diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 9a2bd06823e362e96a0cf218831f6bc97796cf0c..e4335bc6d20ce8849e6e261de24ad6066a117609 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": "20260610T180024Z", - "generated_at": "2026-06-10T18:06:05Z", + "snapshot_id": "20260611T000026Z", + "generated_at": "2026-06-11T00:10:24Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1679,6 +1679,73 @@ } ] }, + { + "cluster_id": "cluster-46305-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46305, + "canonical_pr_number": 46310, + "issue_numbers": [ + 46305 + ], + "pr_numbers": [ + 46310, + 46546 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46310, + "right_pr_number": 46546, + "code_similarity": 0.642, + "size_similarity": 0.571, + "file_overlap": 0.667, + "area_overlap": 0.867, + "patch_similarity": 0.16, + "shared_filenames": [ + "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "left_ranges": [ + [ + 356, + 362 + ] + ], + "right_ranges": [ + [ + 355, + 361 + ] + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -2011,6 +2078,61 @@ ] } ] + }, + { + "cluster_id": "cluster-46548-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46548, + "issue_numbers": [], + "pr_numbers": [ + 46548, + 46549 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46548, + "right_pr_number": 46549, + "code_similarity": 1.0, + "size_similarity": 1.0, + "file_overlap": 1.0, + "area_overlap": 1.0, + "patch_similarity": 1.0, + "shared_filenames": [ + "README.md" + ], + "shared_file_areas": [ + { + "filename": "README.md", + "left_ranges": [ + [ + 87, + 105 + ], + [ + 108, + 114 + ] + ], + "right_ranges": [ + [ + 87, + 105 + ], + [ + 108, + 114 + ] + ] + } + ] + } + ] } ], "duplicate_issues": [], @@ -2121,6 +2243,24 @@ ], "target_issue_number": 46291, "reason": "PRs in cluster-46291-3 are treated as duplicates because they converge on issue #46291 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 46310, + "duplicate_pr_numbers": [ + 46546 + ], + "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-46548-2", + "canonical_pr_number": 46548, + "duplicate_pr_numbers": [ + 46549 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46548-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index e10666304101556e201d8a537f6b2254ba3fffb9..77cdf431e30f06987c487a0fdc3103f1e5ed2174 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": "20260610T180024Z", - "generated_at": "2026-06-10T18:06:05Z", + "snapshot_id": "20260611T000026Z", + "generated_at": "2026-06-11T00:10:24Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -132,349 +132,301 @@ "issue:43866|issue:46402", "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "a370e3b41d1e9d19bffbc775c368791147f3d06736cc5b802b108fbe72314601", + "prepared_review_unit_hash": "d5ab2fd2a4d0e41e4a196a4469777a7878af309751e57d40df5b30aa3145cbd4", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46528, - "estimated_input_tokens": 11632, - "estimated_eval_tokens": 23520 + "serialized_chars": 46530, + "estimated_input_tokens": 11633, + "estimated_eval_tokens": 23522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous. The packet supports two likely duplicate issue pairs: the ZeRO-3/BertModel index-out-of-bounds reports and the torch 2.4.1 incompatibility reports. The docs pair is related but too broad to call a true duplicate from this packet alone.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43596 is the clearest representative of the shared ZeRO-3/BertModel index-out-of-bounds failure; issue:43638 looks like the same underlying bug with a slightly different model/setup description.", + "summary": "This cluster is mostly heterogeneous, but it contains two clear duplicate subgroups: the DeepSpeed ZeRO-3/BERT initialization pair and the torch 2.4.1 compatibility pair. Most other soft-similarity pairs are related only at a broad subsystem level, not the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45800 is the best representative of the clearest duplicate subgroup here: it states the version-compatibility problem directly and cleanly subsumes the shorter duplicate report 46515.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best global issue canonical because it states the concrete failure mode most cleanly and matches the strongest duplicate pair.", + "best_issue_reason": "45800 is the strongest issue candidate overall because it is specific, clearly scoped, and has an obvious duplicate in 46515; the rest of the cluster is too mixed to serve as a single canonical theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: a missing config attribute vs a streaming chat/completions bug." + "reason": "Different models and failures: Qwen3.5 config attribute error vs streaming chat/completions bug." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both are runtime/backend issues, but they involve different models and different failure modes." + "reason": "Different backends and bugs: AMD GPU failure vs MPS histogram op on Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "One is an image dtype mismatch; the other is an AMD GPU support problem for GPT-OSS." + "reason": "Unrelated model/runtime issues; no shared concrete code path." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to the GPT-OSS AMD runtime issue." + "reason": "Both are dtype-related, but they affect different models and mechanisms." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and different breakage: AMD GPU support vs a broken official Nemotron example." + "reason": "Different models/examples and different failure modes." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "These describe different model/runtime problems and do not point to the same code path." + "reason": "Same general MoE area, but not the same bug or code path." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed ZeRO-3 collective mismatch is unrelated to ONNX export errors." + "reason": "DeepSpeed collective mismatch vs ONNX export error; unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different models and different export/runtime failures; not the same bug." + "reason": "Different model/export path and different failure cause." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error is unrelated to Qwen3 auto device mapping CUDA asserts." + "reason": "No concrete overlap beyond being model/runtime bugs." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG examples are different issues." + "reason": "Both touch docs/examples, but they are different documentation problems." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are stale v5 docs issues, but they reference different removed artifacts and are too broad to treat as the same duplicate." + "reason": "Both are v5 docs cleanups, but they remove different documented entry points." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure and GenerationMixin import failure are unrelated." + "reason": "Different features: ONNX export vs GenerationMixin import breakage." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking and resume-training/trust-remote-code behavior are different problems." + "reason": "Different training/resume behaviors and no shared failing code path." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different symptoms and subsystems: a mask-shape IndexError vs device-map forward mismatch." + "reason": "Different tensor-shape masking bug vs device-mapping mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention indexing errors, but the reported failures and triggers are different enough to keep separate." + "reason": "Both involve IndexError, but the model paths and root causes differ." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert indexing error is unrelated to model resume with trust_remote_code." + "reason": "Unrelated training resume issue vs ZeRO-3 BERT init bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad area, but not the same concrete bug: BertModel ZeRO-3 init error vs a mask/tensor shape mismatch." + "reason": "Different error signatures and unrelated code paths." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different multimodal/input-shape issues with no shared failure path." + "reason": "Different model/input mismatch and different tensor indexing failure." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape IndexError is not the same as GPT-OSS tensor-parallel failure." + "reason": "Different failures: mask/index error vs tensor-parallel MoE issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training issue and Nemotron example breakage are unrelated." + "reason": "Different training resume and example-broken reports." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration in chat templating is unrelated to resume-training behavior." - }, - { - "left": "issue:43596", - "right": "issue:46165", - "accept": false, - "reason": "Same ZeRO-3 theme does not make these the same bug; the underlying failures differ." - }, - { - "left": "issue:34634", - "right": "issue:35545", - "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are different model-specific issues." - }, - { - "left": "issue:30277", - "right": "issue:43638", - "accept": false, - "reason": "Both use DeepSpeed, but the collective mismatch and Bert zero-sized index error are different code paths." + "reason": "Video chat-template bug vs training resume issue." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Both report the same ZeRO-3/BertModel index-out-of-bounds failure during model init/load." + "reason": "Same DeepSpeed ZeRO-3 BERT initialization bug; the non-pretrained BERT variant is the same underlying failure." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy routing and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Both involve MoE-related inference, but not the same concrete bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/save mismatch are different model behaviors." + "reason": "Different symptoms: detokenization bug vs LoRA merge/save output mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error and LoRA save/reload inconsistency are unrelated." + "reason": "Different model/runtime issue vs LoRA save/reload inconsistency." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP checkpointing mismatch and mask/index errors are not the same bug." + "reason": "Both are tensor-shape failures, but on different training stacks and code paths." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed training with 2-D weight error and collective mismatch are distinct failure modes." + "reason": "Both are DeepSpeed training errors, but the concrete bugs are different." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same module, but CPU offload incompatibility and uninitialized-memory-after-to_empty are different bugs." - }, - { - "left": "issue:43638", - "right": "issue:45161", - "accept": false, - "reason": "Bert ZeRO-3 indexing error is unrelated to GPT-OSS TP failure." - }, - { - "left": "issue:34928", - "right": "issue:36331", - "accept": false, - "reason": "Activation-checkpointing/FSDP mismatch is unrelated to the CustomTrainer compute_loss signature change." - }, - { - "left": "issue:43596", - "right": "issue:45161", - "accept": false, - "reason": "ZeRO-3 Bert loading error and GPT-OSS tensor-parallel failure are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:45507", - "accept": false, - "reason": "Different model-specific issues with no shared bug." - }, - { - "left": "issue:45874", - "right": "issue:46294", - "accept": false, - "reason": "Reverse embedding lookup cost and video token mismatch are different multimodal issues." + "reason": "Same model class, but distinct failures: CPU offload incompatibility vs uninitialized buffer after materialization." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen NVFP4 runtime error and GPT-OSS AMD GPU failure are unrelated." + "reason": "Different model families and unrelated failure mechanisms." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config/vLLM attribute error is unrelated to the Mistral regex patch crash." + "reason": "Different models and different bugs: config attribute missing vs tokenizer patch crash." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Both report the same torch 2.4.1 incompatibility regression; the titles differ only in wording/detail." + "reason": "Same torch 2.4.1 compatibility problem; 46515 is a shorter duplicate of the same issue." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map forward mismatch and reverse embedding lookup slowdown are different Gemma4 problems." + "reason": "Both are Gemma4-related, but one is device mapping and the other is reverse-embedding lookup." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen NVFP4 runtime failure are not the same issue." + "reason": "Version incompatibility and model runtime failure are not the same bug." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation checkpointing and Qwen3 auto device mapping CUDA assert are unrelated." + "reason": "Different distributed-training symptoms and different affected models." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram integer error are different backend-specific bugs." + "reason": "Different model families and different backend-specific failures." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRL SFT embedding issue and MPS histogram failure do not share a code path." + "reason": "TRL SFT packing issue vs MPS histogram backend error; unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy usage is unrelated to a Phi MoE autocast mismatch." + "reason": "Both are performance/runtime issues, but they do not share the same concrete cause." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and compute_loss signature incompatibility are unrelated." + "reason": "DeepSpeed collectives bug vs Trainer API signature breakage." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing/FSDP mismatch and GenerationMixin import failure are unrelated." + "reason": "Activation-checkpointing/FSDP issue vs GenerationMixin import error." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy routing and an index/mask shape error are unrelated." + "reason": "Different model code paths and different tensor errors." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD runtime issue and outdated RAG examples are unrelated." + "reason": "Model runtime failure vs documentation issue; no shared bug." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted checkpoint and missing Sam3Model text encoder weights are different load-time problems." + "reason": "Checkpoint corruption vs missing text encoder weights loaded; different root causes." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Torch 2.4.1 compatibility and USE_DISTRIBUTED=0 support regression are different compatibility issues." + "reason": "Different compatibility failures and different affected layers." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Mostly grounded, but not conservative enough overall. The ZeRO-3/BertModel pair (43596/43638) and torch 2.4.1 pair (45800/46515) look supportable from the titles alone, but the docs pair (44509/44512) is too broad to call a true duplicate from this packet: both are stale-v5 documentation issues, yet they reference different removed artifacts. The summary also overstates the result by saying there are 'true duplicate pairs' rather than 'likely related' pairs." + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The two accepted duplicates are well supported by the titles/body context: 43596/43638 are the same DeepSpeed ZeRO-3 BERT index error, and 45800/46515 are both torch 2.4.1 incompatibility reports. The rest of the soft pairs are rejected in a restrained way without overstating similarity, and the summary appropriately treats the cluster as mostly heterogeneous." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -487,8 +439,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -556,8 +508,8 @@ "issue:45020|issue:46304", "issue:45812|issue:45920", "issue:43866|issue:44863", - "issue:44292|issue:46015", "issue:43872|issue:46304", + "issue:44292|issue:46015", "issue:39290|issue:43531", "issue:41093|issue:43638", "issue:43792|issue:45901", @@ -584,20 +536,20 @@ "issue:43541|issue:45161", "issue:43828|issue:45464" ], - "prepared_review_unit_hash": "019191a6dede7d5eec4b1c15214c43516e47c0a245ca83adc75399689cf3eade", + "prepared_review_unit_hash": "581c79d46751178e8bcb692311385179e96255bc13aae1f0fac0cde12530a58b", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39731, + "serialized_chars": 39730, "estimated_input_tokens": 9933, "estimated_eval_tokens": 20122 }, @@ -606,144 +558,144 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. Only two soft edges look like true duplicates: the ZeRO-3 load-time IndexError pair (41762/43596) and the broad AutoTokenizer wrong-token-ID regression pair (45812/45920). The mask-shape IndexError pairs are rejected because the titles point to different failure shapes and code paths, not the same underlying bug.", - "confidence": 0.88, - "canonical_issue_reason": "45920 is the best canonical issue because it captures the broad multi-model AutoTokenizer v5 wrong-token-ID regression and subsumes the narrower Granite-specific report in 45812.", + "summary": "Mostly heterogeneous model/runtime regressions with one clear tokenizer-regression cluster; only the AutoTokenizer wrong-ID reports look like true duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45920 is the broadest concrete regression here: it describes the cross-model AutoTokenizer wrong-ID problem, which is the best representative of the only clearly overlapping thread.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the strongest overall representative issue: it is the broadest tokenizer regression report and matches the accepted duplicate pair against 45812.", + "best_issue_reason": "issue:45920 is the best global issue representative because it spans multiple affected models and captures the shared tokenizer regression better than the model-specific crash reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different bug classes: vLLM model load/support failure vs a PyTorch distributed build/runtime compatibility break." + "reason": "Different failures: vLLM model load on 4.53.0 vs a pytorch build/distributed-flag compatibility break." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Both describe the same ZeRO-3 load-time IndexError on zero-sized tensors; only the model/context differs." + "accept": false, + "reason": "Same error shape, but different models and repros; not enough evidence of one underlying ZeRO-3 bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Both are model-loading failures, but the titles indicate different underlying bugs and error paths." + "reason": "Gemma3 config attribute error vs Qwen3 auto-device-map CUDA assert; unrelated root causes." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the distributed build/runtime incompatibility." + "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 regression." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related, but they describe different documentation regressions." + "reason": "Both are docs complaints, but they cover different docs and different API changes." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different model families and different symptoms: device mismatch vs video/chat-template feature mismatch." + "reason": "Different model families and different failure modes: device mismatch vs video-token/template mismatch." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Completely different subsystems and error surfaces; not the same bug." + "reason": "AMD GPU/model support issue vs table-question-answering task crash; no shared bug." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure and device-map mismatch are different code paths and different problems." + "reason": "Processor failure for Voxtral is not the same as Gemma4 forward device mismatch." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger-kernel cross-entropy behavior is unrelated to the video StopIteration error." + "reason": "Liger Kernel cross_entropy behavior is unrelated to Qwen3.5 video/chat template failures." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization regression and outdated RAG examples are unrelated." + "reason": "Detokenization regression vs outdated RAG docs; unrelated." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Checkpoint-loading failure and outdated documentation are unrelated." + "reason": "NemotronH checkpoint loading bug is unrelated to documentation drift." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage is a different compatibility problem than the USE_DISTRIBUTED=0 issue." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 incompatibility are different code paths." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same AutoTokenizer v5 wrong-token-ID regression; 45920 is the broader multi-model report." + "reason": "Same underlying tokenizer regression: both report wrong AutoTokenizer token IDs in v5 across affected models." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint vs implementation load failure are not the same underlying bug." + "reason": "Corrupted Ovis2 checkpoint is a different problem from NemotronH implementation support." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43872", + "right": "issue:46304", "accept": false, - "reason": "Model runtime failure and RAG docs are unrelated." + "reason": "bitsandbytes constructor incompatibility is unrelated to the distributed/pytorch build break." }, { - "left": "issue:43872", - "right": "issue:46304", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to the PyTorch distributed build/runtime issue." + "reason": "Qwen-3 NVFP4 runtime failure is unrelated to outdated RAG examples." }, { "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 different Qwen3-MoE sliding_window bug." + "reason": "Both mention sliding_window, but they involve different models and likely different config paths." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a zero-sized tensor access under ZeRO-3." + "reason": "Both are index errors under different training/loading scenarios; too little evidence of one shared bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure and table QA crash are unrelated." + "reason": "Whisper runtime failure and table QA crash do not share the same bug." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model-loading failures with different causes." + "reason": "Different model-loading failures with different symptoms and likely different root causes." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and a pydantic field regression are unrelated." + "reason": "Torch-version incompatibility and PretrainedConfig/pydantic regression are separate issues." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 loading IndexError and torch/transformers version compatibility are different issues." + "reason": "ZeRO-3 Bert loading bug is not the same as the torch 2.4.1 / transformers 5.8.0 compatibility issue." }, { "left": "issue:43975", @@ -755,118 +707,112 @@ "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Different subsystems and different errors." + "reason": "Whisper model runtime issue is unrelated to the PretrainedConfig field regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3.5-related, but they describe different failures and different interfaces." + "reason": "Both are Qwen3.5-related, but one is a Transformers chat crash and the other is streaming chat/completions failure." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different model/runtime problem versus table QA crash." + "reason": "Different models and subsystems; no common underlying bug." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Gemma3 config attribute error and Gemma4 device mismatch are different failures." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming failure is unrelated to the MPS unsupported-op error." + "reason": "Streaming inference failure is unrelated to an MPS histogram op missing for Int." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different model/math-path error versus MPS unsupported-op error." + "reason": "Grouped_mm tracing error is a different code path from the MPS histogram issue." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both involve MoE/precision/tracing themes, but the concrete failures and code paths differ." + "reason": "Different symptoms: torch dynamo grouped_mm tracing vs autocast dtype mismatch." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug and corrupted checkpoint are unrelated." + "reason": "Tied-weight bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Similar-looking IndexErrors, but the titles point to different operations and different failure points." + "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking with TRL are distinct bugs." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error is unrelated to the Gemma3 sliding_window_pattern failure." + "reason": "Import path break for GenerationMixin is unrelated to a Gemma3 config regression." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a ZeRO-3 zero-sized tensor access." + "reason": "Both are IndexErrors, but they arise in different model/loading contexts and are not clearly the same defect." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version compatibility is unrelated to Gemma4 device placement." + "reason": "Generic torch/transformers compatibility complaint is unrelated to the Gemma4 device-mapping bug." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure and gpt-oss GGUF support are different model-support issues." + "reason": "vLLM loading failure and GGUF architecture support request are different issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in a config and a pydantic-field regression are unrelated." - }, - { - "left": "issue:44805", - "right": "issue:44918", - "accept": false, - "reason": "Different stack traces and different failing operations; not the same bug." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "int4 OOM regression and tied-weights translation-model issue are unrelated." + "reason": "Int4 memory/OOM regression and tied-weights translation issue are different problems." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different MoE-related failures with different symptoms and code paths." + "reason": "Grouped_mm tracing failure and TP-only GPT-OSS MoE issue are not the same code-path bug." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." + "reason": "Autocast dtype mismatch is unrelated to Qwen3.5 streaming API failure." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Most of the pairwise calls are conservative and grounded in the titles, and the tokenizer anchor on 45920 looks reasonable. However, the summary overstates the evidence by saying there are genuine duplicate mask-shape IndexError pairs, even though the corresponding verdicts are both rejects. Please align the summary with the actual soft-edge outcomes and avoid calling those cases duplicates unless you can justify it from the packet." + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair (45812/45920) is a conservative duplicate call backed by matching AutoTokenizer wrong-ID regression titles. The remaining rejections are appropriately cautious and do not overstate evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -879,8 +825,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -966,226 +912,220 @@ "issue:43644|issue:43950", "issue:36331|issue:41762" ], - "prepared_review_unit_hash": "80bed78dbc4b86e7f9d2a05dc6818c90ecf30c49e8f735370d050e6af059dc47", + "prepared_review_unit_hash": "74ee94ae4799235810beed924e5e389f20969f7f242ef0c8ed7fb625ed195628", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36940, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "serialized_chars": 36942, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of distinct Transformers issues that only share broad wording (v5 regressions, model-loading bugs, tokenizer bugs, etc.). I found one clear duplicate family around non-persistent buffer corruption and one likely duplicate around input validation error messaging; the rest are too different to merge.