", + "issue:44977|issue:45229", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "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": "cfbe84d1202a39c843d8627d19e64c515ff4e7d1c63cd9257639db3e929e54b5", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36766, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks like a loose text-similarity group of mostly unrelated bugs across tokenization, flash attention, model loading, dtype, and training issues. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates. The broadest representative issue is the v5 tokenizer regression affecting multiple models.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45920 is the broadest and most central report in the set: it describes a v5 tokenizer regression impacting multiple model families, which makes it the best umbrella issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best issue candidate because it is open, broadly scoped, and explicitly aggregates multiple model failures rather than a single model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Both are import-related, but they concern different missing-symbol/tokenizer-error paths and different modules; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "One is a SigLIP2 docs/example problem, the other is a position-id regression; no shared underlying failure." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash warning and GLM-4.7-Flash loading failure are different load-time issues." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 regressions, but they affect different models/tokenizers and different outputs." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/AMP-related, but they hit different models and code paths; not mergeable as one fix." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug vs distributed Trainer broadcast TypeError; unrelated failures." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in DSA indexer is unrelated to the v5 API-removal breakage in remote-code models." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and feature-extraction length helper behavior are separate bugs." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "One is a SigLIP2 probability issue, the other a position-id warning regression; different root causes." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position ids are distinct multimodal bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error with CLIP are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image Qwen2.5-VL finetuning failure and BeitImageProcessorFast label reduction bug are not the same issue." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning and tensor-parallel OOM are different load-time problems." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures and output-embedding reinitialization are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is not the same bug as qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "The first is a tokenizer-ID regression across models; the second is return_tensors handling in text kwargs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different flash-attention/generation failures; not one concrete bug." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python parsing/import issue in one model vs missing-decorator registration error in another; superficially decorator-related only." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are distinct issues." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are different failure modes." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is unrelated to undefined video-branch helpers in multimodal token counting." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated legacy bugs." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in loss computation and flash_attention AttributeError on s_aux=None are different code paths." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "One is custom token IDs being lost on save/load; the other is the wrong custom module being loaded after save_pretrained." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch and gradient checkpointing in eval mode are unrelated behaviors." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT checkpoint loading and FP8 inference on B200 are separate issues with no shared failure path." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Importing a missing flash-attention helper and loading physical-intelligence/fast on v5 are not shown to be the same bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Global API removal breaking trust_remote_code is unrelated to DeepSeek tokenizer regression." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are different resource-management problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 30, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:45198|issue:45803", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:44977|issue:45563", + "issue:33357|issue:39692", + "issue:43278|issue:43575", + "issue:29127|issue:34567", + "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:29942|issue:30064", + "issue:43065|issue:43994", + "issue:45459|issue:45712", + "issue:43756|issue:45440" + ], + "prepared_review_unit_hash": "90716c4a1d729f0a576b2ac5a6ceacb71d1ef6f61aec574bef5602a9b84e583d", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36231, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of unrelated issues; the soft-similarity pairs are topical overlaps only and should not be collapsed as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items span separate bugs across different models, tokenizers, trainers, and regressions, and none of the soft pairs describe the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue in this set cleanly serves as a duplicate representative; the strongest matches are still different code paths or different failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Top_k nesting output bug vs Trainer _gpu_broadcast_one NoneType error; unrelated components and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert vs Gemma4 multi-GPU OOM; both are GPU failures but not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Generation/output discrepancy vs lm_head.weight serialization/device behavior; different code paths and bug shapes." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression vs DeepseekV3MoE implementation divergence; unrelated problems." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention integration s_aux=None crash vs Gemma4 PLE device mismatch; distinct failures." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion bug vs NaN embeddings from sliding-window attention; not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local path trailing-slash import warning vs quantization offloading behavior; different subsystems and outcomes." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs bare except swallowing errors in Fuyu batch conversion; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import dependency issue vs flash_attention AttributeError; different root causes." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export guard/erfinv support issue vs sink-less flash_attention crash; not mergeable as one fix." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs stale num_return_sequences warning; unrelated behavior." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error vs SigLIP2 docs example errors; different models and failure modes." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype regression vs tensor-parallel OOM on Qwen2-57B; different issues entirely." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs TrainerState token counter not updating; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration/decoding issue vs Qwen recurrent-state reset; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch; separate training flows." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression vs rope-param validation TypeError; no shared code-path bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma3 eos_token_id mismatch vs Qwen3.5 flash-attention generation issue; different model families and symptoms." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import error vs transformers serve missing _tokenizer attribute; related model area but different failure points." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save/tokenization failure; unrelated tokenizer/model bugs." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER padding/truncation crash vs Wav2Vec2 save/tokenization failure; different tokenizer stacks." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs quantized model saving failure; quantization-themed but distinct bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor unsupported center arg vs Qwen video-input regression; different components and fixes." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs RT-DETR memory leak; no common underlying defect." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures vs void segmentation map processing; different test failure classes." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy placeholder class cleanup vs SigLIP2 nonsensical outputs; unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error handling around protobuf vs leftover dummy classes in repo checks; separate maintenance issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer config mismatch vs DeepseekV3MoE divergence from remote implementation; different models and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 31, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:45412|issue:46369", + "issue:45245|issue:45563", + "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:43575|issue:43701", + "issue:43421|issue:45491", + "issue:29127|issue:35141", + "issue:43526|issue:45834", + "issue:42490|issue:43381", + "issue:45250|issue:46640", + "issue:43575|issue:44387", + "issue:43994|issue:46369", + "issue:43526|issue:44186", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43824|issue:44279", + "issue:43526|issue:44857", + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:43761|issue:45859", + "issue:33290|issue:34689", + "issue:45588|issue:45600", + "issue:33290|issue:35141" + ], + "prepared_review_unit_hash": "b8ee085b3bb3104772b1dafb9b0fc89cf76deb6ecc488ea0eef65350ef0655e1", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36815, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are false positives driven by broad title similarity. The only plausible duplicate is the two generic Flash Attention 2 issue reports; the rest describe different models, subsystems, or failure modes.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45250 is the broadest and most central Flash Attention 2 report in this set, making it the best duplicate target for the one plausible FA2 duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45250 is the best issue to anchor the cluster because it is the most generic, topic-level Flash Attention 2 report and can subsume the nearby FA2 duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory problems, but they are different models and different failure modes; not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated issues: category-limit runtime error vs a stale generate warning." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both concern tokenizers, but one is BigBird special-token registration and the other is AutoTokenizer loading a specific tokenizer; different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Both involve loading/import-related failures, but the concrete root causes and code paths are different." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Nonsensical model outputs and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/torch_compilable_check is a different subsystem 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 are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Different tokenizer bugs: decoder type mismatch in v5 versus ignoring tokenizer.json from a repo." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is XLMRoberta-specific while the other is a broader test failure; no clear same bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific issues." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP loading OOM and resume-from-checkpoint key mismatch are different problems." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor updates and Gemma3 NaN embeddings stem from different code paths." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity in LayoutLMv3 is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR long-input indexing are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "A local-path import warning and gradient checkpointing in eval mode are unrelated." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": true, + "reason": "Both are generic Flash Attention 2 issue reports and appear to target the same underlying FA2 problem/request." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "TP load OOM and increased CUDA reserved memory under int4 quantization are different OOM causes." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different models and different memory-related symptoms; not the same underlying issue." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/processor bugs in different model families." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe and weight-shape mismatch in Qwen3-VL are distinct issues." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "An import error for a specific class and a generic dependency issue are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Image label reduction and LwDetrImageLoss AMP/CUDA crashes are unrelated." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "ROPE-parameter JSON list handling and Qwen3.5 kernel registration are different failures." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL and sliding_window issues on Qwen3-MoE are separate bugs." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support and LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support and Deepspeed Adafactor OOM are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are different model/code paths." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer-related OOM and a model-loading regression for Llama 3.2 Vision are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention integration crash and removed auto_mappings references are different CI/runtime problems." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM during optimizer use and embedding reinitialization after resize are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative on the soft edges. The only accepted pair is the clearly generic Flash Attention 2 title match (issue:45250 with issue:46640), while the other pairwise rejections are reasoned from distinct models, subsystems, or failure modes rather than overstating 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": 32, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:44987|issue:46178", + "issue:43232|issue:43388", + "issue:43749|issue:43931", + "issue:43931|issue:45216", + "issue:43316|issue:45759", + "issue:44442|issue:45803", + "issue:44855|issue:45137" + ], + "prepared_review_unit_hash": "d903613c8a8f9f4cc1f045b465a209a9b1f50040eb863fee7e6c98d9fcceba30", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36320, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues with only superficial title similarity. I would reject every soft edge as a duplicate and treat one broad v5 loading-regression issue as the cluster representative.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43611 is the broadest, most representative issue in the set: a core Transformers 5.0.0 model-loading regression with a clear, general failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best overall issue to stand in for the cluster because it captures a high-level, reusable regression pattern rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate handling and a LasrFeatureExtractor unsupported-arg crash are different code paths and different failure modes." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to the 2^24 category-limit error." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and TrainerState token-count tracking are unrelated training issues." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are different subsystems and bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled chunked generation inconsistency is not the same bug as Gemma3 NaNs from mixed-length sliding-window batching." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage is broader and different from the specific patchtsmixer post_init policy issue." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset with cache is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure affect different components and code paths." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning has nothing to do with Qwen3.5 recurrent-state reset behavior." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "These are separate model-loading regressions in different versions with different root causes and symptoms." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access is a generic import bug, not the same as DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are unrelated failures." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate config-schema issues." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing TensorFlow in extras installation is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and zero-loss sequence-classification behavior are different bugs with different affected paths." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is not clearly the same underlying bug as ModelOutput key reassignment." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init validation and Qwen video-input regression are distinct model-specific issues." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "A CLIPVisionModel output bug is unrelated to divergent attention kernels under torch.compile." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma3 eos_token_id config mismatch do not share the same bug." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model-loading regression for physical-intelligence/fast is unrelated to missing tensorflow_text backend mapping." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label truncation are different execution paths." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are not the same failure." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model weight-shape mismatch on load is unrelated to a broken save_pretrained checkpoint regression." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "A config API discrepancy is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and Fuyu batch-feature exception handling are unrelated bugs." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 IndentationError in torch.jit.script parsing and a DeepSpeed ZeRO3 deque underflow 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": 33, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42796", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43316", + "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:44617", + "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" + ], + "soft_pairs": [ + "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: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:45803|issue:46170", + "issue:44162|issue:44792", + "issue:43452|issue:44496", + "issue:43065|issue:44617" + ], + "prepared_review_unit_hash": "ff0f29d3112b3fc8f7fa711a9516314f581c1e8317afccc3e6bac75ec448cd45", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36059, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports; the only weak commonality is around loading/saving/config regressions. No soft pair looks like the same underlying issue, so all are rejected.", + "confidence": 0.39, + "canonical_issue_reason": "Issue #45698 is the best representative because it is the most actively discussed, broadly user-facing save/load regression in the set: custom modules are mis-selected after save_pretrained/from_pretrained. It is also open, so it fits ongoing triage better than the narrower closed reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#45698 is the strongest single issue to anchor the cluster: it has the highest apparent user impact and discussion, and its problem statement is concrete enough to serve as the canonical save/load custom-module regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is a trust_remote_code field-loss bug and the other is a GPTNeoX rotary_pct reload bug; different models and different failure modes." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but one is about failing to save dequantized models and the other is about loading the wrong custom module after save_pretrained; not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated issues: checkpoint key mismatch versus CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different subsystems and symptoms: local dataset loading in an example script versus model type recognition during from_pretrained." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunking/cache, but one is inconsistent generation under compiled forward and the other is spurious recompilation from lazy cache initialization; not the same code-path problem." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both are parallelism-related, but one is a script failure and the other is tensor-parallel OOM when loading a specific model." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Completely different problems: pipeline output nesting versus missing PyTorch dependency for AutoModel." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different failures: torch.compile/SDPA on Bamba versus resume_from_checkpoint key mismatch." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support on XLMRoberta is unrelated to a Trainer broadcast NoneType error." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Both are import/dependency issues, but one is a missing helper in import_utils and the other is kernels v0.15 requiring version/revision; distinct root causes." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Loading OOM for Qwen2 with tensor parallelism is not the same as a key error loading MobileLLM-125M." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint key mismatches." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "A regression in processor/tokenizer behavior is not the same as an incorrect v5 pipeline error message about translation tasks." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Both involve tokenization, but one is a tokenizer BPE-marker handling bug and the other is chat template crashes on assistant tool-call messages." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A DeBERTa model_max_length question is unrelated to a transformers.onnx import error." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Both are regressions around processor/model config, but one is about processor.tokenizer and image passing, while the other is eos_token_id inconsistency for Gemma-3." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is unrelated to a dtype mismatch between image preprocessor and model." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different models and bugs: Gemma-3 eos_token_id mismatch versus Whisper empty-transcription generation failure." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency mismatch is unrelated to a config API discrepancy." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature.convert_to_tensors is unrelated to Trainer import issues caused by datasets." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor input size mismatch for OmDet-Turbo is not the same as Sam3-LiteText memory overflow." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy and non-persistent buffer corruption are distinct model-initialization versus state-buffer bugs." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both are regressions, but custom model initialization breakage is not the same as rotary_pct resetting on reload." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both touch save/load or config persistence, but the Gemma-3 eos token mismatch is different from quantized sinq models breaking after save_pretrained/from_pretrained." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Trust-remote-code cache path collisions are unrelated to max_cache_length being ignored outside Quantized Cache." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Swallowed exceptions in FuyuBatchFeature conversion are unrelated to Windows/ROCm import failures involving torch.distributed." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failures are unrelated model-specific issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both concern loading models, but gguf_file handling and missing model_type are different loading paths with different failure modes." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same bug; one is architecture stub logic, the other is memory usage." + } + ] + }, + "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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue: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:46617", + "issue:46640" + ], + "soft_pairs": [ + "issue:43650|issue:46202", + "issue:43352|issue:46640", + "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" + ], + "prepared_review_unit_hash": "32d604d2f91a86af2c016ae0e30cc2c798fe7fd8894b14d5d44d0857c5b807e4", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35239, + "estimated_input_tokens": 8810, + "estimated_eval_tokens": 17876 + }, + "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 subsystem words (cache, flash attention, video, loading, etc.). I would not collapse any of the proposed soft pairs; the closest cluster theme is trust_remote_code/cache loading, with 46617 the best single anchor if one must be chosen.", + "confidence": 0.94, + "canonical_issue_reason": "No single true duplicate group emerges, but issue 46617 is the broadest, most current cache-loading failure and the best representative anchor among the list.", + "canonical_pr_reason": null, + "best_issue_reason": "46617 is the most general user-facing failure mode here and is broad enough to serve as the cluster anchor; the others are mostly model-specific or unrelated edge cases.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated: one is a nonspecific placeholder issue, the other is a Gemma pipeline roundtrip/Unicode token bug." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Too vague to merge safely: both mention Flash Attention 2, but one is a specific unsupported-model error and the other is an unspecific generic report." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different failures: tied lm_head weights in Mistral3 vs FlashAttention support failure in Ministral-3." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video-input processing vs Qwen2_5_VL batched chat template padding behavior." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated regressions: CLIPVision hidden states vs a Qwen video-input regression across several models." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different subsystems: video-classification processor selection vs SAM3 video encoder attribute access." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: last-batch metric gathering drops tuple labels vs auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Only loosely related via config/backend naming; one is a StableLm config field regression, the other is a backend-mapping error for tensorflow_text." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Not the same bug: LoRA/extended-vocab collapse with tied embeddings vs Gemma4 token-type ID defaults." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different issues: TensorBoard-only TensorFlow backend handling vs a missing import_utils availability helper." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are loading-related, but one is a legacy-field preset load failure and the other is a wrong custom-module reload after save_pretrained." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/state, but the concrete bugs differ: missing GenerationMixin cache in chunked prefill vs recurrent states resetting with seq_len>1." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated model behaviors: a failed janus image-generation test vs Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: janus generation test failure vs broken auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different config/model bugs: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different persistence bugs: non-persistent buffer junk in v5 vs GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different serve failures: KV-cache continuation indexing bug vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Completely different domains: SAM3 video OOM vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading paths: local dataset loading in an example script vs loading a Phi-4 multimodal model in transformers." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different model initialization issues: output embedding reinit after resize vs import warning for local model paths ending with a slash." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Related only at a high level: both involve trust_remote_code/cache behavior, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache loading." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen-family issues: weight-shape mismatch on load vs an incorrect tied-weights warning involving dt_bias." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different problems: wrong video position IDs in qwen2.5-vl vs memory overflow in sam3-litetext." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different failure modes: Python 3.13 import/IndentationError vs flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different model behaviors: CLIPVision hidden-state regression vs load-balancing loss omission when output_router_logits=False." + } + ] + }, + "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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:41720", + "issue:42796", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "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:46234", + "issue:46369", + "issue:46421", + "issue:46489" + ], + "soft_pairs": [ + "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: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:43295|issue:45276", + "issue:44737|issue:45803", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:45632|issue:46234", + "issue:44462|issue:45907", + "issue:42796|issue:44521" + ], + "prepared_review_unit_hash": "0608074ee7c04647186c227dadaedfcfeb39c3d5504d3e0905a1476d60404a1c", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36004, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab bag of unrelated Transformers bug reports and regressions. The soft pairs mostly share broad subsystems (tokenizers, vision, generation, config, serving) but not the same concrete bug or fix path, so they should all stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44521 is the strongest standalone issue in the set: it is open, has the most inbound references, and describes a clearly scoped multimodal chat-template bug with broad user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue because it has active discussion and a concrete, reusable failure description; the rest are mostly isolated model- or subsystem-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache behavior during chunked prefill, but one is about missing GenerationMixin cache in v5 and the other about lazy cache init causing recompilation; different bugs and likely different fixes." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline() APIs is unrelated to SigLIP2 producing bad outputs; one is documentation cleanup, the other is model/pipeline behavior." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning on num_return_sequences and Whisper empty-transcription failure are different generation edge cases with different triggers and code paths." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both involve video or serving regressions, but the affected paths differ: Qwen VL video vision_position_ids vs KV-cache continuation indexing in transformers serve." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder and an OmDet-Turbo processor/model size mismatch are unrelated architecture and preprocessing issues." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization in v5 and GPTNeoXConfig rotary_pct not persisting on reload are separate config/state bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5-35B crashing in chat are not the same issue; one is API surface regression, the other is model runtime failure." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k changing output shape and XLMRoberta Flash Attention 2 support are unrelated; one is postprocessing shape semantics, the other is backend/model support." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count limit 2^24 are completely different failure modes and subsystems." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and DebertaV2 import indentation failure are unrelated config vs Python parsing problems." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and local dataset loading in the no-trainer image classification script are different bugs with no shared fix path." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTST config post_init policy and strict config blocking granite_speech loading are both config-related, but they address different model constraints and different checks." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and a stale warning for paged generate are distinct generation behaviors; one is output correctness, the other is warning logic." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Sam3Video OOM and sam3-litetext memory overflow are both memory issues, but they concern different models and likely different causes." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and local dataset loading are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and Qwen3.5 visual encoder keys saved incorrectly are different model-state bugs, not one underlying problem." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids for qwen2.5-vl video input are both multimodal, but they affect different outputs and code paths." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech stale device override CI failure and auto_mappings.py referencing removed Sam3LiteText configs are separate CI/config maintenance issues." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Empty multi-label classification results in an example script and local dataset loading in another example are unrelated example-script problems." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "DeepSeek tokenizer regression in v5 and DeepSeek-Coder v1 tokenizer gap relative to PR #44801 are both tokenizer issues, but they concern different model families and fixes." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and serve KV-cache continuation indexing are different multimodal vs serving bugs." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Custom processor.tokenizer/images regression and gemma4 resize_token_embeddings not updating per-layer embeddings are separate API regressions with different affected objects." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU arange bug and bare except in FuyuBatchFeature.convert_to_tensors are unrelated runtime and error-handling issues." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 load failure and tensorboard-installed-without-TensorFlow backend error are different environment/package issues." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize propagation and Whisper empty transcription failure are separate model-state vs generation-behavior bugs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Local trust_remote_code cache collision and missing is_falcon_mamba_ssm_available import are unrelated cache-path vs utility-export issues." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are both repository-loading related, but they affect different APIs and failure modes." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling in Ministral and multimodal assistant masks are unrelated tokenizer vs chat-template 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": 36, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "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: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:45600", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:46082|issue:46121", + "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:32090|issue:35141", + "issue:43479|issue:45375", + "issue:44016|issue:44220", + "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" + ], + "prepared_review_unit_hash": "4f0d25ac9523d0f0fb3a0524d2a49e19852859291ea8bb53a4eca32dfb589151", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35503, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs mostly share only broad subsystem vocabulary, not the same concrete bug or fix. I rejected all of them; this set does not form a coherent duplicate cluster, and there are no PRs to nominate.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits here: the listed issues span many unrelated bugs, so picking one as the cluster representative would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication: none of these issues is a clear umbrella report for the others, and the candidate pairs are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both concern import behavior, but one is about slow import and the other about unsafe sys.modules access; different bugs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "These are different config-validation problems: Llama head_dim handling vs rope-parameter list conversion." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are ImportErrors, but they involve different missing symbols and different modules/code paths." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Completely different failures: category-count limit vs Whisper empty-transcription generation." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "One is a model-loading failure; the other is stale auto_mappings references breaking CI. Same area, not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading bugs: missing fields from trust_remote_code vs unrecognized model without model_type." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Generic dependency complaints, but not the same concrete packaging or backend issue." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test flake in GraniteSpeech is unrelated to a Phi-4 multimodal model-loading failure." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but the missing names and affected modules are different." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models; no shared code-path bug is evident." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled path failure and the other is a version-check/import gate issue." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to token-embedding resizing reinitialization." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different weight-saving/tie-weight problems; they are not the same fix." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer access and CPU/CUDA output divergence are unrelated bugs." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crashes and serve KV-cache indexing crashes are different code paths." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification pipeline bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The title placeholder issue is unrelated to the audio feature-extraction bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache, but one is missing GenerationMixin cache and the other is max_cache_length behavior for quantized cache; different defects." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast of NoneType is unrelated to post_init reinitializing embeddings." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-shape problems, but they affect different model families and different fields." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and feature-extraction helper bug are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "A Qwen3-MoE sliding-window issue is unrelated to broken auto_mappings references." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different models and different symptoms: helper length calculation vs CPU/CUDA output mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both mention embedding/tokenizer behavior, but one is a processor/tokenizer regression and the other is decoder.embed_tokens not updating on resize." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python version compatibility problem is unrelated to a specific model-loading regression." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessorFast label reduction and a documentation/behavior mismatch in text classification are not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "An unrecognized-model config error is unrelated to the PIL backend's torchvision dependency requirement." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but one report is about save_pretrained on dequantized models and the other is a FlashAttention failure; different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 37, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "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:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:43976|issue:44279", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "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: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" + ], + "prepared_review_unit_hash": "abbf1b3da85c34214a38c28eb1770104c9b3d3600dd2fd1ca28959ede87c543b", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36375, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very loose: it mixes unrelated Transformers issues across model loading, tokenizer behavior, pipelines, docs, and environment/version regressions. I don\u2019t see any soft pair that looks like the same underlying defect.", + "confidence": 0.95, + "canonical_issue_reason": "No strong canonical duplicate emerges; issue 45278 is only the closest umbrella because it is the broadest post-upgrade import-regression report, but it does not actually subsume most of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most usable anchor for triage because it is the broadest and most general regression report in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: eval-mode gradient checkpointing vs missing auxiliary loss when denoising is off." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch in a pipeline API vs a model config/import error; no shared code-path." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression vs ANSI code output in loading_report; unrelated subsystems." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility issue vs a generic dependency complaint; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they describe different failures and different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs tokenizer AddedToken kwarg conflict; unrelated." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch handling bug vs SAM3-LiteText memory overflow; different symptoms and causes." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure vs cache max-length semantics; not the same issue." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different model-loading failures for different model families and different root causes." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Distinct import problems for different symbols/modules; not the same missing import." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading regression vs Qwen3.5 save_pretrained checkpoint corruption; separate defects." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; too broad and unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug vs Whisper empty-transcription generation bug; different models and paths." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling vs a config warning about tied embeddings; not duplicates." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Config validation for Llama head_dim vs Qwen3.5 kernel registration failure; unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Docstring parser crash vs missing ReasoningEffort import breaking Gemma 4 processor loading." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Different documentation problems: SigLIP2 example errors vs return_all_scores docs mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but the affected model paths and failure modes are different." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug vs remote_code regression; not the same underlying change." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella for many import errors, but 44351 is just one specific missing symbol; not the same concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a load regression and the other is a save_pretrained key bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support regression vs PEFT version bump; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss omission vs mm_token_type_ids defaulting issue; different model logic." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP probability anomaly vs SAM3Video CUDA OOM; unrelated model failures." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation error vs stale model.config.dtype after from_config; different code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup bug vs Gemma4 device-map mismatch; not duplicates." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Specific tokenizer BPE-marker bug vs an unrelated low-information issue title." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation bug vs Qwen3.5 save_pretrained regression; different models and behavior." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs an explicit unreleased PEFT version bump; no shared defect." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Dependency complaint vs torch incompatibility; too generic to be 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": 38, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43854", + "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:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46209" + ], + "soft_pairs": [ + "issue:44779|issue:45812", + "issue:44683|issue:45542", + "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: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:44016|issue:45823", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:43673|issue:43761", + "issue:43901|issue:44246", + "issue:43525|issue:43881" + ], + "prepared_review_unit_hash": "e91dda31c618d150bfce020a03550ee6cbe12d21627fcc80607b0d2084bf9075", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36251, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is over-broad and mixes many unrelated v5 regressions: tokenizer/output bugs, model-loading failures, config defaults, attention-kernel issues, packaging/backend problems, docs, and CI cleanup. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the items are too heterogeneous to represent one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the broadest representative if one must be chosen: it describes a cross-model tokenizer regression with clear v4\u2192v5 impact and multiple references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated subsystems: flex_attention/torch kernel failure versus TensorFlow backend packaging error." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading failures, but for different models and symptoms; no clear shared root cause." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Completely unrelated: a vague data request versus an FP8 inference failure on B200." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different models and different config bugs: default nested configs versus missing pad_token_id." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different failures: serialization of tied lm_head weights versus resize_token_embeddings not propagating." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both involve multimodal/VL logic, but one is chat-template masks and the other is rope/position-id scaling." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug versus auxiliary-loss logic in D-FINE; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized loading failure." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both concern tokenizer loading, but one ignores tokenizer.json and the other crashes in a Mistral regex patch." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and different bugs: FlashAttention failure versus long-ocr index error." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized save failure and dequantized load/offload failure are distinct code paths and symptoms." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM and the other is double optimizer-step invocation." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks versus D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different MLAs/GLM issues: missing rms_norm_eps precision drift versus torch.split return-value handling." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Saving missing files is unrelated to a 10x preprocessing slowdown regression." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/repo hygiene issues, but one is stale auto_mappings references and the other is leftover dummy classes." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash versus repo file listing revision forwarding; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Gemma-4 zero3 from_pretrained loading." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency issue versus Python version compatibility; different problems." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores versus a model/pipeline inference regression." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions in model outputs, but they concern different models and likely different fixes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device_map forward device mismatch." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both are attention-related, but one is FlashAttention model support and the other is compiled flex_attention on new torch." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression versus ESM2 model breakage; too different to be the same bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked prefill versus CLIPVision hidden_states behavior; unrelated code paths." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch versus import-time slowness; no shared underlying issue." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model configs and different failure modes: missing pad_token_id versus GLM-4V loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 39, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:43824", + "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:44871", + "issue:45003", + "issue:45103", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45859", + "issue:46132", + "issue:46291", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:46291|issue:46399", + "issue:43824|issue:43976", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:44336|issue:44373", + "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:36246|issue:42757", + "issue:44336|issue:46424", + "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" + ], + "prepared_review_unit_hash": "e05a676017856ffda366c0622548b0ed4501894c1f4579c72a26e76150ac1a49", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36899, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated import/export regressions, model-specific runtime bugs, cache/offline issues, docs, or infrastructure problems. I do not see a single canonical issue or any convincing duplicate PR pair among the soft candidates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is a pipelines import/dependency failure and the other is a Qwen3.5 model-specific registration crash; different code paths and fixes." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "One is a missing Qwen2.5-VL export, the other is a Python-version compatibility problem; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve missing fields, but one is Llama4Config pad_token_id and the other is trust_remote_code returning incomplete AutoConfig data; distinct issues." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention kernel divergence and ANSI codes in loading_report are unrelated subsystems and failures." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage-object lookup failure and Qwen3.5 chat crash are unrelated runtime problems." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs gemma-4 zero3 from_pretrained are different behaviors and code paths." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and undefined tf backend due tensorboard-only install are unrelated import/environment bugs." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report ANSI output and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor export and a Python 3.9+/3.10+ support issue are different problems." + }, + { + "left": "issue:44242", + "right": "issue:44496", + "accept": false, + "reason": "Missing load-balancing loss in MoE training and an unrecognized model/config error are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale warning in paged generate() are different test/runtime issues." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring crash with future annotations and a Qwen3.5 kernel-registration error do not share the same failure path." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing auxiliary losses, but they are on different models and mechanisms; not the same concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MoE-related, but one is LoRA compatibility across branches and the other is a Qwen3VL MoE loading regression; too different to merge." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access error and gemma-4 zero3 from_pretrained failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and unsafe sys.modules access in modeling_utils are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crash are different model-path bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowness and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated topics." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features() are different preprocessing bugs." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile SDPA failure on Bamba and CPU/CUDA result mismatch on PPDocLayoutV3 are different code paths." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and packages; not the same underlying defect." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Loading-report ANSI codes and cache max length handling are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "HF_HUB_OFFLINE cache loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports in transformers; same symptom class, but not the same bug or fix." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output embeddings are different model/tokenizer issues." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation crash in serve and cache max length being ignored for non-quantized cache are different cache problems." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a testing-utils file race are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is CPU offload compatibility and the other is kernel registration missing a decorator; different fixes." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A docs/behavior mismatch in TextClassificationPipeline and a sys.modules access bug are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 video encoder attribute error and SAM3 lite-text memory overflow are different model variants and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 40, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:44242", + "issue:44246", + "issue:44295", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44857", + "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:45600", + "issue:45656", + "issue:45701", + "issue:45759", + "issue:46123", + "issue:46170", + "issue:46399", + "issue:46506" + ], + "soft_pairs": [ + "issue:43257|issue:45137", + "issue:44242|issue:44857", + "issue:36246|issue:43596", + "issue:44295|issue:44749", + "issue:44496|issue:45003", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:44038|issue:46506", + "issue:45137|issue:45600", + "issue:44561|issue:46399", + "issue:43352|issue:45250", + "issue:44466|issue:45335", + "issue:45412|issue:46123", + "issue:44987|issue:45459", + "issue:44479|issue:46170", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:44995|issue:45200", + "issue:45397|issue:45656", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:42886|issue:45229" + ], + "prepared_review_unit_hash": "bcbdbfcf15ae5472c9a81264772ee380841e930dba880f41f5bc09446538395d", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35863, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: most pairs are only loosely similar by subsystem or version, not true duplicates. The closest shared theme is Transformers v5/Qwen multimodal regressions, especially video-input handling, but the artifacts still describe different bugs and code paths.", + "confidence": 0.56, + "canonical_issue_reason": "issue:44479 is the broadest, most representative concrete regression in the cluster: it describes a v5.3.0 video-input failure across multiple Qwen multimodal variants, which best matches the cluster\u2019s dominant Qwen/v5 regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest standalone issue to anchor the cluster because it is specific, user-facing, and spans several related model variants without being as narrow as the single-model reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a Qwen3 MoE weight-conversion bug and the other is a ZeRO3 deque/indexing failure; different failure modes and code paths." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated models and subsystems: MoE load-balancing loss vs RT-DETR AMP/CUDA crash." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "A Qwen2.5-VL import error and a BertModel ZeRO3 init IndexError are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position-IDs buffer access bug vs a general performance regression report; not the same issue." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "One is an unrecognized model/config loading failure; the other is unsafe sys.modules access in modeling_utils. Related area, different bug." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both are v5 compatibility regressions, but one is cache/chunked prefill and the other is removal of a utility breaking trust_remote_code models." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 broken vs Gemma 4 mm_token_type_ids defaults; different model families and symptoms." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate default vs import latency; no shared underlying bug." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one drops a missing field under strict config while the other fails to unwrap text_config in from_config; distinct root causes." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Different models and different config-validation bugs." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings behavior is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A specific embeddings-update bug and a broad tokenization-regression report are not the same issue." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Both are multimodal/model-specific problems, but Qwen3-VL-Moe video loading and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque underflow vs auto_mappings CI breakage; different code paths." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "A removed helper breaking trust_remote_code is unrelated to Qwen3.5 kernel registration for apply_rotary_pos_emb." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is an unsupported-model error for Flash Attention 2.0; the other is a generic feature request/topic, not the same concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Different tied-weights / resize-token-embeddings serialization behaviors in different models." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory leak in RT-DETR is unrelated to MaskGenerationPipeline partial-batch result dropping." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Both are loading-related, but one is a specific transformers>=5.1.0 model load failure and the other is tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen multimodal video regression vs Windows/ROCm torch.distributed import issue; unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning vs patchtsmixer post_init policy; not the same underlying bug." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM 3 Video output attribute error and Qwen3OmniMoe video ValueError are different model-specific failures." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache on second forward pass is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 from_pretrained and double optimizer-step are different DeepSpeed-related bugs." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-word-embeddings warning and a flash-attention generation bug are distinct Qwen3.5 issues." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to ESM2 being broken." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma 4 multi-GPU OOM 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": 41, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "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:44995", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "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:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44749|issue:45310", + "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:41628|issue:44933", + "issue:43475|issue:45381" + ], + "prepared_review_unit_hash": "a03f2ed1c79f147fe78e09fc3a1671756dbead6f1112b24ca68b40c053e2bd27", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36557, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive similarity group: the issues span unrelated import/load/save/generation/cache/regression bugs across different models and APIs. None of the soft pairs convincingly describe the same underlying bug or mergeable fix.", + "confidence": 0.82, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not form one duplicate family, even when titles share model names or API terms.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong cluster representative; 45375 is the closest to a repeat of the Qwen3.5-Moe regression, but the rest of the cluster is too unrelated for it to be a true canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Both are crashes, but they hit different code paths: GlmMoeDsa second-forward cache state vs flash_attention s_aux=None handling." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM3 family, but one is a dummy Conv2d in the pixel decoder and the other is a model-type mismatch warning." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Different failures: strict config loading for granite_speech vs Windows/ROCm import dependency issues." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings, but they are unrelated: tie_word_embeddings vs stale num_return_sequences in paged generate()." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same bug as Gemma pipeline roundtrip failure on the \u2581 token." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 fine-tuning warning about tie_word_embeddings." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support in moe and missing chat template in a processor are unrelated problems." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is a different bug from Gemma token roundtrip behavior." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection in /v1/chat/completions is unrelated to Gemma pipeline token roundtrip failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type regression and LlamaConfig head_dim validation are distinct issues." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both touch generation/cache/compile, but one is kernel divergence under torch.compile and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to the Windows ROCm torch.distributed import problem." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder initialization and MaskGenerationPipeline final partial-batch handling are different subsystems and bugs." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained regressions, but tokenizer_class mismatch and missing processor files are different serialization bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a data-filtering slowdown after upgrade are not the same underlying issue." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression in filtering is unrelated to deepspeed causing optimizer.step() to run twice." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "A broad Transformers 5.0 custom-model init break and an ESM2-specific regression are not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor.save_pretrained missing files and duplicate optimizer steps are unrelated code paths." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Upgrade-related performance slowdown is unrelated to Qwen3.5 Moe from_pretrained failures." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are separate issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation/cache, but one is kwargs updating after sync_gpus and the other is missing cache during chunked_prefill." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and not the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug report is too underspecified to match a specific gemma-4 zero3 from_pretrained error." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing fpn_position_embeddings in a SAM3 output object and missing fields from trust_remote_code AutoConfig are different missing-field bugs." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper word-timestamp crash on trailing replacement characters is unrelated to the Kimi-K2.5 tokenizer codec regression." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-not-found import error and a Sentence Transformers load hang are different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained problems and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "These are the closest pair, but one is a specific missing config field dropped by @strict and the other is only a generic Qwen3.5-Moe from_pretrained error; not enough to confirm the same root cause." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they refer to different symbols/modules and likely different broken imports." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 vision encoder missing a field and qwen2.5-vl video position IDs being wrong are unrelated model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 42, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43504", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45375", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:42371|issue:45092", + "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: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:45561|issue:45600", + "issue:42175|issue:45712", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:46077|issue:46123", + "issue:30990|issue:35141", + "issue:42898|issue:44568" + ], + "prepared_review_unit_hash": "c33d55ac6729f2dcf5d2e6d558a267762f9b8fe4ee27f902a6d737cfa8878037", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36605, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous transformer-related issues, with one clear duplicate pair: Qwen3ForCausalLM VRAM leak (42673/43704). The other soft matches are title-similarity only and do not look like the same concrete bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the older, fuller report for the only clear duplicate pair; issue:43704 repeats the same Qwen3ForCausalLM VRAM leak symptom in multiple dataloader threads.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best cluster anchor because it has the strongest duplicate evidence and matches issue:43704 exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 behavior guidance and an InternVL2 meta-init checkpoint incompatibility are different problems." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a from_pretrained error and the other is a missing config field being dropped; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is unrelated to a missing pad_token_id attribute on Llama4Config." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading with latest transformers and a DeepSpeed ZeRO3 deque error are different code paths." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "A sentence-transformers import NameError and a Qwen3.5 rotary registration crash are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different tokenizer issues." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "A processor _tokenizer attribute error and a Gemma tokenizer roundtrip failure are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs sync after sync_gpus and attention-kernel branching under torch.compile are distinct issues." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as incorrect output under pipeline parallelism." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different failure paths." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Incorrect pipeline-parallel output is different from an infinite loop on a specific image input." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Identical title and same VRAM leak symptom in multiple dataloader threads; clear duplicate." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "A Mistral regex patch crash and an auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Model saving failure and an import error for Qwen2_5_VLForConditionalGeneration are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE models is different from a Qwen3.5 from_pretrained error." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different model variants and different failure points; not the same underlying issue." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Separate missing-import regressions for different objects." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy drift is not the same as FP8 model saving failing." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to a ZeRO3 deque IndexError." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation-kwarg handling and a janus image-generation test failure are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Installing torch-only extras and a removed image_utils import are different problems." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Config loading rejection and a pytest-xdist race in testing utils are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy config-field loading failure is different from a captured_info.txt race in tests." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A test race and stale auto_mappings references are separate issues." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Package-install extras and dummy class cleanup are not the same code-path problem." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility breakage is unrelated to a missing import from image_utils." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after training failure is unrelated to an Adafactor/DeepSpeed OOM." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention masking and final-partial-batch result dropping are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A loading hang is not the same as output embeddings being reinitialized after resizing." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior changes and missing BOS/EOS insertion are distinct regressions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, and the Qwen3ForCausalLM pair (42673/43704) is a solid duplicate. However, at least one soft-edge verdict is not conservative enough: the 42371/45092 rationale introduces an unsupported \u2018packaging/backend extras\u2019 explanation that is not grounded in the packet\u2019s visible titles/metadata. Because the review should only accept when every soft-edge verdict stays conservative, I have to reject this output." + }, + "evaluator_used": true, + "retried": true, + "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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42222", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "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:43377|issue:44242", + "issue:44623|issue:45310", + "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:44222|issue:44297", + "issue:44933|issue:45712", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:44297|issue:45656", + "issue:22355|issue:28282", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:45245|issue:46132" + ], + "prepared_review_unit_hash": "a1ccc7ddd4406e7130b8a47af6c8aeafed55bc2991de22cf75b19cfaa00b814c", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36879, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers bug reports spanning tokenizers, multimodal models, training, and documentation. None of the soft pairs look like true duplicates or mergeable PR equivalents under a strict same-bug standard.", + "confidence": 0.81, + "canonical_issue_reason": "issue:42898 is the most central item in the cluster and a concrete, user-facing v5 regression report with several related tokenizer-regression links, making it the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the strongest standalone representative of the cluster: specific, reproducible, and broadly relevant to a common regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: MIMI batch-vs-single padding-mask mismatch vs MoE load-balancing loss omission." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different code paths: processor.save_pretrained file omission vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Unrelated multimodal config initialization bug vs Whisper timestamp decode crash." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failures: VitPose breakage vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config-default initialization issue vs ModelOutput key assignment bug." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error is unrelated to a docs parameter-name mismatch." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different failures: missing image-patch API vs remote-code/meta-init incompatibility." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and model families." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures: missing nn in sentence-transformers integration vs missing Qwen2.5-VL class export." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer-loading regression vs special-tokens/BOS-EOS behavior regression; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they concern different models and likely different root causes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash is unrelated to auto_docstring annotation handling." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument usage bug vs documentation typo; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error is unrelated to Deepspeed double-step behavior." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but they affect different models and different tokenizer logic." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Shared tokenizer/processor area, but one is clean_up_tokenization_spaces behavior and the other is processor.tokenizer/images access regression." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention model issue and MLflow reporting failure are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-state reporting bug vs Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump problem is unrelated to dummy class cleanup/check_repo failures." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3 family issues: tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Different save_pretrained bugs in different components: FP8 MoE vs tokenizer metadata." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils is unrelated to leftover dummy classes." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting failure vs Trainer.compute_loss signature breakage." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting bug vs embedding reinitialization during post_init." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata bug is unrelated to 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." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config defaults are unrelated to non-persistent buffer initialization junk." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but they concern different artifacts and failures." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output regression is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Different tokenizer problems: BPE marker handling vs tokenizer loading in v5." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error is unrelated to AttentionInterface.register behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 44, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43644", + "issue:43723", + "issue:44038", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "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:41628|issue:42757", + "issue:44297|issue:45310", + "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:43122|issue:46209", + "issue:44222|issue:44484", + "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:43644|issue:46305", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:44829|issue:46002", + "issue:44483|issue:45406", + "issue:42831|issue:44038" + ], + "prepared_review_unit_hash": "10c21a28bbf87936ef85a007efde76faba12af182070760883801b981db7cfd8", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35833, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of Transformers v5 regressions and model-specific bugs; no pull requests are present. None of the soft pairs look like the same underlying fix, so all are rejected.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43723 is the broadest user-facing regression here: a generic tokenizer loading failure via AutoTokenizer.from_pretrained in v5, which makes it the best representative of the cluster\u2019s load/save/API breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the most suitable anchor for triage because it is broadly scoped, clearly actionable, and closer to the common v5 compatibility problems than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors after v5 changes, but they involve different symbols and different dependency modules, so they do not appear to be the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Both concern tokenizer/model loading, but one is a save_pretrained metadata mismatch while the other is a Qwen3.5 MoE from_pretrained failure; different code paths and symptoms." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "These are unrelated model bugs: one is a missing attribute in SAM 3 Video, the other is an off-by-one in MoonshineStreaming masking." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both touch config validation, but one is a general PreTrainedConfig typing regression and the other is a LlamaConfig constraint on head_dim; not the same fix." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "One is a docstring issue for position_ids, the other is a GLM-5 RoPE implementation discussion; no shared underlying bug is evident." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "These affect different areas: a GlmMoeDsaIndexer split behavior versus remote-code checkpoint compatibility with meta initialization." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both involve vision/video position-related behavior, but the reported failures are different and not clearly the same concrete code path." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and flash-attention generation failure are distinct regressions affecting different subsystems." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions and FP8 inference on B200 are unrelated bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained/moe behavior and a question about max_shard_size default are not the same issue." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "A feature-extractor crash from an unsupported center argument is unrelated to the auto_docstring annotations crash." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and a chat template absence error are different runtime failures." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation state syncing and cache max length handling are different cache/generation behaviors, not one bug." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Wrong tensor indexing in serve KV-cache continuation is unrelated to lazy cache initialization causing recompilation." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script and a LlamaConfig validation rule are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer and processor.save_pretrained missing files are separate save/load issues with different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation keyword/state handling and a long OCR input index error are not the same underlying defect." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but one is about torch.split return values and the other about a missing ReLU; distinct implementation bugs." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and inconsistent eos_token_id config are different model/config issues." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A generic dependency issue is not the same as a padding performance regression." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm precision from missing rms_norm_eps is unrelated to meta-init incompatibility in old InternVL2 checkpoints." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and zero probabilities in SigLIP2 are unrelated model-specific issues." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and a MoonshineStreaming mask off-by-one are different bug classes." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code meta-init incompatibility and incorrect visual encoder keys on save_pretrained are different serialization/loading problems." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized Ministrals/Devstrals save failures and sinq quantized model save/load breakage are both quantization-related but not the same concrete bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "An accuracy issue in FineGrainedFP8 and a Qwen3.5 MoE from_pretrained error are different failure modes." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "The DSA indexer split bug and the position_ids docstring issue do not describe the same underlying defect." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and NaNs after checkout/init are both training-path issues but not the same root cause." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "An API request rejection in transformers serve and a Gemma4Processor missing _tokenizer attribute are separate serve/processor bugs." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy concerns and a Qwen3-VL-Moe v5 bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 45, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:43824", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44368", + "issue:44373", + "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:22355|issue:27957", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:42757|issue:45278", + "issue:39401|issue:44568", + "issue:27957|issue:30990", + "issue:44368|issue:46305", + "issue:42886|issue:43066", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:42796|issue:43122", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:42371|issue:44263", + "issue:44261|issue:44373", + "issue:43550|issue:46132", + "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" + ], + "prepared_review_unit_hash": "ee080a2167e4b3e2ec5ecf1ba6ca0e958f853ff70e491b6ef94025a3254d1b8d", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35966, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; the soft pairs look like loosely related Transformer regressions, but not the same underlying bug/change. No PRs are present.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, covering multiple import failures after a version upgrade, so it is the best representative of the small import-regression subtheme in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most generally useful issue to anchor triage because it describes a wide import-breakage regression rather than a single model- or tokenizer-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Different problems: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different code paths." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config defaults, but one is multimodal config init and the other is GPTNeoX rotary_pct reload semantics." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same SAM3 family, but one is a model-type warning and the other is missing text encoder weights." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated: module import failure vs tokenizer spacing after added token." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: FineGrainedFP8 accuracy vs an image-triggered infinite loop in Qwen3_5." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a specific huggingface_hub symbol and the other is a broad upgrade regression." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer issues, but they affect different models and different tokenization behaviors." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention on XLMRoberta is not the same as Sentence Transformers getting stuck while loading." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "Different subsystems: tied-weights warning in Qwen3.5 fine-tuning vs a MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is distinct from the v5 tokenizer decoder-type mismatch." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both concern SAM3/SAM3-lite text models, but one is a model-type warning and the other is memory overflow." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Both involve model/tokenizer saving or loading, but one is offline cache loading and the other is quantized model saving." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is BPE-marker handling and the other is a version-to-version tokenization difference." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken CLI env command is not the same as a NameError importing sentence-transformers." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to NaNs in classification heads." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance is unrelated to torch.split return-value handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision error from missing rms_norm_eps is unrelated to the position_ids docstring." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention-related code, but one is a torch.compile SDPA failure and the other is a register API behavior change." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a buffer-registered position_ids tensor is different from tokenizer_class mismatch on save." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure is unrelated to incorrect pipeline-parallel LLM output." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None handling and AutoProcessor kwargs forwarding are different from_pretrained bugs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Stuck loading and MacOS bus error are different failure modes with different triggers." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer configuration is not the same as Qwen3-Next tied-weights warning." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import regressions, but 45278 is broad and version-wide while 41628 is a single missing symbol." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers is unrelated to stale auto_mappings references for Sam3LiteText." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility breakage is unrelated to pipeline parallelism output corruption." + } + ] + }, + "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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:44488", + "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:39401|issue:44488", + "issue:42907|issue:43937", + "issue:42907|issue:44964", + "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:22355|issue:29159", + "issue:45216|issue:45478", + "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": "2771944a4e06d4cd5d142327b9ce1aca3bd6e15b0eaa29ea90a3c43899d4f4dd", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36975, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues are grouped together here. A loose tokenizer/v5-regression theme appears in a few titles, but none of the soft pairs look like the same concrete bug or change, so I would reject all soft edges.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43122 is the best representative only in a very loose sense: it is a broad tokenizer regression report with downstream references, and it sits near the few tokenizer-related titles in this set. That said, the cluster is too heterogeneous to have a true canonical duplicate issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the strongest global issue candidate because it is the broadest regression report among the mostly tokenizer-related subset and has the most chance of serving as a central reference point. It is still not a strong duplicate-canonical choice for the full cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different bugs: Qwen3 tokenizer offset mapping vs loading a specific model. Same broad area, not the same underlying issue." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Unrelated model-save bug vs GenerationConfig validation error." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different code paths: dequantized save_pretrained vs loading Phi-4 multimodal." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Completely different problems: DSA indexer discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Both touch processor/chat-template APIs, but the failures are different and not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug vs multimodal assistant mask generation bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are different issues." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is a v5 tokenization regression and the other is continue_final_message behavior for mistral_common." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different symptoms and code paths: tokenization drift vs multimodal assistant masks." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Unrelated: Qwen3-VL-Moe bug vs tokenizer_config serialization mismatch." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different model/task bugs: multi-label example script output vs Gemma 4 text-only fine-tuning defaults." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same general SAM 3 area, but a model-type warning and a missing attribute are not the same underlying bug." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer/phonemizer bugs affecting different models and behaviors." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different failures: Qwen3-VL-Moe bug vs position_ids buffer access error." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different lifecycle paths: saving dequantized models vs gguf loading via AutoTokenizer/AutoModel." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both involve model saving/quantization, but the concrete bugs are different." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No module import error for transformers.onnx vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but the affected models and symptoms are different." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Shared import-error pattern only; different packages/symbols, not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs example script multi-label classification bug are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different parallelism/dtype issues with different symptoms and code paths." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend extra-install issue vs Python 3.14 load failure are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No module named transformers.onnx vs LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different vision-model bugs: SigLIP2 implementation discrepancy vs Qwen3_5 image infinite loop." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family (GLM-5) but different concrete problems: GenerationConfig validation vs RoPE implementation." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention kernel divergence under torch.compile vs SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related regressions, but the specific missing symbol and the broader upgrade failure are not clearly the same issue." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs stale phonemizer backend state are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use vs dtype mismatches in bfloat16 inference are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer v5 regressions, but one is decoder type selection and the other is Deepseek tokenization correctness; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 47, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:28348", + "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:45071", + "issue:45083", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640" + ], + "soft_pairs": [ + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43992|issue:44704", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:44075|issue:44936", + "issue:28348|issue:46640", + "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:44380|issue:46077", + "issue:33453|issue:39401", + "issue:45356|issue:46614", + "issue:44117|issue:45588", + "issue:45071|issue:46614", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:42673|issue:43906", + "issue:43450|issue:43986", + "issue:39401|issue:44779", + "issue:45405|issue:45446" + ], + "prepared_review_unit_hash": "1b82c631b77b2df79855ae424e24147039cbf149e6838a4a0567bd18d264e634", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36567, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated tokenizer, loading, generation, vision, optimizer, docs, and version-compatibility bugs. The soft pairs are mostly superficial subsystem matches rather than the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No reliable canonical issue: the cluster spans unrelated bugs across tokenizers, generation, model loading, docs, and vision.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the most concrete, actionable bug report in the set (Qwen3.5 MoE from_pretrained error), so it is the best anchor, though not a true duplicate representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading breakage and NaNs in classification heads are different failure modes and code paths." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label empties and SigLIP2 implementation drift are unrelated bugs." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a doc parameter-name mismatch are not the same issue." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch method in GLM46V are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "General Python version compatibility and a flex_attention import version check are different problems." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed token weights in UMT5 and AutoProcessor kwargs forwarding are unrelated loading bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen MoE models, but the model variants and underlying from_pretrained failures are not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are distinct issues." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer.evaluate() failing after train() are different training bugs." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "FlashAttention 2 support for GPT2LMHeadModel is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained key serialization and from_pretrained loading failures are separate paths with different symptoms." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral FlashAttention failures are unrelated model-specific bugs." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A qwen3_omni_moe helper-function bug and a flex_attention version check are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label empty results and a stale pipeline() translation error message are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM and tokenizer BPE-marker handling are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache handling are different code paths." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale paged-generate warning are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation cleanup after pipeline removals and a PyTorch import version check are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored in backends and Gemma4 bidirectional masks are different attention bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping errors are distinct tokenizer issues." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi-K2.5 codec regression and stale phonemizer language state are unrelated tokenizer/processor bugs." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and a flash_attention crash on s_aux=None are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46614", + "accept": false, + "reason": "PretrainedConfig type checking and phonemizer backend caching are unrelated regressions." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and SequenceFeatureExtractor.pad performance are different concerns." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument handling and PretrainedConfig type checking are separate v5 compatibility issues." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency and classification-head NaNs are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and a reproduction of another issue are not duplicates." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape errors and missing torchvision crash handling are related to video input, but not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Qwen3 offset mapping corruption and Deepseek tokenizer regression are distinct model-specific tokenizer bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT minimum-version bump and a flex_attention import check are unrelated release/compatibility 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": 48, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43673", + "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:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617" + ], + "soft_pairs": [ + "issue:43937|issue:44977", + "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:43673|issue:45341" + ], + "prepared_review_unit_hash": "e6def4a086582952c1779dd0f08cacea45b6ce97e8372a6b5eb22af26d02ffcc", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36238, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers regression reports (imports, tokenizer behavior, config/loading, backend issues, and model-specific bugs). None of the soft pairs look like the same concrete underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45278 is the broadest user-facing regression report here and best fits a general duplicate target for version-upgrade import breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most reusable issue to point to when triaging broad 5.x compatibility/import failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen-related failures, but one is a GenerationConfig validation error and the other is a flash-attention generation bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Same model family, but one reports missing projections in layer 0 while the other is a from_pretrained loading error." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "One is a testing_utils bug; the other is a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a generic bug report and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Training degeneration with flash_attention_3 is unrelated to a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both involve config handling, but one is type checking and the other is stale config dtype after from_config()." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None and Mistral regex patch crash are different code paths and symptoms." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different modules." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "A tokenization regression and a noisy logging message are unrelated issues." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A script execution failure and a testing_utils bug are not the same problem." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3_tracker is unrelated to a MobileLLM key error." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Broken vitpose models and a missing tensorflow_text backend definition are different failures." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crashes and a padding performance issue do not share the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and an rms_norm_eps precision issue are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter mismatch." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "A trailing-slash local model warning and a VRAM leak in dataloader threads are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior guidance is unrelated to a trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained sharding question is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference on B200 are completely different issues." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "A GenerationConfig validation failure and an unrecognized-model config error are both config-related, but not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/path failures in different modules; not the same underlying defect." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a specific nonexistent symbol while the other is a broad upgrade regression report." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3next failures with no shared concrete code path." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer args ignored and optimizer step called twice with deepspeed are different optimizer problems." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is a decoder-type issue and the other is a broader tokenization-change report; not clearly the same concrete bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "A vitpose model breakage and a missing TensorFlow backend after installing tensorboard are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue and a GLM-5 RoPE implementation discussion are different code-path problems." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder behavior and unexpected position-id keys are unrelated regressions." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow backend packaging and broken vitpose models are different issues." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "GenerationMixin cache handling and a testing_utils bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 49, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue: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:43874|issue:44261", + "issue:43012|issue:43577", + "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:44484|issue:45478", + "issue:27957|issue:43352", + "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" + ], + "prepared_review_unit_hash": "23f23be7431904d99e58e0cb273e0d81cf02257864e63d51c3e724d9d43af007", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37377, + "estimated_input_tokens": 9345, + "estimated_eval_tokens": 18946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, model-specific loading/shape bugs, flash-attention issues, training/runtime regressions, and a few docs/test nits. None of the soft pairs look like the same underlying defect or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a safe canonical here. The cluster does not converge on one bug family; the strongest similarity is only superficial keyword overlap across unrelated reports.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No global best issue is suitable. Picking any one issue would misrepresent the cluster because the pairwise links are mostly broad subsystem or wording similarity rather than duplicate bugs.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different failures: missing image-patch method vs missing rms_norm_eps in MLA. Not the same code path." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Compile-time float32 warning vs dtype not propagating on load. Related theme, but different bugs and fixes." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are unrelated issues." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Config type-checking breakage is not the same as the TensorFlow backend guard problem." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-related, but one is a weight-shape mismatch and the other is missing projections in a different model." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return-value handling and dtype/transpose handling are different defects." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer is unrelated to the Deepseek dtype/transpose bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "General chat/completions request rejection vs streaming inference failure on a specific model are not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they concern different models and different support gaps." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Ministral FlashAttention failure and flash_attention_3 training degeneration are different code paths and symptoms." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Separate Qwen3-VL family issues: one loading mismatch, one Qwen3-VL-Moe bug. Not the same change." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal warning for tie_embeddings_and_encoder_decoder is unrelated to gguf_file loader breakage." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a small testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video AutoProcessor crash without torchvision is unrelated to the testing_utils bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite loop on a specific image and SAM memory overflow are different model/runtime failures." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing import from image_utils and a documentation parameter-name typo are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-family bugs: missing image-patch API vs torch.split handling." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps precision bug is unrelated to the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and a specific model-load failure are not the same defect." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache/chunked_prefill bug is unrelated to the mask pipeline partial-batch flag issue." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video processor crash without torchvision is unrelated to the max_shard_size question." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and a testing_utils issue are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is a different bug from the Deepseek-v4 dtype/transpose issue." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and Liger Kernel not applied with model_init are different trainer integration bugs." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision crash and missing ReasoningEffort import are different dependency/import issues." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules and fixes." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Embedding tie removal notice is unrelated to the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal notice and quantized save/load breakage are different problems." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections and a missing config field silently dropped by strict are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model variants and different failure modes; not a shared underlying fix." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Seed-related flaky tests and a noisy logging message are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they refer to different missing names and unrelated modules." + } + ] + }, + "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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:44062", + "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:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:43502|issue:43992", + "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:43825|issue:44655", + "issue:43012|issue:43550", + "issue:43992|issue:44484", + "issue:43012|issue:44368", + "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" + ], + "prepared_review_unit_hash": "a84208d5a6060a49ef4aad5db58797924b333dce24d25d5c1ddec8cfbb7e2b30", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37717, + "estimated_input_tokens": 9430, + "estimated_eval_tokens": 19116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous and does not look like one duplicate family. I would not merge any of the soft pairs; they mostly share only broad subsystem keywords (imports, saving/loading, attention, training, compilation).", + "confidence": 0.83, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster, but issue 43502 is the best anchor because it is a concrete, narrowly scoped runtime bug with a clear symptom and repro.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the strongest standalone candidate: it has a specific user-facing failure mode and is easier to triage than the broader or more ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken argument error and the other is a mapping lookup assumption; different code paths." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is a v5 API removal complaint, the other is an offloading/quantization behavior bug; not the same underlying issue." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network access and missing embed token weights are unrelated loading bugs." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate after train and Trainer import failing due to datasets are different failure modes." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and auto_docstring annotation crashes touch different subsystems." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization recompilation." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor video-model import crash without torchvision is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Video-model import handling and a notebook syntax error are not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and a tensorflow_text backend mapping error are distinct dependency/import issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba SDPA torch.compile failure are different model-specific problems." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving pipeline objects involve different save_pretrained paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model save failure and Qwen3_5 infinite-loop generation are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation messaging and pipeline save_pretrained support are separate issues." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 precision warning is not the same as a compile-time SDPA failure." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed token weights and shard-size default behavior are unrelated save/load concerns." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "PyTorch precision warning and a tie_word_embeddings config warning are different warnings with different causes." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes leaking into dir(transformers) is unrelated to noisy logging." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction issue are not clearly the same bug." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "v5 API removal and a noisy logging message do not share a concrete code-path bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support gating for Nemotron and GPT2 attention scaling being ignored are different attention issues." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific Flash Attention support and Python version compatibility are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a deepseek tensor transpose bug are different model/runtime failures." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure and Trainer import failure are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Ignored GPT2 attention scaling config and AttentionInterface.register behavior changes are separate attention API issues." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation and Trainer import failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/save/load, but one is FP8 save_pretrained and the other is a from_pretrained error; too different to treat as the same bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend config handling and single-label classification zero-loss behavior are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state mismatch and GPT2 attention scaling are different parts of the stack." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Tensorflow backend packaging and a Trainer import conflict are different dependency/import problems." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A bfloat16 warning and a compiled flex_attention failure are different precision/backend issues." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local path slash warning and a bfloat16 precision warning are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode and missing Qwen2_5_VLForConditionalGeneration are different import errors from different symbols." + } + ] + }, + "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": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:45600|issue:46298", + "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:44483|issue:45290", + "issue:36683|issue:43475", + "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" + ], + "prepared_review_unit_hash": "75545a37cdc18976536f546c9d40863e34a6b55b992e9a7bbca95ac3e744fcc3", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35897, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: mostly unrelated import errors, config regressions, save/load issues, tokenizer changes, and model-specific bugs. None of the soft pairs looks like a true duplicate.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated import, config, model-output, save/load, and tokenizer regressions rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to choose a representative, issue 45278 is the broadest regression report, but it still only covers the import-error slice and does not explain most of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated: one is a CI break from removed Sam3LiteText references, the other is just a noisy logging message." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both mention chat/completions, but one is request validation and the other is a batched chat-template crash with tool calls." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different failures: an import error for layer_type_validation versus local_files_only still triggering network requests." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but different bugs: general Qwen3-VL-Moe loading versus fp8 inference support." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Different code paths: save/load custom-module resolution versus a DeepSeek-V4 tensor transpose bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention-related behavior, but one is a CLIP output regression and the other is GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Related CLIP regressions, but they affect different missing outputs and are not clearly the same bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading errors, but they involve different models and different failure mechanisms." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized model serialization and the other is Pipeline.save_pretrained." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both mention chat completion paths, but one is API request rejection and the other is a tokenizer/template crash." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Completely different models and attributes: Gemma3Config vocab_size versus Sam3VisionEncoderOutput fpn_position_embeddings." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they are distinct model-specific implementation issues." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Different problem classes: Qwen3.5 num_labels propagation versus Trainer import failure tied to datasets." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related v5 changes, but they concern different behaviors and code paths." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but one is embedding resizing and the other is bidirectional attention masking." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Unrelated import errors from different packages and symbols." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different issues: Flash Attention support for Nemotron versus invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different subsystems: model loading with base_model_prefix versus saving Pipeline objects." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs/behavior mismatch for TextClassificationPipeline is unrelated to Pipeline.save_pretrained." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different model configs and symptoms; no shared underlying bug." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve checkpoint loading/saving, but the concrete failures are different and not mergeable into one fix." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version-compatibility reports, but they target different Python versions and different breakages." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma3.5 vs Gemma4 bugs; one is label propagation, the other attention masking." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different config issues in different models: bidirectional masks versus Llama head_dim validation." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing config attributes in different models; not the same regression." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output fields versus Qwen3.5 checkpoint saving are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config propagation bugs, but for different models and different fields." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both involve from_pretrained, but one misses an embedding weight and the other is a Qwen3.5 MoE loading error." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Completely unrelated: distributed optimizer state bug versus a cache-strategy typo." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Different areas: optimizer argument handling versus importing Trainer." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Unrelated: no_grad decoration for cache updates versus broad import errors after upgrading transformers." + } + ] + }, + "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": 52, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "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:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "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:44355|issue:44855", + "issue:44938|issue:45071", + "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:43874|issue:46617", + "issue:43723|issue:44556", + "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" + ], + "prepared_review_unit_hash": "2d33810df8473537e1b508517f2daae6953a191d1c6188536f5b8eee7767902c", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36968, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues, with several broad v5-regression reports and many model-specific loading or test failures. I do not see any soft pair that clearly represents the same underlying bug/change.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella-style report in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the closest thing to a cluster anchor; however, it is too vague to be a strong duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the best global issue candidate only because it is the most general post-v5 regression complaint, but it is not precise enough to function as a high-quality canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve Python 3.13 import/loading failures, but one is about compiled file errors and the other is a specific torch.jit decorator parsing/IndentationError; different failure modes." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "One is a Python 3.14 load failure, the other is a PretrainedConfig type-checking breakage in v5.4; unrelated bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting/load ordering issue versus a Qwen3.5 vision config field being dropped; different code paths and symptoms." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A load-model/state_dict issue and a Gemma pipeline roundtrip tokenization failure are not the same underlying problem." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size is a model config bug; the other is an FSDP2/PEFT optimizer-state mismatch during training." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test failures, but one is missing set_seed() coverage and the other is an xdist race on captured_info.txt; different bugs." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a concrete request to add @torch.no_grad to update methods; the other is a broad complaint that many models break in v5." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention slow import, but 41669 names a specific root cause (import * in models) while 44246 is only a vague symptom report; not enough to confirm the same change." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug versus OOM when loading a specific Qwen2-57B model; different resource/problem classes." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load/state_dict ordering problem versus incorrect visual encoder keys in save_pretrained; distinct regression types." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "A cache update no_grad issue and a Python version compatibility problem are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing CLIPOutput attentions and an optional post_init policy issue in patchtsmixer are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are from_pretrained/load complaints, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing ImportError versus tokenizer loading regression; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP, but one is about attentions on outputs and the other is a structural .text_model inconsistency; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP output attentions versus an AMP/CUDA crash in LwDetrImageLoss; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer missing ReLU and DeepseekV3MoE divergence are separate implementation issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SAM-HQ integration test and a Phi-4 multimodal model load failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test problems, but one is seed-related flakiness and the other is a stale device-override test; different root causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A flaky SAM-HQ test and broken auto_mappings references are separate CI issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still making API requests versus an AddedToken keyword-argument TypeError; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing get_number_of_image_patches in a GLM46V fast processor versus a trust_remote_code cache FileNotFoundError; different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading-related regressions, but one is tokenizer loading in v5 and the other is checkpoint reload compatibility after upgrading; not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 quantization memory growth/OOM versus checkpoint reload failure after upgrade; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE versus missing _tp_plan for tensor parallelism; distinct issues." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash versus cache loading FileNotFoundError; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Qwen2_5_VL import error versus trust_remote_code cache loading failure; different failures." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same broad Qwen3.5 MoE area, but one is missing tensor-parallel metadata and the other is a generic from_pretrained error; too different to merge as the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Network access despite local_files_only and a GLM-5 RoPE implementation discussion are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "A no_grad decorator request for cache/layer updates and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken transformers env command and a changed AttentionInterface.register behavior are different API regressions, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 53, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "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:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617" + ], + "soft_pairs": [ + "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: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:43576|issue:44938", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:44222|issue:44230", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:36296|issue:43526", + "issue:41628|issue:42548", + "issue:43475|issue:46617", + "issue:44315|issue:46209", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "03b21724466bcc31fa1bd89b0cbdacbe7824243610d093ffdea40b67c7cb7103", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37023, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated issue reports that only share broad v5/import/loading/regression wording; none of the soft pairs look like true duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "If a representative is needed, issue 45850 is the broadest umbrella for the recurring v5 breakage theme, but the set is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the most general and central to the visible regression theme, but it is still too vague to collapse the cluster cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Different bugs: compiled Python file execution errors vs a data-processing slowdown after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different breakages." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5-Moe issues: missing tensor-parallel plan vs a missing config field being dropped." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache no_grad decoration and generation sync_gpus behavior are separate code paths." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage is unrelated to FP8 save_pretrained behavior." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A cache/network issue and an unrelated placeholder issue are not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hangs and documentation confusion are not the same underlying problem." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() and an unrelated placeholder issue are clearly different." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 regressions, but one is Qwen3VL model loading and the other is checkpoint reload compatibility." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tensor-parallel training bugs." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file loading errors and PretrainedConfig type-checking regressions are distinct." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Running compiled Python files is different from saving Pipeline objects." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading failure are not the same defect." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to tokenizer loading regressions." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub import and a broken transformers env command are different issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and config type-checking breakage do not share the same code path." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init and a DSA/ReLU discussion are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "A CLI/env issue and a Qwen2.5-VL import error are different failures." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and a missing layer_type_validation import are not the same bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue title and Gemma-4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different import/load problems." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are not the same underlying issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and the placeholder issue are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained moe and FP8 inference support are related only by topic, not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and pipeline docs behavior mismatch are different problems." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Missing kwargs passthrough and attention-interface usage are close but still distinct code-path issues." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different import symbols failing to load; same broad area, not the same defect." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video attribute error and trust_remote_code cache loading failure are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application and FP8 inference on B200 are different code paths." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash and a generic 'too many models break' complaint are not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing and a typo in cache strategies are not the same issue." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save files and a vague bug report do not identify 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": 54, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue: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:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44230|issue:46095", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "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" + ], + "prepared_review_unit_hash": "fbd266dba02bdcf600328adf02d64e885407b40e7d379306b88299eda4c217e3", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38848, + "estimated_input_tokens": 9712, + "estimated_eval_tokens": 19680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformer issues, with a few loose similarities around v5 regressions, imports, and lazy loading. None of the soft pairs look like the same concrete bug/change strongly enough to merge, so I would keep them separate.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45278 is the best anchor for the cluster because it is the most concrete broad regression report: many import errors after upgrading to v5.5.0. It represents the shared v5 breakage theme better than the vaguer umbrella complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most suitable overall issue to triage against because it is broad but still actionable, and it is more precise than the generic 'v5 breaks too many models' style reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Different bugs: lazy loading/import behavior vs a TensorFlow backend error in a tensorboard-only install." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but one is a general v5/Qwen3-VL-Moe issue and the other is a specific missing _tp_plan tensor-parallelism bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading internals, but one is a lazy loading failure and the other is an unsafe sys.modules access bug; not the same concrete issue." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL/Qwen3.5-VL style models, but the symptoms and likely code paths differ completely." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL bounding-box output problem is unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is the transformers env command and the other is checkpoint reload compatibility." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific missing pad_token_id config attribute vs a vague umbrella complaint about many models breaking." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import performance from star-imports is not the same as a missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "One is fp8 inference support for Qwen3-VL/Qwen3.5-Moe; the other is a DeepSeek weight conversion question." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are checkpoint-loading regressions after v5, but they describe different failure modes and model families." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A StableLmConfig pad_token_idx regression is not the same as a generic 'many models break' report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the broad v5 breakage complaint." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 complaints, but one is specifically about import errors while the other is a vague meta complaint; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time slowdown from star imports is not the same as failing to import Qwen3_5ForCausalLM." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type mismatch warning is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support in NemotronH is unrelated to a Qwen3-VL 2D bounding-box hallucination/output bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The transformers env command and scheduler kwargs handling are different code paths and symptoms." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both relate loosely to import/lazy loading, but one is intermittent import slowness and the other is lazy loading malfunction; too broad to merge." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs passing and scheduler kwargs handling are separate APIs with different bugs." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer access error is unrelated to a generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to a generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Star-import performance and a missing HybridCache import are different import-related issues." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo and SequenceFeatureExtractor.pad list conversion overhead are different problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python compatibility and broad v5 breakage are not the same underlying issue." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Two Qwen3.5/Qwen3-VL issues, but the reported failures differ and do not point to one concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support and missing Qwen3_5ForCausalLM import are separate compatibility issues." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init enforcement and a tied-weights AttributeError are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation still mentioning pipeline() and scheduler kwarg handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward and tokenizer loading regression are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application in model_init and flash_attention_3 degenerate training are different failures." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "The transformers env command and lazy loading problems are different features and code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A DSA indexer discussion and a Gemma-4 positional-encoding bug are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and _get_tied_weight_keys crashing are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not identify the same concrete issue as the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading/import behavior and scheduler kwarg handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "The env command regression and missing Qwen3_5ForCausalLM import are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 55, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:28348", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "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:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "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:45850|issue:46218", + "issue:42371|issue:43704", + "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:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:28348|issue:43352", + "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" + ], + "prepared_review_unit_hash": "37006d11933b7cd413201728818989247908bcf123555c55884dae4185123355", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 40846, + "estimated_input_tokens": 10212, + "estimated_eval_tokens": 20680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive lexical similarity: the items span unrelated bugs/features across models, tokenizer loading, configs, and API behavior, with no true duplicate pair and no PRs to merge.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a safe canonical; the cluster splits into unrelated topics (tokenizer/load regressions, flash-attention requests, config/import bugs, and model-specific implementation issues).", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue either; 43519 has the most soft links, but the linked issues are semantically mismatched, so it is not a reliable representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Different subsystems: processor timestamp logic vs scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import star cleanup is unrelated to a Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Same model family, but different concrete bugs: shared expert gating vs comb transpose/dtype issue." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion is not the same as a model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-argument docs are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in threaded dataloaders is unrelated to GLM-5 RoPE code." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model implementations: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Too broad vs specific import failure; not the same change or bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings are unrelated to a Qwen3ForCausalLM memory leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests and timestamp calculation are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug is unrelated to save_pretrained file output." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different code paths: timestamp calculation vs VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are different requests." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS norm epsilon precision issue is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Different import failures for different symbols/modules." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Nemotron FA2 support and Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both tokenizer-related, but the symptoms and likely fixes differ." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2-specific FA2 support request vs a generic flash-attention issue; not the same concrete change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the unrelated title." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo and unrelated title are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the unrelated title." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "No meaningful duplication; one is unrelated noise and the other is a broad complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the unrelated title." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights helper crash and chat-template tool-call crash are different failures." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weights key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading and missing layer_type_validation import are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx and tied-weights list crash are different config/code-path bugs." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention FA2 support, but they target different models and separate implementations." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor save files are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained regression are different problems." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "from_pretrained slowness and tokenizer-loading regression are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching and Qwen3-VL/Qwen3.5 FP8 support are unrelated features." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint and tokenizer regex warning are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value and loss kwargs propagation are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention interface use are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value bug and tokenizer regex warning are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value bug and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value bug and a typo in cache strategies are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and ModernBERT type-hint issue are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT type hint and cache-strategy typo 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": 56, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-469", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43668" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "ebff4a254b6e9bfeadf495d4dd750145c068c671d7f393d20fa90cf7716459a9", + "component_budget": { + "node_count": 469, + "item_count": 469, + "soft_pair_count": 1718, + "serialized_chars": 891815, + "estimated_input_tokens": 222954, + "estimated_eval_tokens": 446164 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2311, + "estimated_input_tokens": 578, + "estimated_eval_tokens": 1412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster here: the three issues are about different models and different defect types (norm semantics, an unused ignore_value, and a type-hint mismatch).", + "confidence": 0.97, + "canonical_issue_reason": "There is no shared underlying bug to canonicalize; if a representative must be named, issue 42936 is the most concrete code defect, but it is still unrelated to the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42936 is the strongest standalone report because it describes a specific implementation problem, whereas 37934 is a design question and 43668 is a type-hint issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different components and different problem types: Llama4TextL2Norm behavior question vs ModernBERTConfig annotation error. No same underlying bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value usage bug and ModernBERTConfig norm_eps type hint are unrelated code paths and defects." + } + ] + }, + "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": "4ff7be35793faca2be4dfc34df740db2b2b5ae5f940f703ca2494e96a848ce01", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are unrelated feature requests: tokenizer truncation direction, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word boundary offsets. There is no duplicate cluster here.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: these items do not describe the same bug or change, just separate feature requests in different areas.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single issue must be picked as the cluster anchor, 11307 is the most concrete and discussion-heavy, but it is still unrelated to the other two.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Token truncation-direction feature request vs Wav2Vec2 word time offsets; different code paths and different user problems." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Tokenizer truncation behavior is unrelated to a ReduceLROnPlateau-like learning-rate scheduler feature." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Learning-rate scheduling request and speech-model word offset extraction are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "4c3577824442a17f23eb1a10915184de2258af670fd2db2432670571d38730be", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is heterogeneous: 13244 is about TAPAS tokenization, while 15980 and 16618 are both about model download/load failures but with different concrete symptoms. None of the pairs look like the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "issue 16618 is the best representative because it is the most general and most discussed of the three, and it is the only item with any soft similarity to another issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 16618 is the strongest standalone issue in the set: it is the broad model-loading failure and has the highest discussion activity, so it is the most useful canonical anchor even though the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problems: TAPAS tokenization mismatch versus a model-loading failure for bert-base-uncased. Different subsystem and likely different fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention model download/load errors, but one is specifically a private-model auth/error-message issue and the other is a generic inability to load bert-base-uncased. Too different in concrete failure mode to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 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": "97f54628efe8359a4f6c4174d31b54c052b623ac5cf306a6f77baf0dec6562c2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Flash Attention 2 support across more architectures, the other requests GGUF support across more architectures. They share only a generic community-contribution framing and broad architecture scope.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying feature requests and code paths: Flash Attention 2 support vs GGUF support. Similar phrasing about adding support for more architectures is too generic to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "78b28103d1e643f7a76d5abfc5aaf52a76b0b6590737f6c0e465af5ed04833b8", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13528, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13528, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster splits into distinct language-specific translation requests, one near-identical placeholder-template subgroup (43834/44365/44370) that looks duplicate-like but is only supported by template similarity in the packet, and a separate exact-duplicate Thai pair (46222/46226). The cross-language items should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43834 is the best canonical issue for the placeholder-template subgroup because it is the earliest of the near-identical generic i18n template issues and has the broadest, most generic wording.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best representative issue overall for the placeholder-template subgroup; it captures the repeated generic i18n template pattern without overclaiming exact duplication, while the language-specific requests and Thai pair are separate cases.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish translation request vs generic placeholder template; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific request vs placeholder template; similar wording is not enough." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Concrete Turkish request vs generic placeholder template; not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language translation request; same docs-translation theme but not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation request; distinct underlying tasks." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs generic placeholder template; only broad similarity." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation request; distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language request; template similarity alone is not enough." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs placeholder template; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different underlying language request; only superficially similar." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Concrete Romanian request vs generic placeholder template; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Unrelated language-specific request despite superficial docs-translation similarity." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Unrelated language-specific request despite superficial docs-translation similarity." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical generic placeholder i18n issue; looks like the same underlying template request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical generic placeholder i18n issue; highly likely duplicate of the same template request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder template vs concrete Thai text; not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder template vs concrete Thai text; not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical placeholder i18n issues; same underlying template request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder template issue vs concrete Thai request; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder template issue vs concrete Thai request; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder template issue vs concrete Thai request; not the same underlying task." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder template issue vs concrete Thai request; not the same underlying task." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same Thai-titled issue with effectively identical content; true duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is a bit too strong on evidence. The Thai pair (46222/46226) looks like an exact duplicate, but the placeholder i18n issues (43834/44365/44370) are only near-identical from the packet, not proven exact duplicates. Please soften that wording to match the available evidence. The rest of the duplicate/non-duplicate split is reasonably grounded." + }, + "evaluator_used": true, + "retried": true, + "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": "d46b08286da568f8fdcd2130cce932b6bd284f5d3acaa8de1b0d44c0f980be85", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a family of model-support request issues with similar wording, but they target different concrete models and capabilities. None of the soft pairs look like true duplicates or the same underlying change, so no soft edges are accepted.", + "confidence": 0.93, + "canonical_issue_reason": "No issue is a clear duplicate canonical for the whole cluster. If one must be chosen as the most representative, issue 43671 is a broad, request-style model-support ticket with many similarity links, but it still describes a distinct TTS model request rather than the same change as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43671 is the best single representative of the cluster because it is a straightforward model-support request and sits near several other audio/model-request issues, but it should not be treated as a duplicate of them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert config vs DEIMv2. Similar template, not the same underlying addition." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "BERT config request vs Qwen3-TTS support; unrelated model families and changes." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are different model additions with no shared concrete change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct vision models; not one bug/change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vs LFM2.5 Audio 1.5B are different modalities and code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different model requests: RF-DETR vs weight-sparse transformer." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are separate model-support requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR computer-vision support and Qwen3-TTS audio support are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT vs Qwen3-ASR are different model families and implementation paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and weight-sparse transformer are not the same model/change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT text model request vs audio model request." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different models; only the request pattern is similar." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different concrete model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer are unrelated additions." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture and ModernVBERT models are distinct support requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are different model types and code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model families." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are distinct changes." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE are related in theme but not the same concrete request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support vs Voxtral TTS support are different code paths." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are closely related but still separate model requests and likely separate implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models; not the same underlying change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Audio TTS support vs weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model support items." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE perception encoder are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and circuit-sparsity transformer are unrelated changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different models and domains." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request and EUPE encoder request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model additions." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE encoder and TIPSv2 are both vision-language related, but they are different model requests with different intended architecture changes." + } + ] + }, + "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": "d569c1d4ca1aca1c481ad902a7c53b2d2fd9b59726c61b986a1245b2d22a979c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue for deduplication; the titles and likely scopes are unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be retained as the cluster anchor, 46443 is the more concrete technical issue, but it is not a duplicate of 38740.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and code paths: a documentation/framework listing request versus a vision-model RoPE refactor. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 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": "711ecfb2350dba9789d73810aac994ee78e4e16606e1da88480fa74d31cf2670", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one asks for a generic block decoding feature, while the other requests support for a specific model version (DeepSeek v3.2).", + "confidence": 0.96, + "canonical_issue_reason": "issue:41084 is the more general feature request and is better suited as the broader issue, but it is not a duplicate of issue:43037.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41084 is the clearest standalone issue because it describes a distinct implementation area (block decoding) without tying it to a particular model integration.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "The titles and implied scopes differ: block decoding is a core decoding capability, while DeepSeek v3.2 support is a model-specific compatibility request. They do not appear to be the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "92255e2bb219f8352635275b6fa14de7642db0f3ddaa058bd27254f3ce96dedc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level through Trainer customizability, but they target different concrete behaviors: one is about `remove_unused_column` handling, the other about FLOPs estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #43598 is the broader, more general Trainer customizability request and is the better representative of this small cluster, though the two issues are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the more general and conceptually central issue title, making it the better issue to anchor the cluster even though #43600 addresses a separate problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related theme only; one concerns `remove_unused_column` behavior, the other FLOPs counting for custom trainers. Different code paths and fixes, so not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "ddf148fbc0e198a7a581f54f2a71b888b55c7ff31f9d4d780914c21f0db95ea4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues request different Hugging Face model integration features for different model/config families; they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different targets and bugs: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config)." + } + ] + }, + "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": "e7f78fbd08da588cd60d38b2efd2c10a19c5dd7b77aaf7eac697e422d36fae44", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the exact title \"huggingface \" and appear to be duplicate reports; the \"Fett\" issue is unrelated. I would collapse the huggingface trio onto the earliest one.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports and is a reasonable representative for the duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 best represents the cluster because it is earliest and matches the repeated title pattern seen in 43846 and 43859.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles with no concrete shared details; \"Fett\" does not look like the same report as \"huggingface \"." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No evidence these refer to the same underlying problem; the titles are unrelated." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No evidence these refer to the same underlying problem; the titles are unrelated." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Exact same title and very close creation times; these look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and highly similar clustering signal; likely the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and strong similarity signal; likely duplicate reports 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 are close enough in time/similarity to justify treating them as a likely duplicate cluster, while 43835 has a different title and no concrete overlap. The representative choice of 43845 as the earliest in that cluster is reasonable, and the soft-edge verdicts stay conservative." + }, + "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": "51820d8f6ad532b0dee15a575322be065468664bdcad8514862b184564f77a89", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by low-signal spam/placeholder issues and one unrelated documentation-style post; there is no clear shared underlying bug or change.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44572 is the least arbitrary anchor because it is one of the exact `` duplicates (with 44573), but it still does not represent a real substantive issue family.", + "canonical_pr_reason": null, + "best_issue_reason": "44572 is the best available representative only because it matches another issue exactly in form; overall the cluster is too noisy and heterogeneous to be a strong canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder spam titles, but there is no evidence they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are placeholder spam titles, but nothing ties them to one concrete duplicate bug." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation request; they are not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated spam/marketing text with no shared underlying problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same as a spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A documentation enhancement request is not the same as a spam placeholder issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "They match as generic spam placeholders, but that is not enough to show a shared underlying bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a Google LLC-related title do not indicate the same issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a Google LLC-related title do not indicate 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": 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": "30d362801e8ab0da983ed6d6ab4b5a7291a9fc08162676eb5c1b84cf261fb146", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have the same title and very similar body lengths, so they are probably related duplicate reports, but the packet does not include the bodies or any shared links/files. That makes a hard duplicate claim too strong; treat them as likely duplicates with limited evidence.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #45145 is the better canonical choice because it was created first and has an inbound reference, which makes it the more central report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best overall issue candidate for the same reason: earliest creation time and slightly stronger evidence that it is the reference copy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles match and the body lengths are close, but the packet does not expose the actual bodies or any shared files/links. That is enough for a likely-duplicate signal, not enough to confidently merge them as the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise conclusion is a bit too strong for the evidence in the packet. The packet supports same title, close body lengths, and a soft similarity signal, but it does not show the actual bodies or any shared links/files, so claims like \"near-exact duplicates\" and \"no material differences\" are overstated. The canonical-choice rationale is grounded, but the soft-edge verdict should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "01a1f1d567333290655d98d286ea63606b06fddd6140a28a85a34bfc60230c35", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one is a Gemma4 audio-module dtype failure during NF4 inference, the other is a BitsAndBytesConfig regression that clears the default lm_head exclusion and triggers an AssertionError. They only overlap at a broad \u201c4-bit inference\u201d level.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical duplicate: the two issues describe different root causes and different fixes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 45674 is the better representative because it is a broader, config-level regression with a clearer general scope; issue 45672 is a narrower model/module-specific dtype bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs: 45672 is about torch.finfo() being called on uint8 weights in Gemma4 audio modules, while 45674 is about llm_int8_skip_modules removing the default lm_head exclusion and causing an AssertionError. Same subsystem, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "39bef1a3ff924b0e0b788d85ee9bc1367c6ded479dfc6c369831868dcba6f5e1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are just person-name/date titles with no body, links, or shared technical context; they do not appear to describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical candidate because there is no evidence of a shared problem or any technical description to compare.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Titles only contain different names and dates; no body or metadata suggests 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": "dbefb33dda79d68f9e54324a78bcb9442ddb555f558c02f734745ab906adb5a2", + "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 empty closed issues with different personal names and dates; they do not describe the same bug or feature, so this cluster looks like unrelated noise rather than a duplicate set.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: both issues are content-free and describe different named entities, not the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong representative because neither contains actionable problem detail; if forced, either could serve only as a placeholder.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles reference different people and different dates, with no shared technical subject or actionable issue to indicate the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "7934498ef6730f5a7019c826260ead06a05760cfe2256614aa2d0ea0474131a6", + "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 about different feature areas: adding a Qwen3_5 token classification head for value modeling versus FP8 training support. They do not look like duplicates or the same underlying request.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45810 is the more concrete, implementation-targeted feature request, with a specific model/class named and a clear intended use case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45810 is the best representative issue in this cluster because it is narrowly scoped and directly actionable, unlike the broader FP8 training request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying problems: one requests a new Qwen3_5 token-classification/value-model head, the other requests FP8 training support. No shared target code path or concrete overlap." + } + ] + }, + "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": "b268d1292f41f537f986528a6c299567512bf44dc0c57b03849a72dcd1db77be", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster splits into two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is thematically similar but not the same request, so it should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "45870 is an exact duplicate of 45871 and is the earliest clear instance of the DataForge financial example issue, making it a clean canonical anchor for that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the most concrete, centrally named DataForge request in the cluster, and 45873 is an exact duplicate of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial/DataForge theme, but different request: a dataset bundle ad versus a prediction example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same broad topic only; not the same underlying issue or change." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and matching body length; these look like duplicate reports of the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention Financial/DataForge, but one is an example page and the other is a scraping-service request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad DataForge theme, but not the same concrete issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different underlying request despite similar wording." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying request despite similar wording." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and matching body length; these look like duplicate reports of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is well grounded in the packet: 45870/45871 and 45872/45873 have identical titles, identical body lengths, and the pair scores indicate very strong similarity, while 45869 is only loosely related by theme. The soft-edge rejections are conservative, and the canonical/best anchors are defensible from the timestamps and titles." + }, + "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": "70598a700bfc63ba49a6279120d6a79153e817eb98a87b5d479734602b9b1110", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one is shape corruption from `early_initialization`, the other is a `KeyError` in Qwen3.5. They look related, but not clearly the same underlying bug, so I would not deduplicate them.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 46439 is the better representative issue because it states a concrete root symptom (`early_initialization` corrupts linear-attention layers and causes shape/runtime failures) rather than a model-specific crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest standalone report: it is broader, more diagnostic, and names the likely problematic code path, making it the best issue to keep as the reference if the cluster is later linked.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related subsystem, but not clearly the same bug. 46439 reports wrong shapes/runtime failure from `early_initialization`; 46441 reports a `KeyError: 'linear_attention'` on Qwen3.5. Different symptoms and likely different root causes, so do not merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "eff75d89862632ecdd29afbdcdb19831d9ba16cb12699abd894f28ac78604123", + "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 near-identical duplicates about Wav2Vec2CTCTokenizer v5 incorrectly treating the word delimiter as a special token. Issue #46552 is the better canonical issue because it is the open, referenced thread; #46551 appears to be the duplicate/closed copy.", + "confidence": 0.99, + "canonical_issue_reason": "#46552 is the open issue with inbound references, so it is the better long-lived tracking thread for this exact bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 best represents the unique underlying issue because it matches #46551 exactly and is the active/open discussion target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Exact same title and bug description; these are duplicate reports of the same tokenizer special-token leakage issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the two issues have identical titles and body lengths, and #46552 is the open item with inbound references while #46551 is closed. The duplicate verdict is appropriately conservative, and the canonical choice of #46552 is supported by the available metadata." + }, + "evaluator_used": true, + "retried": false, + "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": "432b24ac1562f3ea5032bfcd9365e339c12bac77b73c2f33aa020d0248f2abf6", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38088, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38088, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one true duplicate-like PR pair appears here: two independent patches against `fixed_cross_entropy` in `loss_utils.py`. The rest are unrelated model additions, docs, refactors, or tests that only share broad subsystem overlap.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the better canonical PR: it directly targets issue `43240`, makes the core `fixed_cross_entropy` API change in one place, and has more discussion/review context.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the best representative PR for the duplicate cluster because it contains the same concrete `loss_utils.py` fix as `43254` but is more explicitly anchored to the tracked issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: VideoPrism model integration vs an executorch dynamic-shape export test. Same broad testing/modeling ecosystem, but not the same bug or patch." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated work: Mistral tokenizer API additions vs executorch export tests. No shared codepath or same fix." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different model families and changes: tokenizer missing methods vs adding MobileLLM. Not the same underlying change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch processor/model loading areas, but they fix different models and different issues; not mergeable as one PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss function kwargs fix vs adding MobileLLM model support. Completely different codepaths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test fixes and auto-model mapping changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export test vs Mistral4 test/modeling adjustments; only both are tests, not the same bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Exportability test vs adding a new model. No shared concrete defect." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model addition is unrelated to `cls.config` resolution order in `modeling_utils.py`." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition vs Falcon output-interface refactor; different models and different implementation goals." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor is unrelated to the model-creation skill draft; no shared bug or codepath." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor and Mistral4 tests are separate model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the `layrnorm` typo cleanup across CLIP-like models." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests vs serve chat parsing updates; different subsystems and objectives." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests/model mapping changes are unrelated to adding the TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4-specific test/model changes are not the same as the global config-resolution fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes and the new-model skill are entirely different changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model support vs a model-creation skill scaffold; not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patch `src/transformers/loss/loss_utils.py` to make `fixed_cross_entropy` forward supported `nn.functional.cross_entropy` kwargs for the same issue `43240`; these are the same underlying fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted pair (43251/43254) is well supported by the shared file and issue target. The other pairwise rejections stay conservative and do not overclaim shared bugs or mergeability." + }, + "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": "a482cc24fe193fb2a6bc92c86f960b36d3b6805e0a96d89e2ad7a455c5cabdc6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two VibeVoice PRs overlap heavily in filenames, but they are not duplicates: one is the base VibeVoice integration and the other adds the Realtime variant plus acoustic-tokenizer changes.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the broader, original VibeVoice implementation and has substantial review/discussion activity; it is the cleaner representative of the core feature set.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best overall representative because it is the stable base VibeVoice integration, while #42781 looks like a follow-on extension for the realtime path rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files alone are not enough: #42781 adds a realtime variant and acoustic-tokenizer/gen-utils work, so it is a related extension, not the same concrete 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": 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": "18ed3ce69d70cb67904c6a45ed7e498e1dec5dab64feb9c6141e5cce5ccf2f28", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated feature PRs: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They do not fix the same code path or implement the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41224 is the tighter, more self-contained feature addition and is a better cluster representative than the broader TimesFM covariate work in 40755.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the best single representative here because it has a narrower scope and a clearer end-user feature surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different functionality: TimesFM covariate forecasting vs DINOv3 image classification. No shared concrete bug or mergeable combined 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": 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": "3f3ec1e03e6fc7dbdcf052d0cfada52260922572859048c9c06b62f7f14104d3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10434, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10434, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are separate model-addition efforts with similar scaffolding, but they target different models and codepaths. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: DeepSeek OCR, Isaac, and Kimi2-6 each add distinct model packages, docs, and auto-registration entries rather than fixing the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "None of the PRs is a duplicate of the others; if forced to pick a cluster representative, 45630 is the most complete/newest submission, but it is still a separate model addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models (DeepSeek OCR vs Isaac) with different new model files and docs; similarity is only from shared Hugging Face model-integration boilerplate." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different models (Isaac vs Kimi2-6) and different implementation files; this is not the same bug or change, only the same kind of model onboarding work." + } + ] + }, + "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": "23f5063957e877742c0a290b6df69cbec99118c3dee3f51e396810ab56683cd5", + "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": "These are related GitHub Actions maintenance PRs, but they change different actions and solve different upgrade paths: one targets Node 24 compatibility for several core actions, while the other bumps docker/build-push-action across Docker workflows. They are similar in theme, not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the clearest stated purpose (Node 24 compatibility) and updates foundational workflow actions used across many jobs.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest standalone representative of the cluster: broader impact, explicit compatibility motivation, and a more general workflow-infrastructure upgrade scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency bumps, but they update different GitHub Actions for different reasons (Node 24 compatibility vs. docker/build-push-action versioning). They do not look like the same concrete change and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "ec6fd3b6c9ce0853c43095d444f0ff90e1941a4856c9279a33a04dc185299fee", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 11, + "serialized_chars": 20403, + "estimated_input_tokens": 5101, + "estimated_eval_tokens": 10458 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 11, + "serialized_chars": 20403, + "estimated_input_tokens": 5101, + "estimated_eval_tokens": 10458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated model-addition PRs plus one docs typo fix. The overlap is mostly generic new-model scaffolding, not the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate PR: these submissions cover different models or an unrelated docs typo fix. If a representative is needed, PR 43451 is the broadest and most complete standalone change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the strongest standalone representative because it has the broadest implementation and test surface, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are generic scaffolding, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo2); overlap is only in shared registration/docs boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46641", + "accept": false, + "reason": "A model-addition PR and a punctuation-only docs fix are unrelated." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions (ViT NEPA vs CTSM); same subsystem templates do not indicate the same bug or feature." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model integrations with different code paths and files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46641", + "accept": false, + "reason": "A model integration and a docs comma fix are not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; shared repo plumbing is too broad to merge as duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46641", + "accept": false, + "reason": "Molmo2 model integration and a docs comma fix are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model additions with no shared concrete bug or fix path." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash are separate model additions touching different architectures and code paths." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46641", + "accept": false, + "reason": "CTSM model integration and a docs comma fix are unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "f2f2c957730567cebca0effc04cbf85c08733c57329f39edfab426d359d5676e", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38601, + "estimated_input_tokens": 9651, + "estimated_eval_tokens": 19558 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38601, + "estimated_input_tokens": 9651, + "estimated_eval_tokens": 19558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous PRs: unrelated test fixes, typing cleanup, typo-only maintenance, and a few integration changes. Only one pair looks like a likely duplicate/follow-up within the same typing effort; the rest are too broad or touch different concrete changes.", + "confidence": 0.63, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46579 is the best overall representative of the typo-cleanup subgroup: it is broad, multi-file, and overlaps the same kind of code hygiene changes seen in the nearby typo PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:46636", + "accept": false, + "reason": "Different features: Whisper test/tokenizer work vs a typo fix in generation/configuration and tests." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-related, but they target different models and different failures." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test/tokenizer changes are unrelated to the FP8 dequantization fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated changes: Whisper tests versus generation/configuration validation and model test updates." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compatibility alias for tie_weights is unrelated to typo cleanup across code comments and filenames." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Different model test suites and different issues; 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Same surface area, not the same change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most focused representative: it directly addresses the documented `TypeAdapter` `NameError` when `pydantic` is not installed, with a tight, concrete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best PR candidate overall because it targets the specific runtime failure mode described by its issue link and is less broad than the other PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject as duplicates: they overlap in the same file and general symptom, but 43656 is a broader postponed-annotations/type-hint cleanup while 43842 specifically fixes `TypeAdapter` resolution when `pydantic` is absent. Different underlying bugs, not one mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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. 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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", + 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"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": "2b0fe4aad508d14b2b7a26028a367ecad6d7e16cdb402fee64ecbf8edafca8c0", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76942, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a broad cluster of independent model-by-model output-tracing refactors. The only true overlaps here are the GPT-J/CodeGen variants and the GPT-Neo variants; the rest share only the same umbrella theme or issue target.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "44066 is the clearest representative of the cluster\u2019s core change: a multi-file GPT-J/CodeGen migration to standardized output tracing with an explicit issue link and direct code-path changes.", + "best_issue_reason": null, + "best_pr_reason": "44066 is the best single anchor because it covers the core GPT-J/CodeGen code path, has the cleanest explicit linkage to the tracking issue, and is broad enough to subsume the narrower GPT-J-only variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; same umbrella issue is not enough to treat them as duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and code paths; both are output-tracing refactors, but not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same code path; one is a narrower overlapping variant of the other." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different architectures; only the generic output-tracing theme matches." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; not the same underlying bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; too different to be one duplicate change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated code paths despite the shared refactor pattern." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and different output-tracing implementations; not mergeable as one fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; same theme, different concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors over the same model code path and look like overlapping variants of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; related theme but different concrete model changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different models and code paths; not a duplicate despite similar refactor language." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet versus GPT-J/CodeGen; only the abstract refactor style is shared." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J are different concrete changes; shared issue target would not make them duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated models; not the same underlying bug/change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM; different model-specific refactors." + }, + { + "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/CodeGen are different model-specific migrations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J; 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not the same bug/change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model-specific changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are distinct code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are different model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 versus GPT-Neo; related patterns, but not the same underlying fix." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are unrelated model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different concrete fixes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different underlying changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44722", + "accept": false, + "reason": "SqueezeBert and GPT-J/CodeGen are unrelated concrete fixes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different models and changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and SegFormer are unrelated changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are different model-specific fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing migration in the same files; these could be merged as one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing code path and overlap enough to be one combined PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families; only the shared output-tracing theme matches." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated concrete fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated model-specific changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different models; same refactor pattern is not enough." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44074", + "accept": false, + "reason": "ResNet and TextNet are unrelated changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44059", + "accept": false, + "reason": "MPNet and GPT2 are different model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44071", + "accept": false, + "reason": "MPNet and MPT are unrelated code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge calls are mostly conservative. The accepted overlaps are limited to pairs that share the same model code path and look mergeable as one bugfix, while the rejects generally stay within different model families. I don\u2019t see a clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "949a5af4497d5a4035dad3d4e6808c49f6f022f46afba5e3280da2fa74a36a3a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "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 are thematically similar migrations to standardized output tracing/capture utilities, but they target different model implementations and code paths, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present; as a representative PR, 44129 is the clearest concrete change because it has an explicit issue target and a substantial SpeechT5-specific tracing refactor.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest single representative of the cluster: it has an explicit linked issue, a focused model-specific code change, and clear output-tracing refactoring scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but one is for VisualBert and the other for TextNet; they touch different model code paths and are not the same underlying bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate model implementations with distinct encoder logic; this is the same refactor pattern, not a shared duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These apply the same decorator/capture pattern to different models (MPNet vs TextNet), so they are not mergeable as one duplicate PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model paths; despite similar migration wording, they are separate PRs for different implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 changes are on different architectures and code paths; they share a refactor theme but not the same concrete bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "ee3d603beabe81dfc19e67dcbf53ee5e2da29c732dccf9ef55c95dc1029b9b8a", + "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": "These are separate open PRs that all follow the same output-tracing refactor pattern, but they target different model families and code paths; I do not see true duplicates among them.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "44003 is the broadest single example of the shared theme, updating both FalconMamba and Mamba with the new output-capturing plumbing.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the strongest representative of the cluster: it has the largest, most substantive refactor and spans two closely related implementations in the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward paths; only the refactor style is shared." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Unrelated model code paths; both are output-tracing cleanup, not the same bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate architectures with no shared concrete code-path issue." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and implementations; same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Timm backbone vs RWKV are unrelated code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are different model families; no duplicate bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model architectures and forward logic." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and DepthAnything are unrelated implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "No shared concrete code path; only similar output-tracing refactors." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Speech/vision encoder-decoder code is distinct from MobileNetV1." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated model paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families; same pattern, not same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder vs Mamba/RWKV stateful models are unrelated." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different architectures and code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet do not share the same concrete bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different implementations; no plausible single merged PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs DepthAnything are unrelated model families." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are different code paths and fixes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "No shared underlying bug; only the refactor pattern matches." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/RWKV-style stateful models vs SuperPoint are unrelated." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Stateful Mamba-family code and CodeGen are different concrete paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated; same refactor theme only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen do not fix the same issue." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are distinct code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are different model families and fixes." + }, + { + "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": "Depth estimation and SuperPoint are not the same underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV are unrelated model implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are different concrete code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder wrappers, but not the same bug/change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint are unrelated code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and concrete fixes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint do not share the same underlying issue." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder and RWKV are unrelated." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are distinct code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are different model families." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are unrelated fixes." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different concrete implementations, not one duplicate bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "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-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "0e1cbc32ac848bff16902445ac21f647b7e48180d072b7d51a7301e5b8756b86", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated model-addition PRs were loosely similar because they both register new model packages and touch the auto/docs plumbing, but they implement different models (PenguinVL vs Voxtral TTS) and different code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45401 is the better cluster representative because it has an explicit linked issue target and a self-contained, narrowly scoped Voxtral TTS implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the strongest standalone PR in this cluster: it is tied to a concrete issue and has a focused implementation for one model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "They are both model implementation PRs, but for different models and different functionality; shared registration/docs files alone are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "e416cebb38dec7350e92c0b66eb5c9f8f8b1b74448628d8af773ad3c51911d7e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are related in the broad area of module/kernel fusion, but they are not the same underlying change: #44979 adds a generic Module Fusion API, while #45363 wires in n-to-1 kernel fusion via KernelConfig and adds an example. They should not be merged as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the cleaner representative because it introduces the core generic Module Fusion API in a focused way; #45363 is a more specific KernelConfig-based implementation built on top of that idea.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best cluster anchor since it captures the foundational abstraction rather than a narrower application of fusion to one kernel path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but different concrete changes and code paths: generic API vs KernelConfig-driven n-to-1 kernel fusion. Not the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "c72e40f4420ff2fc82e093c44b1b14d75703fecc17f64225ae998f921cd9677f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs implement the same fix for the Mistral regex AttributeError in the same code path; 45317 is a superset of 45086 because it includes the same patch plus tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical choice: it contains the same core fix as 45086 and adds test coverage, making it the more complete and review-ready version of the duplicate pair.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is best overall because it preserves the exact bug fix while also adding a test file, so it is the most complete representation of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs make the same concrete fix in src/transformers/tokenization_utils_tokenizers.py for _patch_mistral_regex, with identical changed lines; 45317 simply adds tests, so they are duplicate implementations of the same underlying bug fix and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "a068da8e06f08bdf257729741b98fd4246c90698e2ac37cc7c532ad8dcc13bab", + "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": "This cluster is heterogeneous: one NemotronH refactor, one NemotronH dense/sparse split, and two separate ASR streaming additions. The shared filenames are mostly auto/docs plumbing, not evidence of the same underlying change, so I would not merge any pair as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits the whole cluster cleanly; if one must be chosen, PR 46332 is the most self-contained and feature-complete standalone addition in the set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46332 is the strongest representative because it implements a full Nemotron ASR streaming stack with core losses, model wiring, and documentation, whereas the others are either a refactor or a different Nemotron variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Same NemotronH area, but 45115 is a refactor toward GraniteMoeHybrid while 45569 adds/docks separate NemotronH dense and sparse variants; different concrete changes, not one fix." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "Overlap is limited to shared auto/docs/model registry files; one is NemotronH architecture splitting, the other is Nemotron ASR streaming for a different model family." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are ASR-related, but they target different model versions and code paths (Nemotron ASR vs Nemotron 3.5 ASR). They are related features, not 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": 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": "8d4b3690f1f568bd00cceba162e8f1a98bcf0a75262dc3fff6e1870b2fbdfb12", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related pieces of a larger heterogeneous-model feature, but they are not duplicates: one adds per-layer config plumbing, the other adds model/cache support that consumes it.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader umbrella change for heterogeneous model support, covering the actual model/cache plumbing; PR 45333 is a narrower config-foundation piece.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the most complete and central implementation of the feature cluster, while 45333 is supporting configuration groundwork.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: these are complementary feature increments rather than the same underlying bug/change. 45333 introduces per-layer heterogeneous config support, while 45332 adds heterogeneous model/cache handling that depends on that config plumbing; they would not plausibly collapse into 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": 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": "5e556153e9ce5aa9cd357b868a893b6fa0c2bf3482e91519f9068f6911aa56f7", + "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 items are pull requests about cached forward behavior with seq_len > 1, but they fix different model families and different code paths: one is Mamba2 cache handling, the other is Qwen/OLMo hybrid linear-attention cached forward. They are related by theme, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the better canonical PR because it has an explicit issue target (#46032) and a narrowly defined fix for Mamba2 use_cache behavior when seq_len > 1.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the strongest representative of the cluster due to its explicit tracking issue and focused scope; PR #45513 spans several model files and a different attention path, so it is less suitable as the canonical representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Reject: they address different concrete bugs in different model implementations. #45513 fixes multi-token cached forward for Qwen3.5/OLMo hybrid linear attention, while #46084 fixes Mamba2 cache state handling when seq_len > 1. Same broad theme, not the same underlying code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "014b009d7b0021f03e3b3542e18bfa5a08c846e700180f6da15b1cb7946368ca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are related by expert-parallel loading, but they fix different bugs in different code paths: PR 45548 addresses EP + DeepSpeed ZeRO-3 loading/serialization of distributed_config, while PR 45662 addresses EP + FSDP2 experts being overwritten by rank-0 broadcast. Similar subsystem, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the stronger representative: it targets a concrete EP/FSDP2 loading corruption bug with a clear failure mode and a multi-file fix, rather than the narrower serialization/loading compatibility change in 45548.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best standalone candidate because it fixes the more explicit data-loss bug in the loading path and has the clearest end-user impact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Do not merge: 45548 fixes EP + DeepSpeed ZeRO-3 loading by preserving distributed_config and adding has_ep, while 45662 fixes EP + FSDP2 expert tensors being overwritten after rank-0 broadcast. Same broad subsystem, different concrete bugs/code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "60c8c673abc7a83cf89730e9539d94aba6c53f2a010061dcf854ec4a17a1fa82", + "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": "These two PRs address the same xdist/captured_info collision problem; #45645 is the broader superset, while #45639 is a narrower implementation of the same underlying fix.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the best canonical PR because it includes the xdist-safe output-file change plus the CI/workflow update needed to consume multiple captured_info files, making it the more complete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the best representative of the cluster since it covers the full bug fix and downstream log handling, whereas #45639 only covers the library-side portion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist collision/captured_info bug; #45645 appears to subsume #45639 and both could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "f21fd8b7726af5cc6888bb33ddec04735983789ff1621d60d476d3cb5649e2d9", + "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 three separate PRs: one adds AutoModel registration for GLM-ASR, and two add attn_implementation dispatch support for different model families (RecurrentGemma vs BLIP-2/InstructBLIP). They are thematically similar but not duplicates of the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present; for a representative PR, pull request 46320 is the cleanest single-model example of the attn_implementation dispatch work with direct code, docs, and tests tied to RecurrentGemma.", + "best_issue_reason": null, + "best_pr_reason": "Pull request 46320 is the best representative of the cluster\u2019s main technical theme because it is a focused, self-contained implementation for one model family. Pull request 46401 is broader but still a separate change set, and 45670 is unrelated to attn_implementation dispatch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes and code paths: GLM-ASR AutoModel registration versus RecurrentGemma attention-dispatch support. They are not the same bug or mergeable fix." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Different changes and code paths: GLM-ASR AutoModel registration versus BLIP-2/InstructBLIP attention-dispatch support. Shared ML model context is too broad to be a duplicate." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both add attn_implementation support, but for different model families and distinct model-specific implementations (RecurrentGemma vs BLIP-2/InstructBLIP/InstructBLIPVideo). They are related features, 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": 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": "8580486856f359a38a5d90cc1c746c5b23f32a9f05e07deb8b07a622008a1052", + "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": "Two unrelated linter-driven transformer PRs: one changes model forward return-tuple handling (TRF003), the other changes weight initialization logic (TRF018). They overlap only because they touch many of the same model files, not the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45720 is the better representative: it has a narrower, concrete scope centered on forward signatures/return behavior, making it the cleaner canonical PR for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45720 is the strongest standalone PR: it targets one specific code-path behavior change across model forwards, whereas #46259 is a separate initialization-rule sweep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: #45720 updates forward output/return_dict handling, while #46259 refactors model weight initialization. Shared model files are incidental and not evidence of the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "69d93e5b37ade1d528471bdb787f99716fbaec84a5b7659a1a48501303b00a5e", + "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 PRs are unrelated: 45932 is a broad experimental/test-ci plus model/config change set, while 46100 is a focused ViT test migration. They do not fix the same underlying problem and should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different concerns and are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "46100 is the more self-contained and coherent PR if a representative must be chosen, but it is not a duplicate of 45932.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different scopes and code paths: 45932 touches CI workflow and multiple model/config files, while 46100 adds/migrates ViT tests. They are not the same change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "d2db3300a43d3c5de966ee52c486a8cdd13b6668f4eaf095e31a418290d56315", + "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 (all add SDPA/attn_implementation dispatch), but they target different model families and distinct code paths, so they are not duplicates and should not be merged together.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: CTRL, T5, and wav2vec2/audio stack changes are separate model-specific implementations of the same feature pattern, not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the broadest and most central representative of the feature family, but it still addresses a different set of models/code paths than the other two.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Same feature class, but different model families (CTRL vs T5) and different implementation paths; not the same concrete bug/change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "Both relate to attention dispatch, but CTRL and wav2vec2/audio models are separate code paths with different fixes; not mergeable as one PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 and wav2vec2/audio dispatch support are distinct model-specific changes, not the same underlying PR or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 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": "d01dbaf1fbc37cdd90c49db3048b079ffcd4b93f19f658f8fd729b28250277e7", + "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 two PRs are not duplicates: #46126 is a focused EP/Trainer integration change around tensor-parallel routing, while #46269 is a broad distributed-branch base PR touching many unrelated distributed components. The shared filenames are too coarse to imply the same concrete fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more canonical PR because it has a narrow, concrete scope and a clear code-path purpose (EP routing / Trainer integration) rather than serving as a broad branch-base umbrella.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best representative of the cluster because it is the only focused change set; #46269 is too large and mixed to stand in as a single duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they do not appear to fix the same underlying bug or implement the same change. #46126 is a targeted EP routing integration patch; #46269 is a wide distributed branch-base PR with many unrelated edits, so they could not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "d74b452130e367ccfaba5ff926981ea17029b1105d6452c567f71d551115dbb3", + "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": "These are all small, unrelated workflow-maintenance PRs. The only high-similarity group is the three pr-ci-security-gate edits, but they change different aspects of the workflow and are not the same underlying fix/change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster spans distinct workflow updates across different files, and the similar pr-ci-security-gate PRs still address different changes rather than one duplicate fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the strongest representative because it makes the most concrete behavior change in pr-ci-security-gate.yml, but it is still not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different concerns; only a generic workflow-maintenance similarity." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow updates; no shared concrete bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different files and different workflow behavior; not the same change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Separate workflow edits in different CI paths; not duplicative." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Both are workflow tweaks, but they fix different scripts and different failure modes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and unrelated trigger logic; not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows; similarity is only at the 'chore update' level." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Distinct workflow maintenance in separate files; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "The SSH runner hardening and pr-ci-security-gate change address unrelated problems." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow behavior and different file targets; not a duplicate." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows with different triggers; no same underlying bug/change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Separate workflow files and independent changes; similarity is superficial." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are CI workflow updates, but they modify different jobs and logic." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflow changes; no plausible single-PR duplicate." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow targets and behavior; not the same change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Distinct workflow maintenance changes in separate files." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow concerns; not the same underlying fix." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow edits, but they change unrelated CI behavior." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark workflow trigger logic is unrelated to pr-ci-security-gate hardening." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different bug classes; not duplicates." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Build-tag parsing and security-gate permissions are unrelated changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but one adds checkout/security checks while the other changes permissions and approval gating; different changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but one changes security checks and the other only adds documentation/comments around a reusable workflow." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but permissions/approval gating is a different change from the reusable-workflow note." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow files and behavior; no duplicate fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow changes with no shared 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": 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": "0ca1c05dac8f4e66b345b5131f8e416e507634e9db00d4f39d912833809e8d05", + "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": "The two PRs are related by a broad theme of avoiding direct source-file opens, but they fix different code paths in different modules and should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better canonical-style representative only in the loose sense that it is a narrower, test-backed fix for a specific bug in model attention-implementation detection; PR 46152 is a separate import-utils change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest PR in the cluster for triage because it addresses a concrete runtime path and includes tests, while PR 46152 is an independent source-loading refactor in a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Different underlying fixes: 46152 changes import_utils source resolution to use importlib.resources/path traversal, while 46207 changes modeling_utils to use inspect.getsource for _can_set_attn_implementation. Same theme, but not the same concrete bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "4d9e827d7fbad904c8449b6164c8045e4f091c3d7c4d8af7d34a354dedd81dac", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are near-identical duplicates fixing the StaticLayer.get_seq_length return type annotation in cache_utils.py for issue #45987. The third PR is a different static-cache generation config change and should not be clustered with them.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the best canonical representative: it is the earlier, direct fix for #45987, with the same cache_utils.py type-hint change as the duplicate PR #46474.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the strongest cluster anchor because it exactly matches the duplicated code change, explicitly targets the shared issue, and is the earlier of the two identical fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different bugs and code paths: #46436 changes generation cache sizing logic in generation/utils.py, while #46474 only adjusts StaticLayer.get_seq_length type hints in cache_utils.py." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying fix: both make the StaticLayer.get_seq_length return type accept int | torch.Tensor in cache_utils.py and target the same issue #45987." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. It correctly treats PRs 46173 and 46474 as duplicate fixes to the same cache_utils.py type-hint issue (#45987), and it correctly keeps PR 46436 separate as a different generation/static-cache config change. No overstatement found." + }, + "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": "ba2822deff9e0ea526f12ab078d4852d8982ddf4ef115bae0df93d56d600e225", + "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 two pull requests are unrelated documentation localization changes: one adds a Bengali docs translation set, while the other adds a Chinese translation for a single kernels page. They do not fix the same code-path or represent the same change request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46236 is the better cluster representative because it is the broader, explicitly tracked documentation translation effort and has an issue link, while PR 46621 is a small single-page translation.", + "best_issue_reason": null, + "best_pr_reason": "PR 46236 is the strongest standalone PR in this cluster because it covers a larger, coherent docs localization bundle rather than a narrow page addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46236", + "right": "pull_request:46621", + "accept": false, + "reason": "Different translation scopes and languages: Bengali docs set vs. Chinese kernels page. They are not the same underlying change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "382ec8a17ee59ae74aef12656fb0ecafddee66c10c9d101f8a6f8755992c8538", + "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 right-window off-by-one boundary bug in Moonshine streaming masking; PR 46546 is the broader, more complete version and includes tests plus the same fix in Gemma4.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the more complete representative: it applies the same boundary fix to Moonshine streaming, extends it to Gemma4, and adds tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the strongest standalone fix because it covers the same bug with broader model coverage and test support.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Both PRs correct the same off-by-one right-window boundary in the same mask helper; 46310 is essentially a narrower precursor/subset of the fix in 46546." + } + ] + }, + "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": "6176c53a7ab7cd2765c9ac86379204ba190bc984e588d713452f5f1d4963f642", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are not duplicates: one is a draft infrastructure change for continuous batching multimodal support, while the other is a finished model integration for HunYuan VL with docs and tests. The overlap is only superficial.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must represent the cluster, 46417 is the more complete and mature standalone change: it is non-draft, adds a full model integration, and includes docs/tests.", + "best_issue_reason": null, + "best_pr_reason": "46417 is the best overall artifact here because it is a self-contained feature addition with substantial implementation and validation, whereas 46376 is still a draft infra PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes: continuous batching multimodal infrastructure vs. HunYuan VL model integration. They do not fix the same code-path problem and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "0470ab71e2609ac1e43c7c7b182609f4589eafeb27808cadf25189132e813523", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two Mistral-related PRs overlap in files and subsystem, but they appear to be separate changes: one refactors/relocates MistralConverter, the other adds tekken tokenizer detection and save/conversion utilities. Not a duplicate pair.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46604 is the broader, more substantive Mistral tokenizer change and is the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 46604 best captures the main functional direction here (tekken tokenizer detection/conversion/save support), whereas 46603 is mainly a code move/refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Same subsystem and shared files, but different underlying changes: 46603 moves MistralConverter into an integrations package, while 46604 adds tekken tokenizer detection, conversion, and save utilities. They are related but not the same concrete change and would not reasonably collapse 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": 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/20260614T180027Z/analysis-runs/hybrid-model-20260614t180027z/manifest.json b/snapshots/20260614T180027Z/analysis-runs/hybrid-model-20260614t180027z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5db17dc25c3fb12e9feba56dc444bc76f7f9827c --- /dev/null +++ b/snapshots/20260614T180027Z/analysis-runs/hybrid-model-20260614t180027z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260614t180027z", + "artifacts": { + "hybrid": "snapshots/20260614T180027Z/analysis-runs/hybrid-model-20260614t180027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260614T180027Z/analysis-runs/hybrid-model-20260614t180027z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-14T18:09:51Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260614T180027Z", + "variant": "hybrid" +} diff --git a/snapshots/20260614T180027Z/manifest.json b/snapshots/20260614T180027Z/manifest.json index fb96fe5d69dbcb3d720a07f0af4a25968307b05b..8930febf49ef6a1a3d85b8e0b39f58de17acd54c 100644 --- a/snapshots/20260614T180027Z/manifest.json +++ b/snapshots/20260614T180027Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 156 }, "extracted_at": "2026-06-14T18:00:27Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260614t180027z", + "runs": { + "hybrid-model-20260614t180027z": { + "analysis_id": "hybrid-model-20260614t180027z", + "artifacts": { + "hybrid": "snapshots/20260614T180027Z/analysis-runs/hybrid-model-20260614t180027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260614T180027Z/analysis-runs/hybrid-model-20260614t180027z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260614T180027Z/analysis-runs/hybrid-model-20260614t180027z/manifest.json", + "model": null, + "published_at": "2026-06-14T18:09:51Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260614T180027Z", "watermark": {