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43950 is the clearest representative of the strongest duplicate family here: it states the non-persistent-buffer corruption regression explicitly and matches the near-identical v5 reports in the cluster.", + "summary": "No PRs are present. The cluster is mostly heterogeneous, but there is a clear duplicate subgroup around the v5 non-persistent-buffer corruption regression, plus one likely duplicate pair around input-validation error messages.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43644 is the broadest, clearest statement of the non-persistent-buffer regression and best captures the main duplicate subgroup around this bug.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the best issue anchor because it names the root bug most precisely and is the most actionable summary of the duplicate buffer-corruption reports.", + "best_issue_reason": "Issue 43644 is the best global representative because it states the underlying regression succinctly and matches the confirmed duplicate cluster most directly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different bugs: unexpected init argument handling vs pydantic field compatibility." + "reason": "Different failures: init_empty_weights/_is_hf_initialized type handling vs a pydantic field regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Unrelated symptoms and code paths: GGUF architecture support vs streaming chat/completions failure." + "reason": "Different topics: GGUF gpt-oss support vs Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to pydantic config regression." + "reason": "Unrelated bugs: Qwen3-MoE sliding_window issue vs pydantic model field breakage." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different multimodal issues: image preprocessor dtype mismatch vs video feature/token count mismatch." + "reason": "Both are multimodal, but one is Mistral-3 dtype mismatch and the other is Qwen3.5 video-template token mismatch; not the same bug." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch/transformers incompatibility are separate root causes." + "reason": "Different root causes: remote_code regression vs torch/transformers version incompatibility." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure is not the same as missing Float8 storage type support." + "reason": "Different code paths and errors: torch dynamo grouped_mm tracing vs missing Float8 storage object." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Both are video-related, but one is a v5.3 regression across models and the other is a specific chat-template mismatch." + "accept": true, + "reason": "Both describe the same Qwen video-input regression around template/token alignment in v5.3.0." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are shape/index errors, but they involve different model setups and failure modes." + "reason": "Both are index errors, but the mask-shape mismatch and ZeRO-3 zero-size tensor issue are different bugs." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Different SigLIP2 problems: embedding quality complaint vs incorrect pipeline/AutoModel output." + "reason": "Related SigLIP2 complaints, but one is about poorer embeddings and the other about broken AutoModel/pipeline behavior; not clearly the same bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping bug and uninitialized rotary embedding memory are distinct issues." + "reason": "Different Qwen3.5 multimodal initialization bugs: text_config unwrapping vs uninitialized rotary embedding memory." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error is unrelated to TRL SFT embedding unpacking." + "reason": "Different failure modes: FSDP weight dimensionality vs TRL SFT embedding unpacking." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 preprocessing dtype issue and Qwen3.5 SFT trainer embedding issue are different." + "reason": "Different model families and issues; no shared underlying code-path is evident." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on GPT-OSS and GLM5 are unrelated model-specific reports." + "reason": "Unrelated issues: gpt-oss perplexity vs GLM5." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization regression is not the same as flash-attn fallback gating." + "reason": "Custom model notebook regression and flash-attn fallback gating are separate problems." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-code loading, but one is a local leaf-dir cache collision and the other is wrong module selection after save/load." + "reason": "Both involve custom-module loading, but the titles point to different failure mechanisms and no shared concrete bug is clear." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they are model-family-specific reports without clear evidence of the same bug." + "reason": "Different scope: one missing lm_head tying in Mistral3, the other tied-weights issues in translation models." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3MoE FP8 failure is unrelated to flash-attn2 fallback blocking." + "reason": "Different subsystems: FineGrainedFP8Config vs flash-attn2 fallback checks." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weight regressions." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight regressions." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior is unrelated to tied-weight issues." + "reason": "Quantization/offloading behavior is unrelated to tied-weights bugs." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer discussion and documentation wording are unrelated." + "reason": "DSA indexer ReLU discussion and a docs typo are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Checkpoint-loading failure for NemotronH is not a tied-weight regression." + "reason": "NemotronH checkpoint loading and translation tied-weights are different issues." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "Same validation code path: 46463 looks like a concrete T5-family instance of the broader input_ids/inputs_embeds XOR error-message bug." + "reason": "Both concern the shared input_ids/inputs_embeds validation logic producing misleading or incorrect error messages." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and round-trip behaviors." + "reason": "Different tokenizer regressions in different models; same broad area but not the same bug." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Different models and failures: TRL SFT embedding unpacking vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in docs is not the same as a removed command mention." + "reason": "A cache-strategy typo and docs referencing a removed command are unrelated." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime failure are different problems." + "reason": "Different issues: DeepSeek-Coder detokenization regression vs Qwen-3 NVFP4 runtime error." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "NVFP4 runtime failure and GraniteMoEHybrid method selection are unrelated." + "reason": "Different bugs and model families." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Near-identical regression: v5 corrupts/fills non-persistent buffers with junk; these are the same underlying bug." + "reason": "Same underlying v5 regression corrupting non-persistent buffers, phrased from different entry points." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 doc-example errors and text-embedding quality complaints are not the same bug." + "reason": "Both mention SigLIP2, but one is a docs example mismatch/quantization failure and the other is a text-embedding quality regression." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same non-persistent-buffer corruption regression in Transformers v5, just described from different angles." - }, - { - "left": "issue:36331", - "right": "issue:41762", - "accept": false, - "reason": "Unexpected trainer kwarg and DeepSpeed zero-3 index error are unrelated." + "reason": "Same non-persistent-buffer corruption regression, with 43950 giving a more specific from_pretrained symptom." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies the non-persistent-buffer corruption family and the input-validation error-message family without overextending beyond the evidence. The accepted soft-edge pairings also look defensible as same-bug families, and the other rejections are suitably cautious." + "feedback": "The summary is grounded in the packet: it correctly identifies the heterogeneous cluster, avoids inventing PRs, and keeps the main duplicate subgroup centered on the non-persistent-buffer regression. The accepted soft pairs are mostly conservative given the titles and similarity signals." }, "evaluator_used": true, "retried": false, @@ -1201,8 +1141,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -1259,8 +1199,8 @@ "issue:43828|issue:44928", "issue:43872|issue:44589", "issue:45920|issue:46489", - "issue:43950|issue:45902", "issue:43866|issue:44403", + "issue:43950|issue:45902", "issue:43054|issue:45701", "issue:38175|issue:43054", "issue:41553|issue:43883", @@ -1290,242 +1230,242 @@ "issue:45488|issue:46489", "issue:45020|issue:45356" ], - "prepared_review_unit_hash": "e5cdb599d7e2ea15e317bb8ff8309e35275c065f421906120607b3edb620de1c", + "prepared_review_unit_hash": "863c5eb29836d13b62414b3c319130de77773fa43ebd434d0c86b061b693c54f", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 38002, - "estimated_input_tokens": 9501, - "estimated_eval_tokens": 19258 + "serialized_chars": 37999, + "estimated_input_tokens": 9500, + "estimated_eval_tokens": 19256 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct bugs. One soft duplicate looks plausible in the non-persistent-buffer/materialization path: a broad `from_pretrained()` buffer corruption regression and a model-specific `inv_freq` uninitialized-memory failure. The strongest issue candidate overall is the broad tokenizer regression affecting multiple model families.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 45920 is the best umbrella issue: it describes a current v5 tokenizer regression with wrong token IDs across multiple model families, which is broader and more representative than the more model-specific reports.", + "summary": "The cluster is still mostly heterogeneous, but the DeepSeek tokenizer pair is only a likely thematic match, not a proven duplicate. I\u2019m treating 45920 and 46489 as related regressions in the same area, but not the same bug or mergeable fix.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45920 is the broadest representative of the tokenizer regression cluster: it describes wrong token IDs across multiple model families in v5, including DeepSeek-family reports, but the evidence is still too high-level to collapse the DeepSeek-Coder v1 report into the same root cause.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the most actionable global representative because it names the shared failure mode, cites several affected models, and matches the recurring tokenizer-breakage theme in this set.", + "best_issue_reason": "Issue 45920 is the best global issue representative because it captures the broad v5 tokenizer regression pattern affecting several model families, rather than a narrower model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Both involve model/runtime failures, but the concrete bugs differ: one is an autocast dtype mismatch, the other is a flash-attention packed-sequence/position_ids crash." + "reason": "Different failures and code paths: autocast dtype mismatch on Phi-tiny-MoE vs Qwen3.5 Flash Attention crash from 3D position_ids." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization/storage compatibility errors, but they point to different failure modes and different tensor/storage classes." + "reason": "Both are bitsandbytes/storage-related, but they are distinct incompatibilities with different error surfaces and likely different root causes." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but 45920 is a broad multi-model wrong-ID bug while 46489 is a specific DeepSeek-Coder v1 issue tied to a particular PR gap." - }, - { - "left": "issue:43950", - "right": "issue:45902", - "accept": true, - "reason": "These look like the same underlying non-persistent-buffer/materialization regression: 43950 is the generic `from_pretrained()` buffer corruption report, and 45902 is a concrete Qwen3_5Moe manifestation reading uninitialized buffer memory after meta materialization." + "reason": "Related DeepSeek tokenizer regressions, but the titles and descriptions do not establish the same underlying bug or a single fixable code path. Keep this as similarity, not a duplicate." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "One reports a corrupted checkpoint, the other just noisy loading output; they do not describe the same bug." + "reason": "Completely different problems: a corrupted Ovis2 checkpoint vs a generic logging/noise issue when loading models." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related to model materialization/buffer handling, but one is a general non-persistent-buffer corruption regression and the other is a specific Qwen3_5MoE uninitialized-memory read." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and a general tokenization-version change are not the same failure mode." + "reason": "Different classes of issues: SigLIP2 embedding quality vs tokenizer behavior changes across versions." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is degraded text embeddings; too different to merge." + "reason": "Same model family, but the reported symptoms differ too much to confidently treat as the same bug without stronger code-path evidence." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different model-loading problems for different models and code paths." + "reason": "Different models and failures: bad AutoTokenizer error for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both touch Qwen3.5 MoE, but one is a flash-attention memory access crash and the other is CPU-offload incompatibility in rotary embeddings." + "reason": "Both are Qwen3.5-related, but one is a Flash Attention memory crash and the other is CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA and int4 quantization OOM are separate training-memory regressions." + "reason": "Both mention memory/training, but one is gradient checkpointing not taking effect and the other is increased CUDA reserved memory under int4 quantization." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "FSDP2 shared_kv_state rebuilding and non-persistent buffer materialization are unrelated code paths." + "reason": "Different Gemma/Qwen code paths and different failure modes; no clear shared underlying bug." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both concern SigLIP2, but one is relative embedding quality and the other is an implementation discrepancy versus JAX; not clearly the same bug." + "reason": "Both concern SigLIP2, but one is a quality complaint and the other is an explicit HF-vs-JAX discrepancy; too broad to merge confidently." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Bad error message for Voxtral AutoTokenizer and glm-4v-9b loading failure are distinct issues." + "reason": "Unrelated loading issues for different models; no shared bug or code path is evident." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise versus a specific model load failure." + "reason": "Generic loading noise vs a specific model-loading failure for ScandiBERT." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training weight-shape error and early-stopping metric detection are unrelated." + "reason": "Training with DeepSpeed weight-shape error vs early-stopping metric configuration; unrelated." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization and a flash-attn import error are unrelated." + "reason": "Tokenizer detokenization bug vs Python 3.13 flash_attn import error; unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Noise on load versus a specific tokenizer load failure for a different model." + "reason": "Generic load noise vs a specific tokenizer-loading failure for sleng-bert." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "These are both training/memory-related but cover different regressions and model families." + "reason": "Different training/memory symptoms on different model families; not the same bug." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Missing fields in `AutoConfig` with `trust_remote_code=True` is not the same as a broad remote-code compatibility regression." + "reason": "Both involve remote_code, but one is a specific missing-fields config issue and the other is a broad umbrella report; not enough to treat as the same bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading crash and FineGrainedFP8Config failure are separate model-initialization bugs." + "reason": "Both involve Qwen/Gemma-style loading with DeepSpeed/weight issues, but the concrete errors and code paths are different." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram integer support and Gemma4 device placement mismatch are different backend issues." + "reason": "MPS histogram/int issue vs Gemma4 PLE device mismatch; unrelated implementation bugs." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight-only loading and GLM5 are unrelated." + "reason": "Qwen3VL weight_only loading error vs GLM5 issue; no shared underlying change is clear." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for a model class and bitsandbytes storage incompatibility are unrelated." + "reason": "ImportError for a model class vs bitsandbytes Int8Params constructor incompatibility; unrelated." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for a specific model and flash-attn fallback gating are unrelated." + "reason": "Tokenizer-loading failure for a specific model vs flash-attn2 fallback gating; different subsystems." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and different failure modes during loading." + "reason": "Both are model loading failures, but they affect different models and have different concrete errors." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code breakage and Gemma4 device mismatch are separate regressions." + "reason": "Generic remote_code regressions vs Gemma4 device-map mismatch; different bugs." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Model-registration logic for tokenizer mappings is not the same as a remote-code loading regression." + "reason": "Tokenizer-mapping/model-registration edge case vs broad remote_code regressions; not the same issue." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Dtype mismatch in autocast and device mismatch in Gemma4 are different runtime errors." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs Gemma4 device mismatch under auto sharding; different code paths." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash and flash-attn fallback checks are unrelated." + "reason": "Mistral tokenizer regex crash vs flash-attn2 fallback checks; unrelated." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA/qwen3_moe hf4.x vs hf5.x compatibility and a warning about `tie_word_embeddings` are not the same issue." + "reason": "LoRA compatibility across hf4.x/hf5.x vs a warning about tie_word_embeddings; not the same bug." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but one is `convert_ids_to_tokens` and the other is `convert_tokens_to_ids`; different code paths." + "reason": "Both are tokenizer performance regressions, but one is ids-to-tokens and the other tokens-to-ids; different functions and likely different fixes." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both involve DeepSeek tokenizer breakage, but 45488 is a LlamaTokenizer pre-tokenizer override bug while 46489 is a DeepSeek-Coder v1 regression tied to a specific fix gap." + "reason": "Both are DeepSeek tokenizer problems, but one is a LlamaTokenizer pre-tokenizer override issue and the other is a separate DeepSeek-Coder v1 output regression tied to a prior PR gap." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Generic remote-code breakage and Kimi-K2.5 tokenizer codec handling are different problems." + "reason": "Generic remote_code regressions vs a specific Kimi-K2.5 tokenizer codec issue; too different to merge." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The chosen umbrella issue (45920) is well supported by its title as a broad v5 tokenizer regression affecting multiple model families, and the single accepted soft pair (43950/45902) is plausibly the same non-persistent-buffer/materialization path. The rejected pairs are also framed cautiously without overstating equivalence." + "accept": false, + "feedback": "Most of the summary is grounded and the false-pair rejections are conservative. However, the accepted 45920\u219446489 soft edge is too strong for the packet: the titles show related DeepSeek tokenizer regressions, but the evidence does not establish the same root cause or a clear duplicate/mergeable bugfix. Keep that pair conservative as a likely-but-unproven similarity, so I can\u2019t accept the cluster as summarized." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -1537,8 +1477,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -1598,8 +1538,8 @@ "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:43792|issue:44220", - "issue:42947|issue:45923", "issue:36331|issue:41093", + "issue:42947|issue:45923", "issue:43257|issue:45305", "issue:41553|issue:44991", "issue:43940|issue:45313", @@ -1622,217 +1562,193 @@ "issue:43950|issue:45834", "issue:43366|issue:44589" ], - "prepared_review_unit_hash": "f9a54e435c702397705f9c31d69855ff3b4cf86b6a3ad617d2f7f7a0b1e4dbc4", + "prepared_review_unit_hash": "6500ccc079c9542cd491f5df8d72cd22e1d711615f5e8799ed3e4064118b2f80", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36669, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "serialized_chars": 36667, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with two clear duplicate subpairs: docs references to removed v5 pipeline tasks, and the `_is_hf_initialized` constructor regression. The rest look like related-at-a-distance model-loading or training failures, but not the same underlying bug.", - "confidence": 0.64, - "canonical_issue_reason": "Issue 43872 is the strongest concrete bug report here: it captures the `_is_hf_initialized` loading regression clearly, and 44291 is essentially a narrower reproducer of the same constructor failure.", + "summary": "This cluster is mostly heterogeneous, spanning unrelated loading, training, audio, and model-specific bugs. The clear duplicate subgroups supported by the titles are the v5 docs/pipeline-removal reports, the `_is_hf_initialized` loading incompatibility reports, and the generic mask-shape IndexError reports. No single canonical issue fits the whole cluster.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the cluster because it contains several distinct bug families; the only clear duplicate subgroups are 43827/44509, 43872/44291, and 41093/44805.", "canonical_pr_reason": null, - "best_issue_reason": "43872 is the cleanest representative issue in the set: specific failure, clear symptom, and the best duplicate anchor among the items.", + "best_issue_reason": "No global best issue: the cluster is too mixed for one representative, though 44509, 44291, and 44805 each cleanly represent their respective duplicate subgroups.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "Different problems: tokenizer/key loading failure vs flash-attn fallback gating; same broad loading area but not the same bug." + "reason": "Different failures: tokenizer/key loading vs flash-attn fallback gating." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report the same docs regression: v5 docs still mention removed pipeline tasks / pipeline() references." + "reason": "Same underlying v5 docs cleanup: removed pipeline tasks still referenced in documentation." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different code paths: tied lm_head weight bug vs silent corruption of non-persistent buffers during from_pretrained()." + "reason": "Unrelated model tie-weight bug vs non-persistent buffer corruption regression." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` constructor/loading regression, just with different reproductions and wording." + "reason": "Same `_is_hf_initialized` constructor-arg incompatibility when loading with init-empty/init weights." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Both mention loading failures, but one is a Qwen3-MoE + FP8 config issue and the other is a constructor kwarg regression; not the same bug." + "reason": "Different issues: FP8 config failure vs bitsandbytes/_is_hf_initialized incompatibility." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Related audio area, but a general model run failure is not the same as a specific fbank extraction issue." + "reason": "Both touch Whisper/audio code, but the titles do not establish the same concrete bug." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Different training behaviors: LoRA gradient checkpointing ineffectiveness vs missing supports_gradient_checkpointing flag." + "reason": "Different bugs: trainer signature mismatch vs tensor-mask shape mismatch." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Unexpected trainer kwarg vs tensor-mask shape mismatch; unrelated failures." + "reason": "Both mention gradient checkpointing, but one is LoRA effectiveness and the other is a missing support flag." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Different DeepSpeed issues: weight conversion/loading vs gradient averaging under GAS." + "reason": "Both involve DeepSpeed, but the concrete failures are weight conversion vs gradient averaging." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/model load failures on different models; too generic to be the same bug." + "reason": "Both are tokenizer-loading problems, but for different models and different failure modes." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures, but the affected model paths and symptoms differ enough that they do not clearly collapse to one bug." + "reason": "Same broad ZeRO-3 area, but different Qwen variants and different missing-weight reports." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures: unit-test load issue for GLM-4.7-Flash vs NemotronH checkpoint load failure." + "reason": "Different model-loading failures for unrelated architectures." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Unrelated failures: RLHF gradient explosion from position_ids/SDPA behavior vs flash_attention crash on s_aux=None." + "reason": "Different code paths: RLHF NaNs from position ids vs flash-attention s_aux handling." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Both are generic mask/tensor index errors, but there is no evidence they share the same root cause or code path." + "accept": true, + "reason": "Same generic mask-shape IndexError signature; likely the same underlying bug report." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Different regressions in the video stack: one is a broad v5 input regression across multiple models, the other is a StopIteration in Qwen3-VL embedding video handling." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "One is a bad error message for Voxtral tokenizer loading; the other is a tokenizer load failure for a different model." - }, - { - "left": "issue:44863", - "right": "issue:46402", - "accept": false, - "reason": "Both are model-load related, but NemotronH checkpoint loading and Sam3 text-encoder weights not loading are distinct failures." - }, - { - "left": "issue:24643", - "right": "issue:30064", - "accept": false, - "reason": "Completely unrelated: DeepSpeed training RuntimeError vs image processor void segmentation-map handling." - }, - { - "left": "issue:43596", - "right": "issue:46515", - "accept": false, - "reason": "Different failures: ZeRO-3/Bert index error vs torch version incompatibility." - }, - { - "left": "issue:44530", - "right": "issue:44863", - "accept": false, - "reason": "PagedAttention invalid group type and NemotronH checkpoint loading are different model/runtime issues." + "reason": "Related video-input regressions, but the titles point to different symptoms and models." }, { "left": "issue:43366", - "right": "issue:43828", + "right": "issue:44589", "accept": false, - "reason": "GGUF support request vs autocast dtype mismatch; unrelated." + "reason": "Unrelated GGUF architecture support vs float8 storage lookup error." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both touch rotary/position handling in Qwen models, but the symptoms and failure points differ and do not look like the same bug." + "reason": "Different rotary/position-id bugs in different model families." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Non-pretrained Bert ZeRO-3 index error is unrelated to the torch 2.4.1 incompatibility report." + "reason": "Different problems: ZeRO-3 empty-indexing crash vs torch version incompatibility." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "Different subsystems: GGUF architecture support vs sliding-window logic." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug vs PLE device mismatch; different forward-path defects." + "reason": "Same model family, but FSDP2 shared-state rebuilding and device-map mismatch are distinct bugs." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 track leakage vs Whisper empty transcription after align_special_tokens; not the same underlying issue." + "reason": "Different audio inference issues: track leakage vs empty-transcription generation failure." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different video/model issues: dtype mismatch in image preprocessing vs StopIteration in Qwen3-VL video embedding." + "reason": "Different model families and different failure modes." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Silent buffer corruption during from_pretrained() is unrelated to OCR long-input index errors." + "reason": "Unrelated from_pretrained buffer regression vs OCR long-input index error." + }, + { + "left": "issue:43366", + "right": "issue:43589", + "accept": false, + "reason": "No such pair in the cluster; if meant 43531, it is still unrelated to GGUF support." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support request and Float8 storage lookup failure are unrelated." + "reason": "Different bugs: architecture support vs float8 storage type lookup." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded and conservative. The two accepted soft pairs are well-supported by the packet: 43827/44509 is the same v5 docs regression, and 43872/44291 is the same `_is_hf_initialized` loading/construction bug. The other rejections stay appropriately cautious and do not overclaim duplication from broad thematic similarity alone." + "accept": false, + "feedback": "The cluster-level conclusion is mostly conservative, but the writeup is internally inconsistent: it marks 43872/44291 as a duplicate pair in the soft verdicts, yet the best-issue/canonical summary says the only strong duplicate subgroups are the docs and mask-shape pairs and says \u2018at most\u2019 only 43827/44509 and 41093/44805. That omits a clearly supported duplicate pair from the packet. Please align the summary with the accepted soft-edge verdicts and keep the duplicate claims limited to what the titles actually support." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1845,8 +1761,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -1900,9 +1816,9 @@ "issue:46515" ], "soft_pairs": [ + "issue:44560|issue:45685", "issue:44683|issue:46515", "issue:43824|issue:43957", - "issue:44560|issue:45685", "issue:42915|issue:43957", "issue:43645|issue:43646", "issue:43550|issue:44910", @@ -1935,247 +1851,217 @@ "issue:43644|issue:43645", "issue:39692|issue:43994" ], - "prepared_review_unit_hash": "616cbca3151856ec32c02a2c9fc6a12e4acb39b7f577c08ccb04e6b394fdc1e4", + "prepared_review_unit_hash": "6dd3c2bb8dcdc6c2cd2a17158edb443351c86346a8c3a2886ebfa5c9821bd3f4", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37648, - "estimated_input_tokens": 9412, - "estimated_eval_tokens": 19080 + "serialized_chars": 37641, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue cluster with a few tight duplicate pairs. The strongest matches are the custom-model init reports (43645/43646), the non-persistent-buffer regression (43644/44534), the SigLIP2 bad-output reports (38175/43994), and the stricter-config-loading failures (44877/45030).", - "confidence": 0.83, - "canonical_issue_reason": "issue:43646 is the best canonical issue because it is the broadest, clearest statement of the custom-model initialization regression, and it cleanly subsumes the narrower Jupyter-specific report in 43645.", + "summary": "Mostly a heterogeneous Transformers v5 regression cluster, with a few clear duplicate pairs around custom-model init, SigLIP2 output corruption, and non-persistent buffer handling.", + "confidence": 0.36, + "canonical_issue_reason": "43632 is the broadest framework-level regression in the set (_is_hf_initialized / v5 initialization behavior) and is the best umbrella representative for the cluster, even though many other items are model-specific outliers.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best issue anchor for this cluster because it captures a concrete, general bug rather than a niche manifestation, while still representing one of the few clearly duplicate threads present.", + "best_issue_reason": "43632 is the clearest high-signal root-cause-style report; the others are mostly narrower symptoms or unrelated model-specific regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different failures in different subsystems: Qwen3-VL video embedding StopIteration vs an MPS histogram int support error." + }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Different failures: compiled flex_attention on torch 2.9 vs a torch 2.4.1 incompatibility report." + "reason": "Both are torch compatibility issues, but they concern different versions and code paths (compiled flex_attention on torch>=2.9 vs torch 2.4.1 incompatibility)." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "A missing import for a specific class and a meta-device loading regression are different code paths." - }, - { - "left": "issue:44560", - "right": "issue:45685", - "accept": false, - "reason": "Different model families and different failure modes; too little evidence of one underlying bug." + "reason": "Import/export breakage for a specific class vs a meta-device loading regression; not the same bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 loading and generic device='meta' loading breakage are not the same issue." + "reason": "Qwen3Moe FP8 loading failure and meta-device loading are distinct code paths and symptoms." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying custom-model initialization regression; 43645 is the Jupyter-specific manifestation of 43646." + "reason": "Both describe the same Transformers 5 custom-model initialization regression; the notebook case looks like a subset of the general bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and Qwen3.5 flash-attention packed-sequence crash are different bugs." + "reason": "Different model/kernel failures: SDPA torch.compile issue vs flash-attention illegal-memory-access on Qwen3.5." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Qwen3.5 video StopIteration and TRL embedding unpacking are different symptoms and likely different code paths." + "reason": "Unrelated symptoms: video embedding StopIteration vs TRL SFT unpacking failure." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3D parallel execution failure is unrelated to GGUF gpt-oss architecture support." + "reason": "Different topics entirely: a 3d_parallel script failure vs GGUF gpt-oss support." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but on different model families with different described failures." + "reason": "Both are tokenizer regressions, but on different model families and likely different tokenizer code paths." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch and a torch 2.4.1 incompatibility are unrelated." + "reason": "Gemma4 device_map forward mismatch is unrelated to a torch 2.4.1 compatibility report." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure and Qwen3Moe FP8 loading are different problems." + "reason": "ImportError for GenerationMixin and a Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping edge case and Gemma4 PLE device mismatch are not the same underlying bug." + "reason": "add-new-model-like / TOKENIZER_MAPPING_NAMES logic is unrelated to Gemma4 device placement during forward." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptoms: Qwen3 video StopIteration versus a tensor/mask shape mismatch index error." + "reason": "Video embedding StopIteration and mask-shape IndexError are different bugs." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 bad-output regression; both describe near-zero/nonsensical predictions for the same model family." + "reason": "Same SigLIP2 model family and same broken-output symptom; these look like the same underlying regression." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "HF v5 initialization flag breakage and Kosmos2.5 long-OCR indexing are unrelated." + "reason": "Initialization-flag regression vs a long-input OCR index error are different failures." }, { "left": "issue:44877", "right": "issue:45030", - "accept": true, - "reason": "Both report loading failures caused by stricter config validation in v5." + "accept": false, + "reason": "Both involve config validation, but they target different models and likely different validation rules." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed zero3 indexing failure and tokenizer-mapping logic are different initialization bugs." + "reason": "Deepspeed zero3 indexing with BertModel is unrelated to add-new-model-like failing in TOKENIZER_MAPPING_NAMES." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Zero3 empty-tensor indexing and add-new-model-like tokenizer mapping are unrelated." + "reason": "Zero3/BertModel initialization bug is unrelated to the tokenizer mapping regression." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping edge case does not match the separate shape-mismatch indexing error." + "reason": "Tokenizer mapping bug and a mask/tensor shape mismatch are unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Dequantized-model offload loading and Strix Halo mmap OOM are different load-path problems." + "reason": "Offload loading failure and Strix Halo mmap OOM are different memory-related problems with different causes." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Related SigLIP2 area, but docs-example errors and bad model outputs are not the same concrete bug." + "reason": "Both mention SigLIP2, but 39692 bundles docs mismatch plus quantization failure, so it is not clearly the same concrete bug as zero-probability outputs." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same non-persistent-buffer junk regression in Transformers v5." + "reason": "These are near-exact duplicates: both report non-persistent buffers being filled with junk in Transformers v5." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are separate issues." + "reason": "LoRA qwen3_moe compatibility across HF versions is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Auto device-mapping CUDA assert and FineGrainedFP8Config failure do not share the same underlying cause." + "reason": "Qwen3 auto device_map cuda assert and Qwen3Moe FP8 failure are different bugs." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Closely related dtype-handling themes, but one is about ignored load dtype and the other about stale config.dtype after from_config." + "reason": "Both are dtype-related, but one is ignored dtype during composite checkpoint loading and the other is stale config dtype after from_config; distinct issues." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FP8 loading and Strix Halo mmap/OOM are unrelated." + "reason": "Qwen3Moe FP8 failure and mmap/OOM mitigation on Strix Halo are unrelated." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-load failures, but the repo-specific evidence is too thin to treat them as one bug." - }, - { - "left": "issue:42491", - "right": "issue:45276", - "accept": false, - "reason": "LoRA training compatibility and Gemma4 embedding-resize behavior are unrelated." - }, - { - "left": "issue:44960", - "right": "issue:44977", - "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention failures are different models and failure modes." - }, - { - "left": "issue:45313", - "right": "issue:45357", - "accept": false, - "reason": "ZeRO-3 weight loading and save_pretrained key serialization are different directions of failure." - }, - { - "left": "issue:45507", - "right": "issue:46468", - "accept": false, - "reason": "GraniteMoEHybrid invalid-method calls and the Nemotron example breakage are not the same bug." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer/load regressions, but they target different repos and lack evidence of a shared root cause." + "reason": "Both are generic model-loading failures, but the titles do not show the same concrete underlying bug or code path." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "These are related v5 regressions, but non-persistent buffer corruption and notebook custom-model init breakage are not the same concrete bug." + "reason": "Non-persistent buffer junk and notebook custom-model initialization are different regressions." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "SigLIP2 docs-example problems and wrong model outputs are related at a high level, but not the same defect." + "reason": "SigLIP2 docs/example problems with an extra quantization failure are not clearly the same concrete bug as the nonsensical output regression." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the high-level summary overstates the evidence by calling the Qwen3.5 packed-sequence pair a true duplicate, but that pair was explicitly rejected in the soft verdicts. The rest is mostly conservative, and the 43645/43646 custom-model init linkage is grounded, but the summary is not fully supported by the packet." + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative about heterogeneity. The accepted soft pairs are plausible duplicates or near-duplicates (custom-model init, SigLIP2 output corruption, non-persistent buffers), and the rejected pairs mostly differ by model family, subsystem, or code path as stated. No pair looks overclaimed enough to reject." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2188,8 +2074,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -2242,18 +2128,18 @@ "issue:46468" ], "soft_pairs": [ - "issue:43856|issue:43873", "issue:43708|issue:44075", + "issue:43856|issue:43873", "issue:43854|issue:43931", "issue:43856|issue:44387", "issue:43257|issue:43854", "issue:42491|issue:45292", "issue:44960|issue:46050", - "issue:45488|issue:45812", "issue:42491|issue:43931", + "issue:45488|issue:45812", "issue:45362|issue:45406", - "issue:45276|issue:45335", "issue:44164|issue:44291", + "issue:45276|issue:45335", "issue:44910|issue:45588", "issue:43404|issue:43454", "issue:43425|issue:43957", @@ -2272,25 +2158,25 @@ "issue:43957|issue:44756", "issue:42947|issue:43381", "issue:43335|issue:45663", - "issue:45276|issue:45292", "issue:44863|issue:46468", "issue:45685|issue:46468", + "issue:45276|issue:45292", "issue:44164|issue:44756" ], - "prepared_review_unit_hash": "8f552334bfc14c7c490ab16da6d3760170a74f26ed847634510591eb2f039ca6", + "prepared_review_unit_hash": "3da5f2413c1c4fc255830c18258bfaf382a1036fcdef7508555dafd22193d5d1", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37366, + "serialized_chars": 37368, "estimated_input_tokens": 9342, "estimated_eval_tokens": 18940 }, @@ -2299,216 +2185,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated bugs across model loading, quantization/offloading, tokenizer regressions, checkpointing, and model-specific architecture issues. I found no strong duplicate chain; all soft edges are too weak to merge strictly.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue: the cluster does not form a single duplicate family; the titles span many unrelated subsystems and model families.", + "summary": "This is a loose similarity cluster of mostly unrelated, model-specific bugs. I don\u2019t see any soft pair that looks like the same underlying change/bug, so there are no duplicate-worthy merges here. I\u2019d keep one broad, active quantization/offloading report as the cluster anchor.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 is the broadest and most central open report in the set, with multiple inbound references and a quantization/offloading theme that loosely overlaps several nearby reports. It is still not a true duplicate of the others, but it is the best representative anchor for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best representative issue for deduplication; none of the issues is a convincing target for the rest of the cluster.", + "best_issue_reason": "issue:43873 is the best issue to retain as the representative because it is active, broadly scoped, and already attracts related references. It is not a merge target for the other issues, just the most suitable cluster head.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43856", - "right": "issue:43873", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Both mention memory/quantization, but one is Qwen3 MoE training memory use and the other is quantized offloading behavior; different bugs." + "reason": "Trainer checkpoint-resume/max_steps math is unrelated to SGD optimizer arguments." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:43856", + "right": "issue:43873", "accept": false, - "reason": "Trainer resume/max_steps calculation and SGD arguments being ignored are unrelated code paths." + "reason": "Different bugs: MoE training memory usage vs quantization/offloading behavior." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are load failures, but for different models and different failure modes." + "reason": "Both are loading failures, but for different models and different failure modes." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization-related memory pressure, but the reported problems and contexts differ materially." + "reason": "Both mention memory/quantization, but one is training-memory inefficiency and the other is int4 CUDA reserved-memory regression." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to GLM-4.7-Flash loading failures." + "reason": "Qwen3 MoE loading/conversion under accelerate+deepspeed is not the same as GLM-4.7 test loading failures." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA model compatibility on hf5.x is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to generic resize_token_embeddings output-embedding propagation." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 model support and sinq save/load corruption are separate issues." + "reason": "GLM5 model-loading issue is different from quantized-sinq save/load corruption." }, { - "left": "issue:45488", - "right": "issue:45812", + "left": "issue:42491", + "right": "issue:43931", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different underlying mechanisms." + "reason": "Different model families and different problems: LoRA compatibility vs weight-shape mismatch." }, { - "left": "issue:42491", - "right": "issue:43931", + "left": "issue:45488", + "right": "issue:45812", "accept": false, - "reason": "A LoRA compatibility regression and a Qwen3-VL shape-mismatch load error are not the same bug." + "reason": "Tokenizer regression for Granite is not the same as missing/incorrect token IDs for DeepSeek V3/R1 due to pre-tokenizer handling." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crashing and Gemma4Processor missing _tokenizer are unrelated model/serving bugs." + "reason": "Qwen3.5 chat crashes and Gemma4 serve processor attribute error are separate code paths and models." }, { - "left": "issue:45276", - "right": "issue:45335", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Both are resize_token_embeddings issues, but they affect different model families and different embedding components." + "reason": "save/from_pretrained extra_state handling is distinct from init_empty_weights/_is_hf_initialized argument handling." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:45276", + "right": "issue:45335", "accept": false, - "reason": "Extra_state save/load handling and init_empty_weights _is_hf_initialized are distinct model-loading internals." + "reason": "Both are resize_token_embeddings regressions, but they affect different architectures and different subcomponents." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both concern flash attention, but one is a Qwen3.5 position_ids crash and the other is an s_aux=None AttributeError." + "reason": "Flash Attention illegal memory access on Qwen3.5 is unrelated to s_aux=None crashes in flash_attention integration." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are weight-tying bugs, but they occur in different model classes and likely different code paths." + "reason": "Both are weight-tying bugs, but they affect different model classes and code paths." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 incompatibility and meta-device loading regressions are unrelated failures." + "reason": "Torch 2.10 compatibility is a version issue, not the same as meta-device loading breakage." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device mapping CUDA asserts and AudioFlamingo3 track leakage are unrelated." + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to AudioFlamingo3 track-embedding leakage." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab mismatch and inability to load a different model are not the same underlying bug." + "reason": "Tokenizer vocab-size out-of-range model metadata is not the same as a specific model load failure." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 documentation errors and GLM5 model support are unrelated." + "reason": "SigLIP2 doc example errors are documentation/model-use issues, not GLM5 checkpoint loading." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to apex RMSNorm memory leak behavior." + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to apex FusedRMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both touch quantization/memory, but one is offloading behavior and the other is reserved-memory/OOM growth." + "reason": "Offloading not working with quantization is a different failure mode from increased CUDA reserved memory under int4 quantization." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "An import-path regression for GenerationMixin and Whisper return_language pipeline behavior are different issues." + "reason": "ImportError for GenerationMixin is not the same as Whisper return_language pipeline regression." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states and Qwen multimodal config unwrapping are separate model-architecture problems." + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to composite Qwen multimodal config unwrapping." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling and mmap OOM on Strix Halo are unrelated." + "reason": "init_empty_weights argument handling is distinct from mmap/OOM behavior on Strix Halo." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma-4 FSDP2 KeyError and Qwen3_5MoE CPU offload incompatibility are different code paths." + "reason": "Gemma4 attention state rebuild bug is unrelated to Qwen3.5 MoE rotary embedding CPU-offload incompatibility." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but the causes are different: int4 reserved-memory growth vs mmap behavior on Strix Halo." + "reason": "Int4 reserved-memory growth is not the same as mmap-induced OOM on Strix Halo." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization-load regressions, but with different formats, models, and failure modes." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to MXFP4 loading falling back to bf16." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference leakage and Gemma4 device-mismatch during forward are unrelated." + "reason": "AudioFlamingo3 embedding leakage is unrelated to Gemma4 PLE device mismatch during forward." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and Strix Halo mmap OOM are separate problems." + "reason": "Meta-device loading breakage is a different mechanism from mmap-related OOM." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA and the other is disallowed in eval mode." + "reason": "Gradient checkpointing with PEFT LoRA is not the same as gradient checkpointing being disallowed in eval mode." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Gemma-4 FSDP2 attention state bug are unrelated." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": false, - "reason": "Closely related surface area, but Gemma4 versus t5gemma suggests separate resize paths rather than one concrete duplicate bug." + "reason": "Sparse-layer creation at zero sparse layers is unrelated to Gemma4 FSDP2 attention state handling." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint-loading failures and a broken official example are not clearly the same bug." + "reason": "NemotronH checkpoint-loading failure is different from the broken official Nemotron example." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "An MPS histogram op issue and a Nemotron example failure are unrelated." + "reason": "MPS histogram support error in MoE is unrelated to the Nemotron example loading problem." }, { - "left": "issue:44164", - "right": "issue:44756", - "accept": false, - "reason": "save/from_pretrained extra_state handling and mmap OOM are unrelated." + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "Both are resize_token_embeddings issues, but one is Gemma4-specific and the other is a generic output_embeddings complaint; not clearly the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/load handling is unrelated to mmap disabling for OOM avoidance." } ] }, @@ -2527,8 +2413,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -2584,12 +2470,12 @@ "issue:42796|issue:46326", "issue:44479|issue:44877", "issue:43854|issue:45216", - "issue:43381|issue:44928", "issue:45684|issue:45698", + "issue:43381|issue:44928", "issue:45588|issue:45663", "issue:43646|issue:43708", - "issue:45292|issue:45335", "issue:43645|issue:44164", + "issue:45292|issue:45335", "issue:43828|issue:43957", "issue:44402|issue:44451", "issue:43425|issue:43828", @@ -2613,226 +2499,226 @@ "issue:46050|issue:46326", "issue:43994|issue:44079" ], - "prepared_review_unit_hash": "0898fc6b154ced86ec1140da651ea4f714278b23d9a715725ebc01ab2b5ce87b", + "prepared_review_unit_hash": "d02ad04170094ca8ec86f0825c95684cabf4102ce32efb6b1107be05ad5e0bfe", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36519, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "serialized_chars": 36516, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated issue threads that only share broad Transformers subsystems. I only see one strong duplicate-like pair: the `resize_token_embeddings` regression affecting output embeddings, with one issue phrased generally and the other as a T5Gemma-specific manifestation.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 45292 is the broadest formulation of the `resize_token_embeddings` bug; 45335 looks like the same underlying propagation problem reported on a specific model path (`decoder.embed_tokens`).", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions; only one soft pair looks like a true duplicate around `resize_token_embeddings` not updating output/decoder embeddings. Everything else is too broad or a different concrete failure mode.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report; issue:45335 looks like the same bug manifested in t5gemma\u2019s `decoder.embed_tokens`.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best representative because it describes the core failure mode in a general way and can subsume the model-specific variant.", + "best_issue_reason": "issue:45292 is the clearest general statement of the only real duplicate pair in the set, and best represents the shared resize/embedding bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but one is about BPE marker handling and the other about `continue_final_message`; different code paths and symptoms." + "reason": "Different tokenizer bugs: BPE-marker handling vs `continue_final_message` behavior." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different models and failures: video input regression vs strict config loading for `granite_speech`." + "reason": "Video-input regression and strict-config loading are unrelated failures." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different bug reports on different models: GLM-4.7-Flash unit-test loading vs Qwen3.5 save_pretrained regression." + "reason": "One is a model-loading test failure; the other is a `save_pretrained` regression for Qwen3.5 checkpoints." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "Unrelated training-time problems: gradient checkpointing in eval mode vs Qwen3.5 RLHF NaN explosion from position_ids/SDPA behavior." + "reason": "Read-only permission propagation and wrong custom-module loading are separate `save_pretrained` problems." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "Both involve custom-model save/load, but one is permissions propagation and the other is wrong module resolution after save; not the same bug." + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaNs from 3D `position_ids`." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different failures in different areas: flash-attention crash on `s_aux=None` vs Gemma-4 FSDP2 shared_kv_states KeyError." + "reason": "Both touch attention code, but the crash conditions and code paths are different." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to `resume_from_checkpoint` max_steps calculation." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Same underlying `resize_token_embeddings` propagation bug; the second issue is a model-specific instance of the same failure to update output embeddings." + "reason": "Custom model initialization in notebooks is unrelated to `resume_from_checkpoint` step \u0917\u0923ation." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Both mention custom models, but one is notebook initialization and the other is save/from_pretrained handling of `extra_state`." + "reason": "Notebook custom-model init and `extra_state` save/load are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resizing token embeddings fails to propagate to the output/decoder embeddings." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Different dtype/device issues on different models and code paths: autocast mismatch vs meta-device loading." + "reason": "Both mention dtype mismatches, but they involve different models and execution paths (`autocast` vs `torch.device('meta')`)." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are model/tokenizer loading complaints, but the reported failures and models are different." + "reason": "Tokenizer vocab-size inconsistency vs model loading failure are not the same defect." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is not the same as a Phi-tiny-MoE autocast dtype mismatch." + "reason": "Torch 2.10 compatibility breakage is an environment issue, not the same as a model-specific autocast dtype mismatch." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer regression in performance vs a round-trip spacing bug; different symptoms and likely different fixes." + "reason": "Tokenizer performance regression and round-trip space loss are different bugs." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Granite token IDs regression and slow `convert_tokens_to_ids` are separate tokenizer issues." + "reason": "Silent Granite token-ID regression is not the same as slow `convert_tokens_to_ids` behavior." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Storage-object lookup failure is unrelated to Strix Halo mmap OOM avoidance." + "reason": "Missing float8 storage and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mismatch under `device_map='auto'` are distinct bugs." + "reason": "Compiled flex_attention failure on torch>=2.9 and Gemma4 PLE device mismatch are different code-path problems." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` regression is unrelated to general tokenization changes across versions." + "reason": "Whisper pipeline `return_language` regression and tokenizer-version changes are unrelated." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5 migration issues, but one is `base_model_prefix` loading and the other is notebook initialization of custom models." + "reason": "Both are Transformers 5 custom-model regressions, but they describe different breakages and likely different fixes." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility and Gemma4 forward device mismatch are different concrete problems." + "reason": "Torch version incompatibility is not the same as a Gemma4 forward device mismatch." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version compatibility and Mistral-3 image preprocessor/model dtype mismatch are not the same bug." + "reason": "Torch 2.10 incompatibility and Mistral-3 dtype mismatch are distinct issues." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and compile failure for non-template nodes are different failures." + "reason": "PagedAttentionCache linear-attention crash and template-node compile errors are unrelated." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of a prior issue is not the same as the Qwen3.5 PagedAttentionCache crash." + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache crash." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and a mask-shape IndexError are different failure modes." + "reason": "Video-input regression and mask-shape IndexError are different failures." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export` failing with `torch_compilable_check` is unrelated to Perceiver image classification failing at non-default resolution." + "reason": "`torch.export`/`torch_compilable_check` problems are unrelated to Perceiver resize/interpolation failures." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup and non-template-node compile failure are separate issues." + "reason": "Float8 storage lookup failure and compilation of non-template nodes are different bugs." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language return regression is unrelated to MXFP4 quantization fallback on git-oss-20b." + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs mismatches, but they concern different pipeline APIs and different removed/deprecated behaviors." + "reason": "Both are docs-related, but they concern different deprecated/changed APIs." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility and Qwen3.5 input-embedding unpacking in TRL SFT are different bugs." + "reason": "Torch compatibility and Qwen3.5 embedding unpacking in TRL are unrelated." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Isolated reproduction of another issue is not the same as the mistral_common `continue_final_message` tokenizer bug." + "reason": "A reproduction of issue 38071 is not the same as the mistral_common `continue_final_message` bug." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption and tokenizer message-finalization behavior are unrelated." + "reason": "Quantized checkpoint save/load regression and tokenizer message-continuation behavior are different problems." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Siglip2 wrong outputs via AutoModel/pipeline and `ModelOutput` key assignment are different code paths." + "reason": "SigLIP2 wrong outputs and `ModelOutput` key assignment are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge decisions are generally conservative. The only accepted pair, `issue:45292` / `issue:45335`, is well-supported by the titles as the same `resize_token_embeddings` propagation problem affecting output embeddings / `decoder.embed_tokens`. I don\u2019t see any soft-edge verdict that overstates duplicate evidence." + "feedback": "The judgments are conservative and grounded in the packet. The one accepted pair, issue:45292 vs issue:45335, is strongly supported by the near-identical resize_token_embeddings failure description, and the false-pair rationales stay within what the titles support. The summary is appropriately cautious overall." }, "evaluator_used": true, "retried": false, @@ -2848,8 +2734,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -2904,8 +2790,8 @@ ], "soft_pairs": [ "issue:36032|issue:43452", - "issue:43299|issue:43931", "issue:44671|issue:44991", + "issue:43299|issue:43931", "issue:43596|issue:44683", "issue:44164|issue:45759", "issue:44991|issue:45081", @@ -2928,227 +2814,239 @@ "issue:43643|issue:44530", "issue:44451|issue:44987", "issue:34567|issue:40444", - "issue:42175|issue:46178", "issue:43541|issue:45084", + "issue:42175|issue:46178", "issue:42915|issue:44530", "issue:44811|issue:45584", "issue:43644|issue:43646", "issue:40444|issue:46326" ], - "prepared_review_unit_hash": "0d9bb9f820131d2b6c733a503af612a85eb33142b2c6ed6b2402708a80af24af", + "prepared_review_unit_hash": "0b27a96d0b571cb4c5495fdd44e8a220923942ad9c48cbe3288345cd6d3aa6e8", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37029, - "estimated_input_tokens": 9258, - "estimated_eval_tokens": 18772 + "serialized_chars": 37027, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose cluster of unrelated closed issues; the soft links are mostly superficial topical overlaps (tokenizers, loading, Qwen, Whisper, v5 regressions) rather than the same bug/change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated subsystems and failure modes, and none of the soft pairs look like true duplicates.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers v5 regressions, tokenizer/model-loading bugs, and a few performance/runtime issues. I don't see any pair that clearly represents the same underlying bug or change, so no soft edges should be merged.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster's main theme: Transformers v5 loading regressions. It is the best anchor for this heterogeneous set, even though the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "No good global best issue for dedup triage here; the cluster is too heterogeneous to anchor on one representative bug.", + "best_issue_reason": "Issue 43611 is the most globally representative issue because it captures the broad v5 model-loading breakage that many of the other issues loosely resemble, whereas the rest are narrower or clearly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Both involve tokenizer/model loading, but one is a T5Tokenizer method-name conflict and the other is gguf_file / AutoTokenizer-from-pretrained handling." + "reason": "T5 tokenizer construction error vs gguf_file / from_pretrained loading breakage; different code paths and symptoms." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "Different Qwen model families and different failures: FineGrainedFP8Config loading vs Qwen3-VL weight-shape mismatch." + "reason": "CamemBERT masked-LM prediction bug vs tokenizer loading failure for a specific model; not the same defect." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and EMBEDDIA tokenizer loading are unrelated bugs." + "reason": "Both involve Qwen3-VL-ish loading, but one is a dev-version loader break and the other is a weight-shape mismatch; too different to merge." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel index error and compiled flex_attention on torch>=2.9 are separate code paths." + "reason": "DeepSpeed ZeRO-3/BertModel init crash vs torch>=2.9 flex_attention compile failure; unrelated subsystems." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Extra_state save/load handling is distinct from AutoModelForCausalLM.from_config failing to unwrap text_config." + "reason": "extra_state save/load handling vs AutoModelForCausalLM.from_config text_config unwrapping; different initialization/persistence problems." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both touch tokenizer loading, but the causes differ: EMBEDDIA tokenizer load failure vs Mistral regex patch hitting a backend_tokenizer attribute error." + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs Mistral regex patch crash; different model families and bug mechanisms." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE memory inefficiency and disabling mmap on Strix Halo to avoid OOM are not the same bug." + "reason": "Qwen3 MoE training memory usage vs disabling mmap on Strix Halo to avoid OOM; both are memory-related but not the same issue." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "save/from_pretrained extra_state support and Qwen video-input regression are unrelated." + "reason": "save/from_pretrained extra_state bug vs video input regression in Qwen VL models; distinct paths." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are different issues." + "reason": "Ministral tokenizer BPE marker bug vs Mistral3 lm_head weight tying bug; not the same code path." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "One is AutoTokenizer ignoring tokenizer.json, the other is a DeepSeek-Coder v1 tokenization regression attributed to a prior fix gap." + "reason": "AutoTokenizer ignoring tokenizer.json vs DeepSeek-Coder tokenizer output regression; related area, but different concrete failures." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper return_language pipeline behavior and CamemBERT masked-LM predictions do not share the same underlying change." + "reason": "Whisper pipeline return_language regression vs CamemBERT masked-LM prediction bug; unrelated." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading cjvt/sleng-bert and Mistral regex patching fail in different places and for different reasons." + "reason": "Tokenizer load failure for sleng-bert vs Mistral regex patch crash; different bugs." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model-like registration in TOKENIZER_MAPPING_NAMES and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "add-new-model-like mapping bug vs flex_attention compilation failure; unrelated." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but they affect different models and mechanisms: cjvt/sleng-bert vs physical-intelligence/fast." + "reason": "Tokenizer loading for a specific model vs loading physical-intelligence/fast regression; not the same defect." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType and Whisper return_language pipeline failure are unrelated." + "reason": "Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression; unrelated." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffers being filled with junk are separate v5 regressions." + "reason": "Model loading with base_model_prefix vs non-persistent buffer initialization junk; both v5 regressions, but not one bug." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU device placement and Qwen3_5Moe CPU offload incompatibility are different model-specific device bugs." + "reason": "XLNet positional encoding CPU placement bug vs Qwen3_5Moe CPU-offload incompatibility; different symptoms and fixes." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIPTextModel structure inconsistency and Sam3 text encoder weights not loading are distinct load-path problems." + "reason": "CLIP text model structure inconsistency vs Sam3 text encoder weights not loaded; separate model-specific loading issues." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 dtype mismatch and a template compilation error are unrelated failures." + "reason": "Mistral image preprocessor dtype mismatch vs template compilation TypeError; unrelated." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are not the same issue." + "reason": "Apple Silicon caching_allocator_warmup TypeError vs _is_hf_initialized flag regression; not the same bug." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "T5 tokenizer load-time error vs Qwen3 MoE FineGrainedFP8Config failure; different models and failure modes." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss-20b and TokenizersBackend not updating its post-processor are separate bugs." + "reason": "High perplexity on a model benchmark vs runtime special-token/post-processor update behavior; unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "trust_remote_code AutoConfig missing fields and PagedAttentionCache linear_attention crashes are different subsystems." + "reason": "AutoConfig trust_remote_code missing fields vs PagedAttentionCache invalid group type; completely different code paths." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different model loads fail for different reasons; there is no shared underlying defect." + "reason": "Two different model-loading regressions, but not the same underlying bug or shared fix path." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL iterable multi-image finetuning failures are unrelated." + "reason": "TrainerState token counter not updating vs multimodal iterable dataset failure; unrelated." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Missing tensorflow in a torch extra and an unknown tensorflow_text backend mapping error are distinct packaging/backend issues." + "reason": "Mixtral dynamo tracing grouped_mm error vs template compilation TypeError; different subsystems." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and non-template-node compilation error are unrelated." + "reason": "Missing tensorflow backend in torch install vs undefined tensorflow_text backend mapping entry; related packaging area, but different errors." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3.5 paged-attention linear_attention crash are different model/path problems." + "reason": "Qwen3 MoE FineGrainedFP8Config failure vs Qwen3.5 PagedAttentionCache crash; distinct model/runtime problems." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper batch_decode ignoring skip_special_tokens and empty-transcription failure after align_special_tokens are related only by model family, not the same bug." + "reason": "Whisper batch_decode skip_special_tokens bug vs empty-transcription generation failure after align_special_tokens; not the same issue." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Non-persistent buffer junk filling and custom model initialization breakage are separate v5 issues." + "reason": "Non-persistent buffer junk and custom model initialization are both initialization regressions, but they are not the same concrete bug." }, { - "left": "issue:40444", + "left": "issue:44451", "right": "issue:46326", "accept": false, - "reason": "Qwen2.5-VL multi-image iterable training and mistral_common continue_final_message behavior are unrelated." + "reason": "Generic model load failure for ScandiBERT vs mistral_common continue_final_message bug; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:46489", + "accept": false, + "reason": "Physical-intelligence/fast loading failure vs DeepSeek-Coder tokenizer regression; both tokenizer/model loading problems, but different code paths and fixes." + }, + { + "left": "issue:45081", + "right": "issue:46489", + "accept": false, + "reason": "Mistral regex patch crash vs DeepSeek-Coder tokenizer incorrect output; unrelated model families and mechanisms." } ] }, @@ -3167,8 +3065,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -3235,19 +3133,19 @@ "issue:43746|issue:46326", "issue:43645|issue:44534", "issue:43646|issue:44534", - "issue:43404|issue:44466", "issue:44403|issue:45081", + "issue:43404|issue:44466", "issue:43883|issue:44991", "issue:42915|issue:45084", "issue:43994|issue:44610", "issue:43377|issue:43819", "issue:28530|issue:34567", "issue:43322|issue:43540", - "issue:43089|issue:45987", "issue:44987|issue:45081", "issue:44451|issue:45081", - "issue:44265|issue:44610", + "issue:43089|issue:45987", "issue:42915|issue:44291", + "issue:44265|issue:44610", "issue:44220|issue:44683", "issue:36032|issue:43742", "issue:44062|issue:44987", @@ -3257,244 +3155,244 @@ "issue:44479|issue:45325", "issue:36032|issue:41720" ], - "prepared_review_unit_hash": "49b91f710add350202ffaf5279d57c2a47e5dde37732246d1963a97765dbdcb9", + "prepared_review_unit_hash": "fc62819dc6858ae1d5aab468185e571476b56870fa83f051bc636cafe847c2db", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38040, - "estimated_input_tokens": 9510, - "estimated_eval_tokens": 19276 + "serialized_chars": 38041, + "estimated_input_tokens": 9511, + "estimated_eval_tokens": 19278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous with one clear duplicate pair around Qwen3.5 save_pretrained serialization; the other soft matches are mostly loose topical similarity, not the same bug.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45216 is the best canonical issue because it states the broader Qwen3.5 save_pretrained regression, while issue:45357 is a narrower follow-up about the same incorrect checkpoint serialization path.", + "summary": "This cluster is broadly heterogeneous: most items are different bugs in different models/subsystems, so I only accepted the two pairs that look like true duplicates. The strongest duplicate signals are the audio feature-extraction regression and the Qwen3.5 save_pretrained regression.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45081 is the clearest concrete bug with a specific failing code path and multiple inbound references; among this otherwise broad set, it is the best single issue anchor for the tokenizer/loading-regression subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the strongest global anchor in this set: it is the most general and representative report for the only true duplicate pair.", + "best_issue_reason": "Issue 45081 is the most actionable and well-supported issue in the set: it has a precise repro, a specific failing helper (`_patch_mistral_regex`), and several references. It is still not a great global canonical for the whole cluster because many other items are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44206", "right": "issue:44220", - "accept": false, - "reason": "Both touch audio feature extraction, but one is a LasrFeatureExtractor center-arg regression and the other is a different fbank helper issue." + "accept": true, + "reason": "Both describe the same audio feature-extraction regression around `_torch_extract_fbank_features()` / `LasrFeatureExtractor` and an unsupported `center` argument." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but they involve different models and different failure modes." + "reason": "Different bugs: missing `all_tied_weights_keys` on Molmo vs loading `cjvt/sleng-bert` failing." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer method-name conflict is unrelated to custom model initialization breaking in notebooks." + "reason": "Both involve loading, but one is a T5 tokenizer method-name conflict and the other is a custom-model/Jupyter initialization regression." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "GGUF file handling problems are involved in both, but the concrete failures and models differ." + "reason": "Both are GGUF-related, but they target different failure modes and different APIs/models." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different code paths: device_map/offload dequantized model loading versus GGUF loading under v5." + "reason": "One is device-map/offload dequantized loading, the other is a Qwen2.5-GGUF v5 loading failure; not the same bug." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Unrelated failures: template compilation error versus GraniteMoE hybrid invalid method call." + "reason": "Different code paths: template-node compilation error vs GraniteMoEHybrid calling an invalid method." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are load failures in v5, but they are distinct model/tokenizer regressions." + "reason": "Both are version-5 loading regressions, but they affect different models and different load paths (model vs tokenizer)." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug is not the same as the Qwen2.5-VL rope-index scaling regression." + "reason": "Both are Qwen3.5/Qwen2.5-VL issues, but one is output_hidden_states behavior and the other is rope/position-id scaling." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency and StaticCache seq_length type mismatch are separate cache/generation bugs." + "reason": "Different problems: chunked generation inconsistency with compiled forward vs StaticCache returning the wrong type." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask behavior are different bugs." + "reason": "Audio-related, but one is chat-template sample-rate defaulting and the other is batch-vs-single MIMI encoder padding-mask handling." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Local PEFT checkpoint loading and mistral_common continue_final_message are unrelated tokenizer/model-loading paths." + "reason": "Different failure modes: PEFT local-checkpoint loading vs `continue_final_message` on mistral_common tokenizers." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Custom model init in notebooks is unrelated to non-persistent buffers being serialized with junk." + "reason": "Custom-model initialization in notebooks is not the same as non-persistent buffers being filled with junk." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "General custom model initialization breakage does not match the buffer serialization bug." + "reason": "General custom-model initialization regression vs buffer serialization corruption; unrelated root causes." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Both mention tied lm_head weights, but one is about model tying and the other about save_pretrained serialization behavior." + "reason": "Unnecessary logging/noise during loading is unrelated to the Mistral regex crash." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Noise when loading a transformer is not the same as the Mistral regex crash." + "reason": "Both mention tied `lm_head` weights, but one is a model-specific untied-weight bug and the other is a device-dependent serialization inconsistency." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different model-loading problems with different root causes." + "reason": "Unrelated issues: missing tied-weight metadata on Molmo vs tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to the non-template-node compile error." + "reason": "FineGrainedFP8Config failure on Qwen3MoE is unrelated to template-node compilation errors." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Nonsensical SigLIP outputs and OmDet-Turbo processor input-size mismatch are different bugs." + "reason": "Different vision bugs: nonsensical SigLIP2 outputs vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI batching/padding issues are unrelated to DAC.from_latents missing STE behavior." + "reason": "Both affect audio/codecs, but one is padding-mask support in MIMI and the other is missing STE behavior in DAC." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early-stopping metric selection and num_input_tokens_seen updating are unrelated Trainer issues." + "reason": "Early stopping/metric selection is unrelated to `num_input_tokens_seen` not updating." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Segfault when loading Llava Next and video ValueError in Qwen3OmniMoe are different model-specific failures." - }, - { - "left": "issue:43089", - "right": "issue:45987", - "accept": false, - "reason": "Generation sync overhead is a performance issue; StaticCache.get_seq_length is a contract/type bug." + "reason": "Different multimodal failures: Llava Next segfault vs Qwen3OmniMoe video-input ValueError." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Model loading failure and Mistral regex patch crash are unrelated." + "reason": "Different model loading bugs; the shared version and loading context are too broad to be duplicates." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure is not the same as the Mistral tokenizer regex crash." + "reason": "Both are load failures, but for different models and different failure mechanisms." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to the OmDet-Turbo processor size regression." + "reason": "Generation performance overhead is not the same as StaticCache returning a tensor instead of an int." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 model loading and init_empty_weights argument handling are separate issues." + "reason": "Different initialization/loading failures: FP8 config issue vs unexpected `_is_hf_initialized` argument." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Export/check-pointing utility failure vs processor image-size mismatch; unrelated bugs." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "fbank feature extraction and compiled flex_attention on torch>=2.9 are different subsystems and bugs." + "reason": "Audio feature extraction is unrelated to compiled flex_attention failures." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer special-token conflict is unrelated to the MobileLLM loading key error." + "reason": "Tokenizer attribute conflict vs key error loading a specific model; not the same bug." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword conflict and a model-loading regression are not the same bug." + "reason": "AddedToken constructor argument collision is unrelated to the physical-intelligence/fast loading failure." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression; 45357 is a narrower symptom about incorrect visual encoder keys." + "reason": "These are the same Qwen3.5 `save_pretrained` checkpoint-key regression, with 45357 describing the continued incorrect visual encoder keys in a later version." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading failure and convert_tokens_to_ids slowdown are different problems." + "reason": "Tokenizer-loading regression vs a performance regression in `convert_tokens_to_ids`; different bugs." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 loading failure and missing Float8 storage lookup are not the same code-path bug." + "reason": "Different low-level errors: Qwen3MoE FP8 config failure vs missing Float8 storage type." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen video/rope regressions, but they describe different concrete failures and should not be merged as one bug." + "reason": "Both are Qwen VL-family regressions, but one is a video-input bug and the other is still-image temporal position scaling; not the same concrete defect." }, { - "left": "issue:44534", - "right": "issue:45081", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Non-persistent buffer junk and Mistral regex crash are unrelated." + "reason": "T5 tokenizer loading conflict and Qwen3 auto-device-map CUDA assertion are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted soft pair is well supported by the Qwen3.5 `save_pretrained` titles, and the remaining soft matches are appropriately rejected as broader topical similarity rather than the same bug." + "feedback": "Grounded and conservative overall. The two accepted pairs are the only ones that reasonably read as same-bug duplicates from the packet, and the summary avoids overclaiming about the rest of the heterogeneous cluster. The chosen canonical issue is defensible as the best anchor among the loading/tokenizer regressions." }, "evaluator_used": true, "retried": false, @@ -3510,8 +3408,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -3566,10 +3464,10 @@ ], "soft_pairs": [ "issue:43531|issue:44877", - "issue:43632|issue:44756", - "issue:43296|issue:43531", "issue:43425|issue:44403", "issue:43611|issue:44534", + "issue:43632|issue:44756", + "issue:43296|issue:43531", "issue:40444|issue:45325", "issue:42796|issue:43746", "issue:45812|issue:46491", @@ -3590,234 +3488,237 @@ "issue:41553|issue:43582", "issue:43818|issue:46402", "issue:44079|issue:44534", - "issue:44462|issue:45812", "issue:43531|issue:44291", - "issue:43818|issue:45357", + "issue:44462|issue:45812", "issue:44829|issue:45479", + "issue:43818|issue:45357", "issue:43377|issue:45491", "issue:41720|issue:45081" ], - "prepared_review_unit_hash": "f2094fe4cf51ec3ea651727d46e47a2394b83f99d052f602047b0640c07364e8", + "prepared_review_unit_hash": "fcac4b7faf71af941b838362900358585a8b0bb67debde990b92e37b48621f31", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37145, - "estimated_input_tokens": 9287, - "estimated_eval_tokens": 18830 + "serialized_chars": 37141, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 }, "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/model-loading/tokenizer issues. There is a loose theme around v5 regressions and multimodal/model-loading bugs, but none of the soft pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43611 is the broadest, most representative loading-regression report in the set: it targets a core Transformers v5 model-loading path and is thematically closest to several other failures here.", + "summary": "This cluster is heterogeneous: mostly unrelated model-loading, tokenizer, and training regressions that only share vague similarity around Transformers v5 and Qwen/VL/tokenizer topics. I found one clear duplicate pair (42175 \u2194 45542); the rest are not safe merges.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43611 is the broadest, most representative regression in the set: a general Transformers v5 model-loading breakage around `base_model_prefix`, which best matches the cluster\u2019s loose theme of loading regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single issue anchor because it is general, user-facing, and central to the cluster's repeated v5 loading regression theme.", + "best_issue_reason": "issue:43611 is the best overall cluster anchor because it is a clear, general compatibility regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different models and different failure modes; same broad area only." + "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs Granite speech config loading." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "One is an HF init flag regression, the other is an AppleSilicon mmap/OOM workaround." + "reason": "One is a Torch version incompatibility; the other is noisy logging during model load." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Both are Qwen-related, but the bugs are unrelated training/loading failures." + "reason": "Both are v5 regressions, but they affect different loading paths (`base_model_prefix` vs non-persistent buffers)." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Torch version incompatibility is not the same as noisy loading output." + "reason": "Unrelated failures: `_is_hf_initialized` init logic vs mmap OOM on Strix Halo." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Both are v5 regressions, but they affect different loading internals and are not the same bug." + "reason": "Different Qwen-family issues with different symptoms and code paths." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Different Qwen2.5-VL issues: one is dataset/multi-image finetuning, the other is rope-index scaling." + "reason": "Both involve Qwen2.5-VL, but one is finetuning/multi-image batching and the other is temporal position scaling." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to PEFT checkpoint loading." + "reason": "Different model families and failures: tokenizer BPE marker handling vs PEFT checkpoint loading." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both tokenizer bugs, but different models and different round-trip behavior." + "reason": "Both are tokenizer regressions, but for different models and distinct symptoms." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure is unrelated to a Float8 storage lookup error." + "reason": "Whisper runtime failure vs missing Float8 storage; no common bug." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise is not the same as a specific tokenizer load failure." + "reason": "Noisy loading message vs tokenizer load failure for a specific model." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are VL training-related, but they are different underlying failures." + "reason": "Both mention Qwen VL training, but one is multi-GPU training and the other is iterable-dataset multi-image failure." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Different v5 regressions affecting different code paths." + "reason": "Different v5 regressions with different root causes and symptoms." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode checkpointing restriction is not the same as a missing supports_gradient_checkpointing flag." + "reason": "Gradient checkpointing eval-mode restriction is not the same as a missing capability flag." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression and batch_decode special-token handling are unrelated." + "reason": "Completely unrelated: perplexity evaluation issue vs Whisper batch_decode behavior." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma-4 FSDP2 attention state are unrelated." + "reason": "ModelOutput key assignment bug vs Gemma-4 FSDP2 attention state rebuild bug." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected init argument on load is unrelated to missing Float8 storage support." + "reason": "Different loading failures: `_is_hf_initialized` argument mismatch vs Float8 storage lookup." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates and a specific add_special_tokens regression are different bugs." + "reason": "Both concern special tokens, but one is runtime post-processor sync and the other is add_special_tokens BOS/EOS behavior." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading and CLIPTokenizer max_length are unrelated." + "reason": "Qwen2.5-GGUF v5 loading failure vs CLIPTokenizer model_max_length issue." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning." + "reason": "Different generation/training bugs with no shared concrete code path." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Both are load failures, but different models and different root causes." + "reason": "Different model/config failures: GGUF loading vs missing `pad_token_id`." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map offload failure and MoE training memory inefficiency are different problems." + "reason": "Different memory/load issues: device_map offload load failure vs MoE training memory inefficiency." }, { "left": "issue:42175", "right": "issue:45542", - "accept": false, - "reason": "Both involve TensorFlow packaging, but one is missing backend inclusion and the other is an undefined backend error." + "accept": true, + "reason": "Same underlying bug: TensorFlow backend is missing in the torch-only install path, producing the undefined tf backend error." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Tokenizer loading error message and AppleSilicon warmup TypeError are unrelated." + "reason": "Bad Voxtral tokenizer error message vs Apple Silicon TypeError in allocator warmup." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different multimodal model loading bugs with different affected components." + "reason": "Different model-specific loading bugs: Video-LLaVA weights/temporal attention vs Sam3Model text encoder weights not loading." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key handling is unrelated to non-persistent buffer initialization." - }, - { - "left": "issue:44462", - "right": "issue:45812", - "accept": false, - "reason": "Both are AutoTokenizer regressions, but not the same concrete tokenizer bug." + "reason": "Different issues: ModelOutput key handling vs v5 non-persistent buffer initialization." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window issue and init_empty_weights argument error are unrelated." + "reason": "Unrelated: Qwen3-MoE sliding-window behavior vs init_empty_weights argument mismatch." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Both are vision-language model issues, but they touch different loading/save paths and different root causes." + "reason": "Both are AutoTokenizer regressions, but they concern different failures and models." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different training pathologies: flash-attention-3 degeneracy vs single-label zero-loss behavior." + "reason": "Different training bugs: flash_attention_3 degeneration vs zero-loss single-label classification edge case." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different visual-model bugs: missing temporal attention/shared weights vs incorrect save_pretrained keys." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/padding-related, but the models and failure mechanisms differ." + "reason": "Both are batching/masking-related, but they affect different models and symptoms." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Auto device mapping CUDA assert and Mistral regex patch crash are unrelated." + "reason": "Different bugs: Qwen3 device-mapping cuda assert vs Mistral tokenizer regex patch crash." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The anchor choice and summary are grounded in the packet, and the soft-edge decisions stay conservative. The only accepted pair (42175 \u2194 45542) is well supported by the issue titles, while the other pairs are reasonably treated as distinct bugs rather than safe merges." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3829,8 +3730,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -3891,8 +3792,8 @@ "issue:43749|issue:44079", "issue:45325|issue:45381", "issue:42175|issue:43296", - "issue:43994|issue:44898", "issue:43792|issue:43957", + "issue:43994|issue:44898", "issue:42796|issue:45381", "issue:43454|issue:44466", "issue:45325|issue:45834", @@ -3910,233 +3811,233 @@ "issue:42796|issue:46209", "issue:35707|issue:41720", "issue:43881|issue:44488", - "issue:44186|issue:44265", "issue:39692|issue:40444", + "issue:44186|issue:44265", "issue:43454|issue:43550", "issue:43606|issue:43819", "issue:41720|issue:45823", "issue:46305|issue:46315" ], - "prepared_review_unit_hash": "3ca0f4e2861c7c5455f72ef1c394bc2549fb6361d568067035843c359e4fb2de", + "prepared_review_unit_hash": "3dc781720dfcce2bb879bbff046f5ffdeaff0fc1d327fee60e2dc27a14951280", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37195, - "estimated_input_tokens": 9299, - "estimated_eval_tokens": 18854 + "serialized_chars": 37204, + "estimated_input_tokens": 9301, + "estimated_eval_tokens": 18858 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated bug reports. A few issues are superficially close within the Transformers v5 loading regressions and Qwen2.5-VL position-id bugs, but none are close enough to treat as the same underlying fix target. No PRs are present.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43611 is the broadest representative of the Transformers 5.0 loading-regression subgroup; several nearby reports mention model-loading breakage, but this one is the clearest umbrella issue.", + "summary": "This cluster is mostly a set of unrelated issues that only share broad Transformers/model-regression themes. I found one plausible duplicate edge in the Qwen2.5-VL video-position-id regression; the rest look distinct.", + "confidence": 0.33, + "canonical_issue_reason": "issue:44479 is the best umbrella report for the Qwen2.5-VL video-input position-id regression; it is broader than the narrower follow-up report in issue:45381.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single issue to anchor the cluster because it describes a central v5 model-loading failure rather than a model-specific edge case.", + "best_issue_reason": "issue:44479 is the most representative issue in the only clearly overlapping subgroup and is the most actionable umbrella for that bug family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer serialization junk is a different bug from ModelOutput key assignment." + "reason": "Different bugs: non-persistent buffer junk vs ModelOutput key assignment." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Qwen2.5-VL multi-image finetuning failure is unrelated to video position-id regression." + "reason": "Both are VL-related, but one is multi-image dataset handling and the other is video position-id computation." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading regressions, but one is about base_model_prefix and the other custom initialization; not the same code-path bug." + "reason": "Both involve Transformers v5 loading, but the concrete failures differ (base_model_prefix vs custom model init)." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatch." + "reason": "Export/compiler check failure is unrelated to bfloat16 dtype mismatch." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading is not the same as ModelOutput key handling." + "reason": "FSDP CPU RAM loading and ModelOutput key assignment are unrelated." }, { "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 vision_position_ids; too different to merge." + "reason": "Same model family, but still-image temporal position_ids and video vision_position_ids are not the same concrete bug." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TensorFlow backend packaging is unrelated to PaddleOCR-VL model loading." + "reason": "Packaging/backend dependency issue vs model loading failure in vLLM." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "SigLIP2 nonsensical output and Perceiver resolution failure are different model-specific bugs." + "reason": "Whisper runtime failure and meta-device loading breakage are too vague to treat as the same bug." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Whisper runtime failure is not the same as meta-device loading breakage." + "reason": "Different vision models and different failure modes." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position ids." + "reason": "Tokenizer BPE marker handling is unrelated to Qwen VL video positions." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Tied lm_head weights not being set is different from inconsistent serialization behavior." + "reason": "Both mention lm_head/tied weights, but one is a model-specific tie failure and the other is serialization inconsistency." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR index errors are different bugs." + "reason": "Position-id scaling bug and Kosmos2.5 OCR index error are different failures." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to Qwen2.5-GGUF loading in v5." + "reason": "Different models and different loading/config problems." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized flag breakage is unrelated to torch.export dtype mismatches." + "reason": "_is_hf_initialized flag regression is unrelated to dtype mismatch in inference." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch has no relation to Qwen2.5-VL rope indexing." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "init_empty_weights argument mismatch and strict config loading are separate issues." + "reason": "Unexpected init_empty_weights arg and strict config loading are different issues." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen VL video-input regression and Gemma4 PLE device mismatch are different failures." + "reason": "Qwen video-input regression is unrelated to Gemma4 device-map mismatch." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL loading failure is unrelated to torch/transformers version compatibility." + "reason": "Model loading in vLLM vs torch/transformers version incompatibility are not the same bug." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading malfunction and tokenization slowdown are different subsystems and bugs." + "reason": "Quantized offloading behavior and tokenization-version change are unrelated." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch is unrelated to torch.export on compilable checks." + "reason": "CPU offload device mismatch is unrelated to torch.export export failure." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default and PEFT checkpoint loading are unrelated." + "reason": "Audio chat-template sample-rate defaulting and PEFT local checkpoint loading are different paths." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss-20b is not the same as Whisper empty-transcription generation failure." + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper empty-transcription generation." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are different features and failures." + "reason": "Bark voice preset bug and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated." + "reason": "Tokenizer marker handling and FP8 inference on B200 are unrelated." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation inputs_embeds/past_key_values is unrelated to Qwen3 auto-device-map cuda asserts." + "reason": "Different generation/device-mapping failures with no shared concrete code path." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "glm-4v-9b loading failure and sleng-bert loading failure are different model-specific issues." + "reason": "Different model-loading failures for different models." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes are unrelated to torch.export/torch_compilable_check." + "reason": "Documentation/model mismatch and iterable-dataset multi-image failure are not the same bug." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "SigLIP2 doc-example errors and Qwen2.5-VL iterable-dataset multi-image finetuning failure are different problems." + "reason": "Tokenizer crashes and torch.export failures are unrelated." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head weight tying bug is unrelated to Bamba torch.compile SDPA failure." + "reason": "Tied-weight loading/serialization issue vs SDPA compile failure are different." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU-offload device mismatch is not the same as DAC.from_latents / missing STE mismatch." + "reason": "CPU offload device mismatch and DAC from_latents mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 PLE forward mismatch are different device issues." + "reason": "cudaErrorAssert during auto device mapping is not the same as Gemma4 PLE forward device mismatch." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window off-by-one is unrelated to convert_tokens_to_ids performance regression." + "reason": "Sliding-window mask off-by-one and tokenizer convert_tokens_to_ids slowdown are unrelated." } ] }, @@ -4155,8 +4056,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -4210,29 +4111,29 @@ ], "soft_pairs": [ "issue:43377|issue:44610", - "issue:42796|issue:44977", "issue:44568|issue:45920", + "issue:42796|issue:44977", "issue:43454|issue:45072", "issue:43257|issue:45923", "issue:43317|issue:43873", "issue:43377|issue:44898", - "issue:43322|issue:46050", "issue:40990|issue:42947", + "issue:43322|issue:46050", "issue:43454|issue:43720", "issue:43572|issue:45759", - "issue:43749|issue:44534", "issue:41720|issue:43322", + "issue:43749|issue:44534", "issue:42617|issue:42915", "issue:44466|issue:45357", "issue:43526|issue:43883", - "issue:41720|issue:44977", "issue:26413|issue:28530", + "issue:41720|issue:44977", "issue:43881|issue:44991", "issue:44387|issue:45704", "issue:36331|issue:42617", - "issue:40990|issue:45701", "issue:36331|issue:42915", "issue:44877|issue:44991", + "issue:40990|issue:45701", "issue:43450|issue:45701", "issue:44186|issue:45072", "issue:43065|issue:46402", @@ -4241,220 +4142,220 @@ "issue:43577|issue:43708", "issue:43404|issue:45357" ], - "prepared_review_unit_hash": "0115a2b4f30680f330e1e4ec56267e40bb24cbd2c0759dcf40cecc5fe013e4b6", + "prepared_review_unit_hash": "b414571acf0b3580dbf3c2c0f896e6f9353b9180344ec55f2c31c819b1e5dda9", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36499, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "serialized_chars": 36505, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is loosely centered on Transformers v5-era regressions (tokenization, loading, offloading, trainer behavior), but the soft links are mostly subsystem-level similarity rather than true duplicates. I would not merge any of the listed pairs as the same underlying bug.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45920 is the broadest and most representative tokenizer-regression report in the set; it spans multiple model families and matches the cluster's strongest recurring theme. However, the cluster overall is still quite heterogeneous.", + "summary": "This cluster is mostly a grab-bag of unrelated bugs. There are a few loose theme overlaps (tokenizers, offloading/quantization, tied weights, resume_from_checkpoint), but none are strong enough to merge as duplicates with the evidence provided.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the broadest and most central open tracker for a tokenizer regression affecting multiple models, so it is the best umbrella representative within the weak tokenizer-related subset.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best single representative issue because it is multi-model, v5-specific, and broad enough to anchor the tokenizer-regression subset better than the narrower tickets.", + "best_issue_reason": "issue:45920 is the most generally useful and highest-signal issue here: it is broad, open, and already framed as a multi-model regression rather than a narrow single-model symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Different bugs: batched-vs-single encoder output mismatch vs processor/model resolution mismatch." + "reason": "Both involve input-shape/batching problems, but one is a MIMI encoder padding-mask bug and the other is an OmDet-Turbo processor size mismatch; different code paths and symptoms." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Both are Qwen/Tokenizer-adjacent only at a very broad level; one is a tokenizer BPE-marker issue, the other is flash-attention generation failure." + "reason": "Both are tokenizer regressions, but 44568 is about missing BOS/EOS on one tokenizer while 45920 is wrong token IDs across several models; not the same concrete bug." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Both involve tokenization regressions, but one is missing BOS/EOS insertion for a specific tokenizer while the other is wrong token IDs across several models." + "reason": "Different failures: BPE marker handling in a tokenizer versus Qwen3.5 generation with flash-attention." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Unrelated: tied lm_head weights vs bfloat16 dtype mismatch in different model wrappers." + "reason": "One is tied lm_head weights in a multimodal model; the other is a dtype mismatch in inference. No shared underlying defect." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Different concerns: MoE weight conversion/loading vs a missing gradient-checkpointing support flag." + "reason": "Qwen3 MoE loading/conversion with accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both touch offloading/quantization, but the concrete failure modes and code paths differ too much to treat as duplicates." + "reason": "Both mention offloading/quantization, but one is a specific dequantized model load failure and the other is a broad offloading complaint; insufficient evidence of the same bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different model families and symptoms: missing padding-mask support vs non-default-resolution image classification failure." + "reason": "Both are batching-related, but they hit different model families and different mechanisms (padding mask vs interpolation/resize behavior)." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Segfault while loading Llava Next is not the same as quantized-model save/load corruption." + "reason": "Perplexity evaluation on one model is unrelated to gradient checkpointing effectiveness with PEFT LoRA." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "Perplexity anomaly and gradient-checkpointing ineffectiveness are unrelated bugs." + "reason": "Model-load segmentation faults and post-save quantization breakage are different problems with no clear common code path." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Tied-weight serialization is unrelated to packed-weight unpacking during accelerate loading." + "reason": "Tied-weight serialization bug versus packed-weight unpacking during accelerate loading; different subsystems and failure modes." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Config missing pad_token_idx is different from failing to unwrap text_config for composite multimodal configs." + "reason": "A missing config field in StableLm is unrelated to AutoModelFromConfig not unwrapping text_config for Qwen multimodal configs." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer initialization are separate regressions." + "reason": "Both are model-loading/generation failures, but one is a Qwen auto-device-map CUDA assert and the other is a Llava Next segmentation fault; no concrete overlap." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Different loading failures on different models; no shared concrete bug path." + "reason": "FSDP CPU RAM efficient loading is a runtime loading issue; non-persistent buffer junk is a different v5 state/buffer regression." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel execution failure is not the same as Qwen3MoE FP8 loading failure." + "reason": "3d_parallel execution failure is unrelated to Qwen3Moe failing with FineGrainedFP8Config." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both are serialization-related, but one is lm_head tying/serialization and the other is visual-encoder key saving in a specific multimodal model." + "reason": "Both involve saving model weights, but one is tied lm_head serialization and the other is incorrect visual-encoder keys in Qwen3.5; distinct bugs." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Image processor label reduction bug is unrelated to missing all_tied_weights_keys on a model class." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a missing all_tied_weights_keys attribute in Molmo." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:26413", + "right": "issue:28530", "accept": false, - "reason": "Both mention Qwen, but one is device-mapping assert and the other is flash-attention generation behavior." + "reason": "Both involve Trainer behavior, but one is checkpoint resume/epoch iterator failure and the other is early stopping metric resolution; different logic paths." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Trainer checkpoint-resume sample iterator failure is not the same as early-stopping metric resolution." + "reason": "Same model family, but the failures are different: auto-device-map CUDA assert versus flash-attention generation corruption." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Model loading failure and tokenizer loading failure affect different code paths and likely different root causes." + "reason": "glm-4v-9b loading failure is unrelated to a tokenizer loading regression for a different model." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both involve memory, but one is int4 quantization reservation/OOM and the other is an apex RMSNorm leak." + "reason": "Int4 quantization OOM regression and an apex RMSNorm memory leak are separate performance/memory issues." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected compute_loss keyword argument is unrelated to the 3d_parallel runtime failure." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "A model-specific perplexity regression is not the same as a general tokenization-change report." + "reason": "A Trainer compute_loss signature change is unrelated to 3d_parallel failing to run." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer API signature breakage is unrelated to Qwen3MoE FP8 loading." + "reason": "Unexpected compute_loss kwargs and Qwen3Moe FP8 loading failure are unrelated." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading and tokenizer loading are separate problems." + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model and a general tokenization-version-change report are not the same bug." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug is unrelated to tokenization changes." + "reason": "Video processor shape issues and tokenization changes are unrelated." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatch in inference." + "reason": "Tokenizer crashes on NER/padding are unrelated to dtype mismatches in bfloat16 inference." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "A dummy Conv2d in the pixel decoder is not the same issue as missing text-encoder weight loading." + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing Sam3Model text encoder weights are different Sam3 issues." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Offloading/quantization behavior and Strix Halo mmap OOM are different root causes." + "reason": "Quantization offloading problems and disabling mmap on Strix Halo are different memory/offload concerns without a shared concrete bug." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to accelerate weight-unpacking failure." + "reason": "torch.compile with SDPA in Bamba is unrelated to BitNet packed-weight loading." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Model dtype propagation and resume_from_checkpoint max_steps calculation are unrelated bugs." + "reason": "Model dtype staying float32 on load is unrelated to incorrect max_steps calculation when resuming from checkpoint." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Tied lm_head weights in Mistral3 are not the same as incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "Both touch tied/serialized weights, but one is lm_head tying in Mistral3 and the other is wrong visual-encoder keys in Qwen3.5; not the same defect." } ] }, @@ -4473,8 +4374,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -4540,8 +4441,8 @@ "issue:36010|issue:42617", "issue:41720|issue:45161", "issue:43531|issue:43572", - "issue:44671|issue:44743", "issue:42915|issue:46291", + "issue:44671|issue:44743", "issue:28530|issue:33666", "issue:44186|issue:44361", "issue:36331|issue:41720", @@ -4559,214 +4460,214 @@ "issue:43873|issue:45704", "issue:44387|issue:45701" ], - "prepared_review_unit_hash": "a548408dcafc7e21bc57994bee5c776716d3ba3b711b05eb3a4ae098cdb5822d", + "prepared_review_unit_hash": "bb9b272004682d06552d24961c4a26adde1004bb4dec9634a96da75ce8022733", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36676, - "estimated_input_tokens": 9169, - "estimated_eval_tokens": 18594 + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most pairs share only loose topical similarity (tokenizers, model loading, offloading, multimodal inference, configs) but do not look like the same underlying bug or change. I would not merge any soft pairs; the best triage anchor is the broad offloading/quantization issue.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43873 is the broadest and most central umbrella in the cluster, covering the recurring offloading/quantization/device-map failures better than the narrower model-specific reports.", + "summary": "This cluster is loose and mostly centers on model loading/offloading, quantization, and a few tokenizer/processor regressions, but the soft pairs are not true duplicates. I would use the broad offloading/quantization issue as the representative anchor.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43873 is the broadest and most central representative of the shared offloading/quantization/device-placement theme, and it best fits the cluster\u2019s main recurring failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Among the issues here, 43873 is the most reusable representative for duplicate triage because it is broad, active, and closest to the repeated loading/offload failure pattern.", + "best_issue_reason": "issue:43873 is the best single issue to anchor this cluster because it captures the widest common surface area across the nearby loading/offload regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Both involve Gemma models, but one is a Gemma3n forward variable-collision bug and the other is a Gemma4 device-mapping mismatch; different code paths and failures." + "reason": "Both involve Gemma models, but one is a Gemma3n forward variable-name collision and the other is a Gemma4 PLE device mismatch; different bugs and code paths." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert and a 3d_parallel.py execution failure are unrelated problems." + "reason": "Qwen3 auto device-mapping CUDA assert and failure to run 3d_parallel.py are unrelated failures." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash with a string `.to()` error is not the same as Gemma4Processor missing `_tokenizer`." + "reason": "Serve crashes on multimodal models and Gemma4Processor missing _tokenizer are different processor/runtime bugs." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding, while OmDet-Turbo has an image-size mismatch; different processors and root causes." + "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet-Turbo image-size mismatch are separate issues." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and Perceiver interpolation failure are unrelated model/processor bugs." + "reason": "Both are image-shape related, but they affect different models and different failure mechanisms." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and Bark-small CPU offload device mismatch are different concrete issues." + "reason": "Bamba torch.compile SDPA failure and Bark-small CPU offload device mismatch are unrelated model/runtime problems." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both mention version-related tokenizer behavior, but one is a regression in processor/tokenizer access and the other is a broad tokenization-change report; not the same bug." + "reason": "Both mention tokenizer behavior, but one is a processor/tokenizer regression and the other is a version-dependent tokenization change; not the same bug." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8Config failure is distinct from dequantized-model loading with gpu+cpu offload." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and dequantized model loading with gpu+cpu offload are distinct loading paths." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and permission propagation in save_pretrained are unrelated filesystem behaviors." + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure and a 3d_parallel.py runtime issue are not the same underlying bug." + "reason": "GenerationMixin import failure and 3d_parallel.py execution failure are unrelated." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both are device/distributed-related, but one is a Qwen3 auto-device-map CUDA assert and the other is GPT-OSS MoE TP behavior; different failures." + "reason": "Qwen3 device-mapping CUDA assert and GPT-OSS MoE tensor-parallel failure are different issues." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and StableLmConfig pad_token_idx regression are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are unrelated." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "CamemBERT masked-LM prediction errors and Qwen3.5 recurrent-state reset are different model-specific bugs." + "reason": "Qwen3Moe FP8 config failure and kernels import/version requirement failure are not the same bug." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "A Qwen3MoE FP8 config issue and a kernels import/version requirement problem are unrelated." + "reason": "CamemBERT masked-LM prediction regression and Qwen3_5 recurrent-state reset are different model behaviors." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early-stopping metric selection and Qwen2-VL multi-GPU training are not the same issue." + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer failures, but the affected tokenizers, triggers, and failure modes differ." + "reason": "Two tokenizer bugs, but they affect different tokenizers and different failure modes." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer `compute_loss` signature change is unrelated to Qwen3 device-mapping CUDA assertions." + "reason": "CustomTrainer compute_loss signature breakage and Qwen3 device-mapping crash are unrelated." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b load failure are different bugs." + "reason": "BEiT label reduction and glm-4v-9b loading failure are different bugs." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only load error affect different modalities and paths." + "reason": "Both concern Qwen3 multimodal models, but one is a video-input ValueError and the other is a from_pretrained weight_only error." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3MoE FP8 config failure and Llava Next segmentation fault are unrelated." + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API mismatch and GPTNeoXConfig rotary_pct reload behavior are different config regressions." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload issue are separate configuration bugs." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated issues." + "reason": "Early stopping metric handling and void segmentation-map processing are unrelated." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer `add_special_tokens` attribute conflict are different tokenizer bugs." + "reason": "Tokenizer slow/fast inconsistency and T5 add_special_tokens name conflict are different tokenizer defects." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "CLIP MacOS bus error and progressive generation inputs_embeds/past_key_values issue are unrelated." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing and Bark voice_preset handling are not the same bug." + "reason": "Void segmentation maps and BarkProcessor voice_preset failure are different components." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering label truncation and SAM3 text/bounding-box odd behavior are different code paths." + "reason": "gather_for_metrics label truncation and SAM3 text/bbox odd behavior are not the same underlying bug." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba SDPA/compile failure and BigBirdTokenizer mask-token registration are unrelated." + "reason": "Bamba SDPA compile failure and BigBirdTokenizer special-token registration bug are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both touch loading/offload, but one is a CPU-offload device mismatch and the other is packed-weight unpacking during accelerate loading; not the same concrete fix." + "reason": "CPU offload device mismatch and unpacking packed weights during accelerate loading are both loading-related, but they are different code paths and failure modes." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading problems and a T5 apex RMSNorm memory leak are unrelated." + "reason": "Quantized offloading/OOM regression and T5 apex.FusedRMSNorm memory leak are unrelated." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization OOM in Transformers 5.x and tokenization changes across versions are different regression classes." + "reason": "CUDA reserved-memory growth under int4 quantization and tokenization changes across versions are unrelated." } ] }, @@ -4785,8 +4686,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -4840,19 +4741,19 @@ "issue:46402" ], "soft_pairs": [ - "issue:41720|issue:43746", "issue:45406|issue:45464", - "issue:45357|issue:46402", + "issue:41720|issue:43746", "issue:44492|issue:44509", + "issue:45357|issue:46402", "issue:43531|issue:45759", "issue:43606|issue:43653", "issue:42490|issue:43329", - "issue:34634|issue:41720", "issue:34567|issue:35707", + "issue:34634|issue:41720", "issue:44451|issue:44991", "issue:43531|issue:44589", - "issue:45759|issue:45859", "issue:44077|issue:44625", + "issue:45759|issue:45859", "issue:44625|issue:45479", "issue:44898|issue:45072", "issue:44514|issue:44545", @@ -4867,224 +4768,210 @@ "issue:43746|issue:46050", "issue:43782|issue:45381", "issue:42886|issue:44843", - "issue:45704|issue:45923", - "issue:43421|issue:43653", - "issue:45704|issue:45859" + "issue:45704|issue:45923" ], - "prepared_review_unit_hash": "9a8ae283047095734ed7efc91bd37660a089df23fca4ea3f29312de5cd8f2528", + "prepared_review_unit_hash": "d8ce0565bd828697c865b79e1fc3f769458f8c14e04b99382a92a3cf8ee4ba63", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37039, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "soft_pair_count": 28, + "serialized_chars": 36436, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These candidates are mostly unrelated issue reports. The only clear duplicate pair is the two Qwen2_5_VLProcessor batched padding=False crash reports; everything else appears to be different bugs or different code paths within the same subsystem.", - "confidence": 0.97, - "canonical_issue_reason": "issue:44545 is the clearest canonical issue: it describes the exact Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash, and it matches 44514 verbatim with slightly more reference activity.", + "summary": "This set is mostly unrelated Transformers issues spanning many models/subsystems. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template padding=False crash report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44545 is the better canonical issue: it describes the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash as issue:44514 and has slightly more reference/activity context.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the best issue representative because it is the exact duplicate target for the only accepted soft pair and has the strongest engagement signal among the two identical reports.", + "best_issue_reason": "issue:44545 is the strongest representative issue because it is the clearest duplicate target for the shared Qwen2_5_VLProcessor.apply_chat_template crash and has marginally richer discussion signals.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41720", - "right": "issue:43746", - "accept": false, - "reason": "Different bugs: Qwen3 auto device-mapping CUDA assert vs GraniteSpeech local checkpoint/PEFT loading." - }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different model and failure mode: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming chat/completions failure." + "reason": "Different models and failure modes: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming/chat-completions failure." }, { - "left": "issue:45357", - "right": "issue:46402", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Both are model-loading regressions, but they target different models and different missing-weight paths." + "reason": "Both are model-loading/runtime bugs, but they affect different models and code paths (device mapping assert vs local checkpoint + PEFT loading)." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategy docs is unrelated to outdated pipeline-task documentation." + "reason": "Unrelated documentation issues: a typo in cache strategies versus stale pipeline-task docs in v5." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both mention config/weight loading, but they concern different models and different missing-key symptoms." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Different config bugs: sliding_window handling in Qwen3-MoE vs text_config unwrapping for composite Qwen multimodal configs." + "reason": "Different Qwen3 family issues: sliding-window behavior vs composite config text_config unwrapping." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Unrelated: CPU offload device mismatch vs tokenizer mask-token special registration." + "reason": "Different subsystems entirely: CPU offload device mismatch vs tokenizer special-token registration." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Different code paths: local-path trailing-slash import warning vs video token counting using undefined names." + "reason": "Local-path import warning and multimodal token counting bug are unrelated issues." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to Qwen3 auto device mapping on A800." + "reason": "TrainerState token counter bug is unrelated to progressive generation with inputs_embeds/past_key_values." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "TrainerState token counters not updating is a different issue from progressive generation with inputs_embeds/past_key_values." + "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 auto device mapping CUDA asserts." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are load failures, but they involve different models and likely different tokenizer/model compatibility problems." + "reason": "Both are tokenizer-loading failures, but they are model-specific and do not clearly share the same underlying defect." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Different failures: Qwen3-MoE sliding_window handling vs Float8 storage lookup error." + "reason": "Qwen3-MoE sliding_window bug and Float8 storage lookup error are unrelated." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Different bugs: multimodal config unwrapping vs rotary embedding CPU-offload compatibility." + "reason": "Optional post_init validation for patchtsmixer is unrelated to num_labels propagation in Qwen3.5." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + "reason": "Different Qwen3.5 issues: config unwrapping vs CPU-offload incompatibility in rotary embedding forward." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both touch sequence-classification config, but one is num_labels propagation and the other is a degenerate-loss bug for num_labels=1." + "reason": "num_labels propagation bug is distinct from degenerate zero-loss classification behavior." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different model families and symptoms: Perceiver positional interpolation vs bf16 dtype mismatches." + "reason": "Perceiver interpolation failure and dtype mismatch in bfloat16 inference are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same exact bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." + "reason": "Same bug report: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Different code paths: flash_attention sink handling vs Qwen composite config loading." + "reason": "flash_attention s_aux=None crash is unrelated to Qwen3.5 multimodal config handling." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken constructor argument conflict is unrelated to ScandiBERT loading failure." + "reason": "AddedToken special-argument error is unrelated to model loading failure for ScandiBERT." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different regressions: loading physical-intelligence/fast vs PIL image processors incorrectly requiring torchvision." + "reason": "Different problems: model loading regression vs image processor unexpectedly requiring torchvision." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is not the same as incorrect visual-encoder key saving." + "reason": "Warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Docs-example errors for SigLIP2 are unrelated to OmDet-Turbo's processor/model image-size mismatch." + "reason": "Both are vision/documentation-ish issues, but the actual bugs differ: example mistakes vs processor/model image-size mismatch." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different trainer issues: SFT embedding unpacking vs evaluate() failing after train()." + "reason": "TRl SFT embedding unpacking crash is unrelated to evaluate-after-train failure." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token/post-processor updates are unrelated to DiaConfig save/load token-ID loss." + "reason": "Runtime post-processor updates and save/load loss of custom token IDs are different tokenizer/config bugs." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to gradient blow-up under ZeRO-3." + "reason": "Gradient checkpointing in eval mode and gradient growth with ZeRO-3 are not the same issue." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different persistence bugs: PEFT local checkpoint loading vs quantized save_pretrained/from_pretrained breakage." + "reason": "Local checkpoint loading with PEFT adapters is unrelated to sinq quantization save/load breakage." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL bugs: weight_only load error vs wrong video vision_position_ids." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video position-id bug are different multimodal failures." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both concern offline mode, but one is cache loading generally and the other is an unconditional model_info call in a specific regex patch." + "reason": "Both involve offline/cache behavior, but one is tokenizer cache loading and the other is an unconditional model_info call in a regex patch." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Apex RMSNorm memory leak and missing gradient-checkpointing support are unrelated." - }, - { - "left": "issue:43421", - "right": "issue:43653", - "accept": false, - "reason": "Special-token post-processor refresh and BigBirdTokenizer mask-token registration are different tokenizer bugs." - }, - { - "left": "issue:45704", - "right": "issue:45859", - "accept": false, - "reason": "Different issues: T5 apex RMSNorm leak vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + "reason": "T5 apex RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted soft pair is the clear duplicate between issue:44514 and issue:44545, and choosing issue:44545 as canonical/best is supported by the identical title plus slightly higher reference activity. The other pairwise rejections are phrased cautiously enough from the packet metadata alone." + "feedback": "The summary is well-grounded in the packet, and the only accepted duplicate pair is strongly supported by identical issue titles plus matching bug description. The other soft-edge rejections stay conservative and do not overclaim duplication from title-level similarity alone." }, "evaluator_used": true, "retried": false, @@ -5100,14 +4987,13 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ "issue:30064", "issue:36010", - "issue:36331", "issue:39692", "issue:41720", "issue:43295", @@ -5133,10 +5019,10 @@ "issue:44062", "issue:44186", "issue:44220", + "issue:44361", "issue:44488", "issue:44661", "issue:44671", - "issue:44843", "issue:44877", "issue:44898", "issue:45072", @@ -5148,6 +5034,7 @@ "issue:45685", "issue:45704", "issue:45834", + "issue:45859", "issue:45907", "issue:45923", "issue:46032", @@ -5156,251 +5043,258 @@ ], "soft_pairs": [ "issue:43531|issue:43645", + "issue:45704|issue:45859", "issue:41720|issue:45704", + "issue:43421|issue:43653", "issue:46032|issue:46463", "issue:45663|issue:45923", - "issue:43421|issue:44186", "issue:43994|issue:44671", + "issue:43421|issue:44186", "issue:43746|issue:43873", "issue:39692|issue:43873", "issue:45081|issue:45356", "issue:43596|issue:44220", - "issue:45356|issue:45907", "issue:30064|issue:36010", + "issue:45356|issue:45907", "issue:43540|issue:46294", "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:44220|issue:44661", "issue:43295|issue:45834", - "issue:43550|issue:45072", "issue:43618|issue:43697", + "issue:43550|issue:45072", "issue:44062|issue:44488", - "issue:43550|issue:43819", + "issue:43550|issue:44361", "issue:43540|issue:44008", "issue:44186|issue:44898", - "issue:43653|issue:43819", "issue:43531|issue:43643", + "issue:43653|issue:43819", "issue:43322|issue:45685", "issue:45183|issue:45479", "issue:43643|issue:44877", "issue:43335|issue:43756", - "issue:44843|issue:45081", - "issue:30064|issue:36331" + "issue:43550|issue:43819" ], - "prepared_review_unit_hash": "419301f45f1954ac0c6e3d8befcb27aaab487f9de2bc271d04b0753cd8c3af0d", + "prepared_review_unit_hash": "dd8f9aaeee05d18629cff5925cecccfe2e70b757294a46ba0d2d08802a96a703", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37522, - "estimated_input_tokens": 9381, - "estimated_eval_tokens": 19018 + "soft_pair_count": 32, + "serialized_chars": 37732, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: tokenizer/loading regressions, multimodal processor bugs, model-specific inference issues, and unrelated trainer/config problems. No soft pair looks like a true duplicate or mergeable change, so I would not collapse any of them.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 44843 is the closest cluster anchor because it\u2019s a framework-level tokenizer-loading regression with broad impact; the rest split into separate model- or subsystem-specific bugs, so there is no true canonical duplicate.", + "summary": "This set is mostly heterogeneous: many items are tokenizer/model-specific bugs that only share broad Transformer/theme wording, not the same underlying defect. I did not find any pair that is clearly the same bug/change, so I rejected all soft edges.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43421 is the best single anchor for the cluster because it is a broad tokenizer-backend correctness report and sits closest to several other tokenizer/special-token regressions, but the overall set is still not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "44843 is the most reusable representative for this mixed set, but only as a loose anchor for the tokenizer/loading subtheme rather than a real duplicate canonical.", + "best_issue_reason": "Issue 43421 is the most suitable representative to keep as the cluster anchor: it describes a core tokenizer infrastructure bug with the broadest overlap to nearby reports, even though the rest of the set is largely unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding-window handling vs Jupyter/custom-model initialization regression." + "reason": "Different failures: Qwen3-MoE sliding-window behavior vs Jupyter custom-model initialization regression." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated code paths: T5 RMSNorm memory leak vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Unrelated failures: Qwen3 auto-device-map CUDA assert vs T5 RMSNorm memory leak." + "reason": "Different subsystems and symptoms: Qwen3 auto device mapping CUDA assert vs T5 RMSNorm leak." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern tokenizer special tokens, but one is runtime post-processor synchronization and the other is mask-token registration/empty decode; not the same bug." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Different code paths and symptoms: Mamba2 cache correctness vs T5 decoder-input validation error text." + "reason": "Mamba2 cache correctness bug vs T5 decoder-input validation error message; no shared code path." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to a missing support flag on a trust_remote_code variant." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Both tokenizer-related, but one is post-processor update behavior and the other is a LayoutLMv2 NER/padding crash." + "reason": "Different models and different failure modes: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Different model-specific regressions: SigLIP2 inference nonsense vs CamemBERT MLM predictions." + "reason": "Both tokenizer-related, but one is special-token post-processor refresh and the other is LayoutLMv2 NER/padding crash." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local checkpoint/PEFT loading failure is not the same as an offloading-with-quantization issue." + "reason": "PEFT local-checkpoint loading vs quantization offloading behavior; not the same underlying bug." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "A docs/example mismatch and quantization failure is distinct from the runtime offloading bug in 43873." + "reason": "Documentation/example errors are unrelated to quantization offloading correctness." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Same helper area, but different root causes: backend_tokenizer AttributeError vs codec/ warning regression in Kimi tokenizer." + "reason": "Both mention fix_mistral_regex, but one is a hard crash in _patch_mistral_regex while the other is a Kimi tokenizer regression with codec/warning issues; not clearly one bug." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed/BertModel zero3 init IndexError is unrelated to fbank feature extraction." + "reason": "BertModel ZeRO-3 initialization index error is unrelated to _torch_extract_fbank_features()." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Tokenizer regression vs repo-file revision forwarding in CI are unrelated." + "reason": "Image segmentation-map processing failure is unrelated to the GenerationMixin import error." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Image processing for void segmentation maps has nothing to do with GenerationMixin import failures." + "reason": "Tokenizer regression with fix_mistral_regex is unrelated to hub file-listing forwarding of revision." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve video, but one is a Qwen3OmniMoe processing ValueError and the other is a Qwen3.5 chat-template token/feature mismatch." + "reason": "Both are video-input issues, but they affect different models and different processing stages." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC latent reconstruction are different model-specific bugs." + "reason": "BitNet packed-weight loading bug and DAC from_latents/forward mismatch are unrelated." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet accelerate loading are unrelated." + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking bug; no overlap." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "A torchaudio feature-extraction issue is not the same as add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + "reason": "Audio feature extraction issue vs tokenizer mapping/model registration failure; different concerns." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor.tokenizer regression in custom models is different from Kosmos2.5 OCR long-input indexing." + "reason": "processor.tokenizer regression is not the same as Kosmos2.5 long-OCR index error." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "CLIP attentions field regression and RTDetrV2 output drift are distinct model behaviors." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Missing CLIPOutput attentions is not the same bug as RTDetrV2 producing different outputs." + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to bfloat16 dtype mismatch in other models." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken constructor argument collision is unrelated to sleng-bert loading failure." + "reason": "AddedToken keyword collision and sleng-bert loading failure are not the same defect." }, { "left": "issue:43550", - "right": "issue:43819", + "right": "issue:44361", "accept": false, - "reason": "These are separate bugs in different models and execution paths: SDPA compile vs DAC latent conversion." + "reason": "Bamba torch.compile/SDPA bug is unrelated to MLukeTokenizer attribute failure." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video-input failure in Qwen3OmniMoe is unrelated to Gemma 3n's audio_mel_mask variable collision." + "reason": "Different model families and different errors: video-input ValueError vs variable-name collision AttributeError." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer crash in LayoutLMv2 is unrelated to Perceiver image-classification resolution handling." + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver image-size interpolation failure." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC latent mismatch do not share the same underlying bug." + "reason": "Sliding-window bug in Qwen3-MoE is unrelated to AutoConfig missing fields with trust_remote_code." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code field loss are unrelated." + "reason": "Special-token registration issue and DAC forward/from_latents mismatch are unrelated." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next load segfault and MPS histogram_mps type support are different failures." + "reason": "Llava Next loading segfault is unrelated to the MPS histogram_int support error." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input-validation XOR error messaging and single-label-classification zero loss are different problems." + "reason": "Validation error messaging bug is unrelated to the degenerate zero-loss sequence-classification bug." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading related, but one is remote-code field loss and the other is strict config blocking granite_speech load." + "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict-config loading of granite_speech; not the same issue." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are different model-architecture bugs." - }, - { - "left": "issue:44843", - "right": "issue:45081", - "accept": false, - "reason": "Same tokenizer patch area, but offline model_info calls and backend_tokenizer AttributeError are distinct regressions." + "reason": "Sparse-layer creation bug in SwitchTransformers is unrelated to Smollm3 RoPE-layer dropping." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Void segmentation-map processing and CustomTrainer.compute_loss kwargs are unrelated." + "reason": "torch.compile/SDPA failure and DAC latent mismatch are different code paths and bugs." } ] }, @@ -5419,15 +5313,15 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ - "issue:28218", - "issue:29159", + "issue:30064", "issue:34634", "issue:36010", + "issue:36331", "issue:39692", "issue:41720", "issue:43388", @@ -5451,29 +5345,30 @@ "issue:44479", "issue:44485", "issue:44509", - "issue:44561", "issue:44671", "issue:44805", "issue:44811", "issue:44821", + "issue:44843", "issue:44936", "issue:44977", "issue:44991", - "issue:45020", "issue:45072", + "issue:45081", "issue:45084", "issue:45381", "issue:45584", "issue:45834", "issue:45987", "issue:46032", - "issue:46192", "issue:46291", "issue:46294", "issue:46463", "issue:46512" ], "soft_pairs": [ + "issue:30064|issue:36331", + "issue:44843|issue:45081", "issue:41720|issue:44991", "issue:43716|issue:44008", "issue:43388|issue:46032", @@ -5481,210 +5376,201 @@ "issue:43950|issue:45987", "issue:44448|issue:44671", "issue:39692|issue:45834", - "issue:43582|issue:46512", "issue:45584|issue:45834", "issue:44186|issue:44442", "issue:43644|issue:43749", + "issue:43582|issue:46512", "issue:43421|issue:44811", "issue:43540|issue:45381", "issue:43782|issue:44977", - "issue:43577|issue:43818", "issue:43606|issue:45072", - "issue:44479|issue:45834", "issue:44485|issue:44509", + "issue:43577|issue:43818", "issue:34634|issue:36010", + "issue:44479|issue:45834", "issue:44805|issue:44936", "issue:43825|issue:43994", "issue:46294|issue:46463", - "issue:44991|issue:46291", - "issue:44561|issue:45020", - "issue:45987|issue:46192", - "issue:28218|issue:29159" + "issue:44991|issue:46291" ], - "prepared_review_unit_hash": "22ad27aaed99290bec0c6b3db069f15066558280973e2d6e3225c3ee334c86c5", + "prepared_review_unit_hash": "c5fd950088f6a97d0e5b1654c9ac13e086364e56b9f30973071cc68d74d7d5b3", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35644, - "estimated_input_tokens": 8911, - "estimated_eval_tokens": 18078 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34959, + "estimated_input_tokens": 8740, + "estimated_eval_tokens": 17736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenizer, vision, audio, cache, dtype, and trainer issues mixed together. I do not see a true duplicate set, though 44561 and 45020 are the closest thematically around remote_code regressions.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the only near-related theme (remote_code breakages in recent transformers versions), so it is the best single representative even though the cluster is not a clean duplicate group.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports spanning model loading, dtype mismatches, tokenizer issues, video/vision regressions, and trainer problems. There is no strong duplicate set here; the only plausible canonical anchor is the broad from_pretrained/buffer-state regression theme.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43950 is the best representative of the broad loading/state-corruption subtheme: it is a core regression in from_pretrained affecting non-persistent buffers, with wide potential impact and clear root-cause style scope.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 has the widest scope and most general framing among the items here; it can absorb narrower remote_code breakage reports better than the more specific 44561. The rest of the cluster is unrelated.", + "best_issue_reason": "issue:43950 is the strongest global triage candidate because it is severe, broadly applicable, and centered on a core API path rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different failures in unrelated areas: image segmentation map handling vs a trainer method signature change." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but they are different bugs: unconditional hub access offline vs an AttributeError on a tokenizer object." + }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Both mention model loading/runtime failures, but one is a Qwen device-map CUDA assert and the other is a tokenizer load failure for a specific RoBERTa model; different bugs and code paths." + "reason": "Unrelated models and code paths: Qwen3 device-map CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different modalities and failures: Mistral-3 image preprocessor dtype mismatch vs Gemma3n variable-name collision causing an AttributeError." + "reason": "Different bugs in different model code paths: dtype mismatch in image preprocessing vs a variable-name collision in Gemma3n forward." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "One is a metrics/gathering bug dropping tuple labels; the other is a Mamba2 cache correctness bug for seq_len > 1. Not the same underlying issue." + "reason": "Both concern generation/runtime correctness, but one is metric gathering on the eval path and the other is Mamba2 cache behavior during inference." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and a template-node compilation TypeError are unrelated failures." + "reason": "Different subsystems and failure modes: loading an image processor from URL vs a template compilation TypeError." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "from_pretrained corrupting non-persistent buffers is a model-loading regression; StaticCache.get_seq_length returning a tensor is a cache API contract bug." + "reason": "Both touch cache/buffer-ish internals, but one is a from_pretrained buffer corruption regression and the other is a return-type contract issue in StaticCache." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v4/v5 behavioral regressions, but they affect different models and different inference paths; not one shared bug." + "reason": "Both are model-output regressions, but they affect different models and likely different code paths." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "A documentation example error for SigLIP2 is unrelated to a Kosmos2.5 OCR index error." - }, - { - "left": "issue:43582", - "right": "issue:46512", - "accept": false, - "reason": "Apple Silicon warmup TypeError and stale config dtype after from_config are different dtype-related problems with different code paths." + "reason": "Docs/example failures for SigLIP2 are not the same bug as a Kosmos2.5 long-OCR index error." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation after align_special_tokens is unrelated to Kosmos2.5 long OCR index errors." + "reason": "Different domains and failure modes: Whisper empty-transcription generation vs Kosmos2.5 OCR indexing." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to AutoTokenizer failing to load a FastSpeech2Conformer tokenizer." + "reason": "Tokenizer crashes in LayoutLMv2 are unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is not the same as FSDP CPU RAM efficient loading being broken." + "reason": "Both involve loading, but one is non-persistent buffer corruption and the other is FSDP CPU RAM efficient loading; not the same underlying bug." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to from_config(dtype=...) leaving config.dtype stale." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Both concern tokenizer/processor behavior, but one is about post-processor updates after special token changes and the other is Whisper batch_decode skip_special_tokens handling." + "reason": "Tokenizer backend post-processor updates and Whisper batch_decode skip_special_tokens are different features with different failures." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are video-input bugs in Qwen-family models, but they describe different model variants and different failure mechanisms." + "reason": "Both are video-input regressions, but they affect different Qwen variants and likely different preprocessing/position-id code paths." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation failure are distinct issues." - }, - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing defects are unrelated." + "reason": "Different Qwen3.5 issues: weight_only loading vs flash-attention generation behavior." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Bark CPU offload device mismatch and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different failures." + "reason": "Both mention dtype mismatches, but they involve different models, environments, and inference paths." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "A Qwen video-input regression is unrelated to a Kosmos2.5 OCR index error." + "reason": "GLM-5 RoPE implementation discussion is unrelated to documentation text about removed pipeline tasks." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and docs mentioning removed pipeline tasks do not describe the same bug." + "reason": "BLIP2 dtype loading and Video-LLaVA temporal-attention/weight-sharing are unrelated bugs." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset failure and GenerationMixin import breakage are unrelated." + "reason": "BarkProcessor voice_preset and a GenerationMixin import error are separate compatibility/load issues." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both mention input regressions, but one is a Qwen video-input v5.3 issue and the other is a Kosmos2.5 OCR index error." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape IndexError in tensor indexing is unrelated to trainer.evaluate failing after train." + "reason": "Mask/index shape mismatch during indexing is unrelated to trainer.evaluate failing after train." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline error-message wording and SigLIP2 nonsensical outputs with AutoModel/pipeline are different issues." + "reason": "A pipeline error message regression is unrelated to a SigLIP2 model/pipeline output quality bug." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video chat-template mismatch and a T5 decoder-input validation error are unrelated." + "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation are different model families and different bugs." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading for a specific model and a kernels dependency/version import failure are unrelated." - }, - { - "left": "issue:44561", - "right": "issue:45020", - "accept": false, - "reason": "These are the closest pair thematically, but 45020 is a broad umbrella report while 44561 is a specific root-cause report; the shared theme is not enough to confirm one concrete duplicate bug." - }, - { - "left": "issue:45987", - "right": "issue:46192", - "accept": false, - "reason": "A cache length API return-type bug is unrelated to return_tensors being ignored when text_kwargs is passed." - }, - { - "left": "issue:28218", - "right": "issue:29159", - "accept": false, - "reason": "Tokenizer extra-space-after-added-token and slow-vs-fast tokenizer inconsistency are related to tokenization behavior, but not the same concrete bug." + "reason": "Tokenizer loading failure and pipeline import failure due to kernels version requirements are unrelated." } ] }, @@ -5703,22 +5589,21 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ + "issue:28218", + "issue:29159", "issue:34634", "issue:36331", "issue:42175", "issue:43262", "issue:43329", - "issue:43452", "issue:43526", - "issue:43550", "issue:43577", "issue:43582", - "issue:43638", "issue:43653", "issue:43697", "issue:43720", @@ -5733,13 +5618,12 @@ "issue:44291", "issue:44368", "issue:44554", + "issue:44561", "issue:44589", "issue:44610", "issue:44671", "issue:44857", "issue:44912", - "issue:44936", - "issue:44991", "issue:45003", "issue:45020", "issue:45042", @@ -5752,21 +5636,26 @@ "issue:45538", "issue:45600", "issue:45701", + "issue:45987", + "issue:46192", "issue:46209", "issue:46285", "issue:46326" ], "soft_pairs": [ + "issue:44561|issue:45020", + "issue:45987|issue:46192", "issue:44610|issue:45072", "issue:43720|issue:45072", + "issue:28218|issue:29159", "issue:43577|issue:43582", "issue:44671|issue:45701", "issue:43825|issue:43827", "issue:43782|issue:45325", "issue:43749|issue:44291", "issue:42175|issue:45081", - "issue:43582|issue:44857", "issue:43262|issue:43819", + "issue:43582|issue:44857", "issue:43906|issue:46209", "issue:45003|issue:46285", "issue:34634|issue:36331", @@ -5775,199 +5664,196 @@ "issue:45081|issue:45406", "issue:44060|issue:44368", "issue:43742|issue:45020", - "issue:45372|issue:46326", "issue:45084|issue:45538", + "issue:45372|issue:46326", "issue:44589|issue:45042", "issue:43526|issue:44554", - "issue:43329|issue:45600", - "issue:43452|issue:44991", - "issue:43638|issue:44936", - "issue:43550|issue:44912" + "issue:43329|issue:45600" ], - "prepared_review_unit_hash": "cbb1a42efaaa0bdf8de71b73d9da3aee52abce27a9bdd8065bab636d8d9303cb", + "prepared_review_unit_hash": "cec7ef3551cf1d65079e231b1ab9d1c81878ea465c00d9d8d7c394455cd1775f", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35295, - "estimated_input_tokens": 8824, - "estimated_eval_tokens": 17904 + "serialized_chars": 35252, + "estimated_input_tokens": 8813, + "estimated_eval_tokens": 17882 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of largely unrelated Transformers bugs; none of the soft pairs look like true duplicates. The closest umbrella issue is the broad remote_code/model-loading regression report, but it does not absorb the rest of the set.", - "confidence": 0.22, - "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set and the best anchor for related loading/regression triage.", + "summary": "The cluster is highly heterogeneous: the soft-similarity pairs mostly share only broad themes like tokenization, loading, or v5 regressions, but not the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set (general v5/remote_code breakage). The rest are much more specific model-, tokenizer-, or backend-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most generally reusable triage target because it describes the widest failure class; the other issues are mostly narrow, model-specific bugs.", + "best_issue_reason": "issue:45020 is the best single representative for this cluster because it is the most general and central-sounding regression report, even though the cluster overall is not a tight duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Different failures: processor image-size mismatch vs dtype mismatch in inference." + "reason": "Both mention recent v5/remote_code breakage, but they point to different concrete failures and code paths." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:45987", + "right": "issue:46192", "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to the dtype mismatch report." + "reason": "One is a cache-sequence return-type bug; the other is a kwarg-handling bug. Same API surface, different defect." }, { - "left": "issue:43577", + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failures: image size mismatch vs dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Unpacking packed BitNet weights is unrelated to the reported bfloat16 dtype mismatch." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "The tokenizer spacing issue may be adjacent, but this is not clearly the same underlying bug as the slow/fast inconsistency report." + }, + { + "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype initialization and Apple Silicon allocator warmup are separate code paths." + "reason": "Blip2 dtype loading and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "One is a CamemBERT masked-LM regression; the other is a broad tokenization-change report." + "reason": "One is a CamemBERT prediction regression; the other is a broad tokenization-version change report." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Related theme, but one is an error-message bug and the other is docs referencing removed APIs." + "reason": "Both relate to v5 pipeline removals, but one is an error-message bug and the other is docs drift." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen VL bugs: weight-only loading vs rope-index scaling." + "reason": "Different Qwen VL models and different bugs: loading with weight_only vs rope-index scaling." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but they hit different mechanisms and should not be merged." + "reason": "Both concern model loading, but one is FSDP RAM-efficient loading and the other is init_empty_weights argument compatibility." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "TensorFlow backend packaging and Mistral tokenizer regex crashing are unrelated." + "reason": "Backend packaging and Mistral regex patching are unrelated failures." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Allocator warmup TypeError is not the same as the CUDA AMP crash in LwDetrImageLoss." + "reason": "Audio sampling-rate defaults and DAC latent reconstruction are different bugs." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Audio chat-template sampling-rate default and DAC latent reconstruction are different bugs." + "reason": "Apple Silicon allocator warmup and CUDA AMP loss crash are separate platform-specific issues." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "Isolated reproduction of an older issue is unrelated to FP8 inference on B200." + "reason": "A reproduction of an older issue is not the same as an FP8 inference failure." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are different defects." + "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are different regressions." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Bark voice preset and CustomTrainer loss signature are unrelated." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated." + "reason": "BigBirdTokenizer special-token handling and MXFP4 quantization loading are unrelated." }, { "left": "issue:43526", - "right": "issue:43697", + "right": "issue:44554", "accept": false, - "reason": "BEiT label reduction bug and RTDetrV2 output drift are distinct model issues." + "reason": "Beit label reduction and MPS attention correctness are different code paths." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both involve tokenizer/processor loading, but the crash causes and affected components differ." + "reason": "Both involve processor/tokenizer internals, but the missing attribute and missing tokenizer problems are not the same bug." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "These are similar warning reports, but they describe different tied-weights problems on different Qwen variants." + "reason": "Both are warning-related in Qwen models, but they arise from different mechanisms and should not be merged." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM key error is too specific to be the same as the broad remote_code regression." + "reason": "MobileLLM loading failure is not the same as the broader remote_code breakage report." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Both mention mistral_common, but one is an ImportError during Gemma 4 loading and the other is a continue_final_message bug." + "reason": "Template-node compilation TypeError and CLIPTokenizer max-length are unrelated." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Template-node compilation failure and CLIPTokenizer max-length behavior are unrelated." + "reason": "Both touch mistral_common, but one is an import/version issue and the other is chat-template behavior." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage import failure and PIL/torchvision dependency handling are unrelated." + "reason": "Float8 storage lookup failure and torchvision dependency regression are different problems." }, { "left": "issue:43526", - "right": "issue:44554", + "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction and an MPS attention correctness bug do not match." + "reason": "Beit label reduction and RTDetrV2 output divergence are unrelated regressions." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined video-token helper variables and removed auto-mapping config references are separate issues." - }, - { - "left": "issue:43452", - "right": "issue:44991", - "accept": false, - "reason": "Both involve model/tokenizer loading, but the failing paths and root causes differ." - }, - { - "left": "issue:43638", - "right": "issue:44936", - "accept": false, - "reason": "DeepSpeed zero3 index error and trainer.evaluate() after train are different trainer bugs." - }, - { - "left": "issue:43550", - "right": "issue:44912", - "accept": false, - "reason": "SDPA torch.compile failure and MXFP4 quantization fallback are not the same bug." + "reason": "A multimodal-token video-branch bug and a removed-config reference in auto_mappings are unrelated." } ] }, @@ -5986,12 +5872,11 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ - "issue:29159", "issue:34567", "issue:36010", "issue:36331", @@ -6000,21 +5885,21 @@ "issue:40990", "issue:42175", "issue:42490", - "issue:42915", "issue:43257", "issue:43262", "issue:43329", "issue:43450", + "issue:43452", "issue:43454", "issue:43531", + "issue:43550", "issue:43577", - "issue:43606", + "issue:43638", "issue:43643", "issue:43645", "issue:43650", "issue:43696", "issue:43720", - "issue:43742", "issue:43746", "issue:43749", "issue:43819", @@ -6022,7 +5907,6 @@ "issue:43906", "issue:43927", "issue:43931", - "issue:44291", "issue:44387", "issue:44479", "issue:44610", @@ -6030,32 +5914,36 @@ "issue:44756", "issue:44811", "issue:44912", + "issue:44936", "issue:44977", + "issue:44991", "issue:45042", "issue:45459", "issue:45759", "issue:45803", - "issue:45859", "issue:46291", "issue:46421", "issue:46424" ], "soft_pairs": [ + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43550|issue:44912", "issue:43746|issue:44811", "issue:43819|issue:43927", - "issue:36010|issue:43645", "issue:43257|issue:43329", + "issue:36010|issue:43645", "issue:42175|issue:46291", - "issue:44387|issue:44617", "issue:43650|issue:43906", "issue:38175|issue:44610", - "issue:43720|issue:44610", + "issue:44387|issue:44617", "issue:36010|issue:36331", + "issue:43720|issue:44610", "issue:43531|issue:45042", "issue:43854|issue:44977", "issue:39692|issue:44912", - "issue:46421|issue:46424", "issue:45459|issue:45803", + "issue:46421|issue:46424", "issue:42490|issue:43257", "issue:43262|issue:44811", "issue:43257|issue:43696", @@ -6065,221 +5953,214 @@ "issue:43749|issue:44756", "issue:43257|issue:43931", "issue:43454|issue:43577", - "issue:34567|issue:40990", - "issue:43606|issue:45859", - "issue:42915|issue:43742", - "issue:44291|issue:45042", - "issue:29159|issue:34567" + "issue:34567|issue:40990" ], - "prepared_review_unit_hash": "bf1abea57acbdb3e9bec7d8945c75af7db029eddfe0617d0fd7443996552c481", + "prepared_review_unit_hash": "19b5f4572375f56941b50bdc8bdc0b3713220bc7b18894e26d49adc6f65677c1", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36532, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35696, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a loose embedding cluster of unrelated Transformers issues. The soft pairs mostly share only broad themes (tokenization, loading, multimodal/video, OOM, CPU offload) but not the same concrete bug or code path, so none should be merged as duplicates. No PRs are present in the cluster.", - "confidence": 0.95, - "canonical_issue_reason": "If a single anchor is needed, issue 43257 is the best representative because it has the strongest discussion/reference activity and is a concrete, actionable model-loading regression. That said, the cluster itself is not a true duplicate set.", + "summary": "This set is mostly unrelated issue reports across different subsystems. The only plausible duplicate thread is the multimodal video-input regression around `_get_num_multimodal_tokens` / Qwen video failures; all other soft pairs describe different bugs with different code paths.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue across the full set: the items are heterogeneous and mostly unrelated. If forced to pick one representative duplicate thread, issue 43329 is the most concrete code-path bug (video token counting), which best matches the only plausible soft duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43257 is the most suitable global issue anchor: it is concrete, well-discussed, and closer to the dominant loading/regression theme than the others.", + "best_issue_reason": "Issue 43329 is the strongest representative because it pinpoints a specific broken video branch in multimodal token counting, and it plausibly underlies the broader video regression reported in 44479.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training bugs: one is a deepspeed zero3 IndexError, the other is an evaluate-after-train failure." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading/tokenizer issues, but they affect different APIs and appear to have different root causes." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "One is a torch.compile/SDPA model failure; the other is an MXFP4 quantization loading fallback. Not the same bug." + }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different subsystems and symptoms: local checkpoint/PEFT loading vs Whisper batch_decode token filtering." + "reason": "Unrelated problems: PEFT/local checkpoint loading versus Whisper batch decoding special-token handling." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Unrelated bugs: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs after save/load." - }, - { - "left": "issue:36010", - "right": "issue:43645", - "accept": false, - "reason": "Both touch model import/init behavior, but one is a GenerationMixin import error and the other is a Jupyter custom-model initialization regression." + "reason": "Different components and failure modes: DAC latent conversion vs Dia config save/load token IDs." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Different concrete failures: Qwen3 MoE weight conversion under accelerate/deepspeed vs undefined variables in multimodal video token counting." + "reason": "Accelerate/deepspeed weight conversion is unrelated to the multimodal video-token helper bug." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Different dependency/import problems: pip extras missing tensorflow backend vs pipelines import failing due to kernels package requirements." + "reason": "Both touch import/model construction, but one is a missing GenerationMixin import and the other is a Jupyter custom-model initialization regression." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Both mention OOM, but the underlying code paths are different: int4 quantization memory growth vs Sam3Video runtime OOM." + "reason": "Package dependency/backend installation issue versus kernels import-time version/revision requirement; not the same change." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No clear bug overlap; one is a placeholder/data issue, the other is an isolated reproduction of a separate issue." + "reason": "No meaningful technical overlap; one is a placeholder issue, the other is a reproduction of a separate tracked bug." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different model-specific bugs: unexpected zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." + "reason": "Both mention model/processor behavior, but they are different models and different correctness problems." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor shape mismatch." + "reason": "Both cause OOMs, but the memory regression and the Sam3Video OOM are different code paths." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Different APIs and failures: GenerationMixin import resolution vs Trainer.compute_loss signature change." + "reason": "ImportError for GenerationMixin is unrelated to CustomTrainer.compute_loss receiving an unexpected keyword argument." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading is unrelated to OmDet processor image-size mismatch." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Different areas entirely: Qwen3-MoE sliding_window handling vs PIL image processor torchvision dependency regression." + "reason": "Different regressions in different subsystems: Qwen3-MoE sliding window versus PIL backend requiring torchvision." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Both are model-loading/generation issues, but they affect different models and failure modes; not the same underlying bug." + "reason": "Different model families and symptoms: GLM-4.7-Flash loading in tests versus Qwen3.5 flash-attention generation issues." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Unrelated: documentation example errors for SigLIP2 vs MXFP4 quantization fallback on gpt-oss-20b." + "reason": "Doc example/model-preprocessor errors are not the same as a quantization loading fallback bug." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Both involve cache behavior, but one is lazy-init recompilation with chunked prefill while the other is max_cache_length being ignored except for quantized cache." + "reason": "Both involve overly broad exception handling, but they are separate functions with different failure modes and fixes." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Both discuss bad exception handling, but they are different code paths and different failure surfaces." + "reason": "Cache lazy-init recompilation and max_cache_length handling are related area-wise but not the same concrete bug." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "No overlap: trailing-slash local-path warning vs Qwen3 MoE loading under accelerate/deepspeed." + "reason": "Local-path import warning is unrelated to Qwen3 MoE weight conversion during accelerate/deepspeed loading." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Different audio processor issues: chat-template sample-rate default vs batch_decode ignoring skip_special_tokens." + "reason": "Audio apply_chat_template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are separate processor issues." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion failure is unrelated to GPT-oss-20b CUDA OOM." + "reason": "Weight-conversion/loading bug versus a straightforward CUDA OOM on GPT-oss-20b." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both are config-loading issues, but one is missing fields with trust_remote_code and the other is unwrapping text_config for composite Qwen multimodal configs." + "reason": "Both are config-related, but one is trust_remote_code field loss and the other is unwrapping text_config for composite multimodal configs." }, { "left": "issue:43329", "right": "issue:44479", - "accept": false, - "reason": "Related area (video multimodal), but not the same bug: undefined video-token helper variables vs a broader video input regression across models." + "accept": true, + "reason": "Both point to the same video-input code path in multimodal processing; 43329 identifies the broken helper in the video branch and 44479 reports the broader v5.3.0 regression across Qwen VL/video models." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Different video bugs: token counting internals vs batched video processor output shape." + "reason": "Video token counting helper bug versus batched video processor output shape; related domain, but not the same defect." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both concern loading/memory, but one is FSDP CPU RAM-efficient loading breakage and the other is mmap-related OOM on Strix Halo." + "reason": "Both mention loading/OOM concerns, but FSDP CPU RAM efficient loading and mmap on Strix Halo are different issues." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different Qwen-family problems and different failure modes: MoE accelerate/deepspeed conversion vs Qwen3-VL weight-shape mismatch." + "reason": "Qwen3 MoE conversion/loading is unrelated to Qwen3-VL weight-shape mismatch." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Different model internals: AyaVision lm_head tying bug vs Blip2 dtype propagation issue." + "reason": "Weight tying causing garbage generation is unrelated to dtype propagation in Blip2 loading." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token counting bug is unrelated to GPT-oss-20b perplexity regression." - }, - { - "left": "issue:43606", - "right": "issue:45859", - "accept": false, - "reason": "Both mention CPU offload, but they affect different models and code paths; not a mergeable duplicate." - }, - { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "Different loading failures: Qwen3Moe FineGrainedFP8Config vs MobileLLM key error." - }, - { - "left": "issue:44291", - "right": "issue:45042", - "accept": false, - "reason": "Unrelated: init_empty_weights compatibility issue vs image-processor torchvision dependency regression." - }, - { - "left": "issue:29159", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer fast/slow inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." + "reason": "Trainer token-count tracking and GPT-oss perplexity are different problems with no shared code path." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft pair (43329/44479) is a plausible shared video multimodal regression thread, and the rest are reasonably rejected as distinct bugs despite some surface-level similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6291,8 +6172,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -6303,7 +6184,6 @@ "issue:33357", "issue:34567", "issue:34689", - "issue:38175", "issue:41720", "issue:42175", "issue:42915", @@ -6315,6 +6195,7 @@ "issue:43540", "issue:43577", "issue:43582", + "issue:43606", "issue:43697", "issue:43742", "issue:43749", @@ -6323,15 +6204,14 @@ "issue:44062", "issue:44291", "issue:44479", - "issue:44488", "issue:44560", "issue:44568", "issue:44821", "issue:44849", - "issue:44898", "issue:44912", "issue:44987", "issue:44991", + "issue:45042", "issue:45127", "issue:45137", "issue:45356", @@ -6341,260 +6221,275 @@ "issue:45488", "issue:45538", "issue:45701", + "issue:45859", "issue:45907", "issue:46291", "issue:46512" ], "soft_pairs": [ + "issue:42915|issue:43742", + "issue:43606|issue:45859", + "issue:44291|issue:45042", "issue:43525|issue:46291", "issue:42915|issue:44821", + "issue:29159|issue:34567", "issue:44568|issue:45356", "issue:43404|issue:45127", "issue:44987|issue:45538", "issue:43927|issue:44912", - "issue:43697|issue:45357", "issue:44849|issue:45701", + "issue:43697|issue:45357", "issue:42915|issue:45538", "issue:43425|issue:46291", "issue:43577|issue:46512", - "issue:43452|issue:43582", "issue:42175|issue:43824", "issue:43317|issue:45538", + "issue:43452|issue:43582", "issue:33357|issue:34567", "issue:28282|issue:34689", "issue:45137|issue:45405", - "issue:41720|issue:43540", "issue:44062|issue:44991", + "issue:41720|issue:43540", "issue:44479|issue:45381", - "issue:43540|issue:44479", "issue:43742|issue:44291", + "issue:43540|issue:44479", "issue:43540|issue:44560", - "issue:44568|issue:45488", "issue:28282|issue:29127", - "issue:44987|issue:45907", + "issue:44568|issue:45488", "issue:24643|issue:29159", - "issue:42915|issue:43749", - "issue:38175|issue:44898", - "issue:42175|issue:44488" + "issue:44987|issue:45907", + "issue:42915|issue:43749" ], - "prepared_review_unit_hash": "655cce5335cd01dae046c354f612cb14a0c3ef8f74a14f571c8361f69967e93d", + "prepared_review_unit_hash": "3c6c1e9455749b67e51025d6fd7e3e27aaed0fa350dd83f32330db601810f16a", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36787, - "estimated_input_tokens": 9197, - "estimated_eval_tokens": 18650 + "soft_pair_count": 32, + "serialized_chars": 37395, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and spans many unrelated bugs (tokenizers, model loading, dtype propagation, quantization, training, and video processing). The only clearly overlapping pair is the Qwen VL video-input regression reports.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44479 is the broadest and most representative bug report: it describes a shared video-input regression across multiple Qwen VL model variants, which matches the only likely duplicate in the cluster.", + "summary": "This packet is mostly a collection of unrelated Transformer bug reports. The only plausible overlap is the Qwen video-input pair (44479/45381), but the evidence is only a loose similarity, not enough to merge them as one issue.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44479 is the most central Qwen video-regression report in this set, but its relationship to 45381 is only a soft similarity rather than a confirmed duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best standalone issue because it is the most general and actionable description of the common underlying regression.", + "best_issue_reason": "issue:44479 is the strongest representative issue here because it has the broadest description of the v5.3.0 Qwen video-input regression and the most surrounding context.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 loading vs MobileLLM key loading." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve offload, but they affect different model families and code paths." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized handling is unrelated to PIL/torchvision backend requirements." + }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Unrelated failures: Llama4 config attribute vs kernels version/revision requirement." + "reason": "Llama4 pad_token_id config handling and kernels revision/version validation are unrelated." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different subsystems and symptoms: FP8 config load error vs image processor URL loading." + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are distinct problems." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency is unrelated to TrainerState token counting." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different mechanics." + "reason": "Both are tokenizer regressions, but they concern different models and different failures." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied weights, but one is a Mistral3 model bug and the other is LoRA merge with extended vocabulary." + "reason": "Both touch tied embeddings, but one is a load-time Mistral3 issue and the other is a LoRA merge/vocab-collapse bug." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model-loading regression vs CLIPTokenizer max_length bug; no shared underlying code path." + "reason": "Model loading for physical-intelligence/fast and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Config save/load token IDs issue vs quantization fallback behavior." + "reason": "DiaConfig token-id persistence and MXFP4 quantization fallback are unrelated." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Different bugs: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained key names." + "reason": "Qwen3.5 hidden-state output behavior and a generic tokenization-version issue are not the same bug." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-states bug is not the same as a broad tokenization-version change report." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key mismatch are different regressions." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to CLIPTokenizer model_max_length." + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch compatibility issue vs kernels package version/revision requirement." + "reason": "Torch compatibility and kernels revision/version validation are unrelated." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Related dtype theme, but one is Blip2 loading and the other is generic from_config config staleness." - }, - { - "left": "issue:43452", - "right": "issue:43582", - "accept": false, - "reason": "Tokenizer/model loading issue vs Apple Silicon allocator TypeError." + "reason": "dtype propagation after loading BLIP2 is related in theme, but not the same bug as stale config.dtype from from_config." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend inclusion bug vs missing class import error." + "reason": "Backend packaging for pip install '.[torch]' and missing Qwen2_5_VL export are unrelated." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Dequantized device_map offload bug is unrelated to CLIPTokenizer max_length." + "reason": "device_map offload loading failure and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Mac bus error in model loading vs TrainerState counter not updating." + "reason": "MacOS bus error with CLIP and TrainerState token counting are unrelated." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Generic missing-PyTorch import error vs a specific Llama 3.2 Vision model loading regression." + "reason": "Missing PyTorch import dependency and Llama 3.2 Vision loading regression are different issues." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version bump." + "reason": "DeepSpeed ZeRO3 deque error and unreleased MIN_PEFT_VERSION bump are unrelated." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Both mention Qwen and runtime failures, but one is auto device mapping CUDA assert and the other is video input processing." + "reason": "AddedToken kwarg duplication and est-roberta tokenizer loading failure are not the same bug." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "AddedToken keyword collision vs tokenizer loading for a specific model." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failures." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen VL video-input regression in v5.3.0; 45381 is a specific symptom of the broader regression in 44479." - }, - { - "left": "issue:43540", - "right": "issue:44479", "accept": false, - "reason": "Different Qwen model families and different failures; too broad to be the same bug." + "reason": "45381 looks like a related Qwen video-input symptom, but the evidence only supports soft similarity, not a confirmed duplicate." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Loading MobileLLM-125M key error is unrelated to init_empty_weights argument handling." + "reason": "MobileLLM key loading and init_empty_weights argument handling are unrelated." }, { "left": "issue:43540", - "right": "issue:44560", + "right": "issue:44479", "accept": false, - "reason": "Both are video-related Qwen issues, but the affected models and failure modes differ." + "reason": "Both are Qwen video-related, but they affect different model families and likely different code paths." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Tokenizer special-token bug vs LlamaTokenizer pre-tokenizer override regression." + "reason": "Qwen3OmniMoe video processing ValueError and Qwen3-vl embedding StopIteration are distinct failures." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch import error vs LayoutLMv3 error-message clarity issue." + "reason": "Missing PyTorch import and LayoutLMv3 box-clarity error are unrelated." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Different API regressions: model loading vs list_repo_files not forwarding revision." + "reason": "mdeberta-v3 special-token handling and DeepSeek V3/R1 pre-tokenizer override are different tokenizer bugs." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight shape error vs tokenizer fast/slow inconsistency." - }, - { - "left": "issue:42915", - "right": "issue:43749", - "accept": false, - "reason": "FP8 config failure is unrelated to FSDP CPU RAM efficient loading." + "reason": "DeepSpeed weight-dimension RuntimeError and tokenizer slow/fast inconsistency are unrelated." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Siglip2 zero probabilities and Perceiver non-default resolution failure are different model bugs." + "reason": "Model loading regression for physical-intelligence/fast and list_repo_files revision forwarding are unrelated." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Backend packaging issue vs model loading failure for a specific checkpoint." + "reason": "Qwen3Moe FP8 loading and FSDP_CPU_RAM_EFFICIENT_LOADING are different training/runtime bugs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported overlap is issue:44479 with issue:45381, and the analyst correctly treats the rest as unrelated or only superficially similar. No soft-edge verdict appears overstated." + "accept": false, + "feedback": "Mostly conservative, but there is one overreach: the packet only supports a soft similarity between 44479 and 45381, not a definitive duplicate or that 44479 is clearly \"concrete, reproducible.\" The rest of the pair judgments look suitably cautious, but the best/canonical issue claims are a bit too strong for the evidence provided." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6606,8 +6501,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -6615,6 +6510,8 @@ "issue:28282", "issue:34567", "issue:36331", + "issue:38175", + "issue:42175", "issue:42796", "issue:43257", "issue:43404", @@ -6623,7 +6520,6 @@ "issue:43526", "issue:43531", "issue:43577", - "issue:43720", "issue:43742", "issue:43756", "issue:43906", @@ -6660,6 +6556,8 @@ "issue:46491" ], "soft_pairs": [ + "issue:38175|issue:44898", + "issue:42175|issue:44488", "issue:44737|issue:46463", "issue:43493|issue:43994", "issue:44291|issue:44821", @@ -6673,10 +6571,10 @@ "issue:44792|issue:44964", "issue:43404|issue:45987", "issue:43526|issue:45479", - "issue:44737|issue:45588", "issue:45042|issue:45081", - "issue:42796|issue:43906", + "issue:44737|issue:45588", "issue:43742|issue:44589", + "issue:42796|issue:43906", "issue:43756|issue:46399", "issue:43756|issue:45325", "issue:45823|issue:46463", @@ -6685,199 +6583,210 @@ "issue:45405|issue:45600", "issue:45357|issue:45920", "issue:44913|issue:46121", - "issue:44625|issue:44877", - "issue:43720|issue:44898" + "issue:44625|issue:44877" ], - "prepared_review_unit_hash": "266d99a667e865cbda1096fcafd69142cacca2b37853d0ae8bcacf4997a925aa", + "prepared_review_unit_hash": "9d3739e4eef0e4519050d6818ecc889600601b68b97d72f7811a4705ba772d55", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35635, - "estimated_input_tokens": 8909, - "estimated_eval_tokens": 18074 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36455, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated bug reports; the only soft duplicate candidate I\u2019d accept is the SigLIP2 pair, where both issues point to the same model implementation producing wrong outputs. All other pairs look like different code paths, models, or failure modes.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43493 is the best canonical issue because it describes the underlying SigLIP2 implementation discrepancy against the original JAX model, while the paired report is a downstream symptom of the same problem.", + "summary": "This cluster is mostly a set of unrelated bug reports; only the two SigLIP2 issues look like the same underlying model-accuracy regression. No pull requests are present.", + "confidence": 0.59, + "canonical_issue_reason": "issue:43994 is the clearest user-facing report of the shared SigLIP2 regression, with a concrete failing model and reproduction; issue:43493 looks like the more diagnostic sibling report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the strongest representative of the cluster\u2019s only true duplicate thread: it is the most root-cause-focused and specific report for the SigLIP2 bug.", + "best_issue_reason": "issue:43994 best represents the duplicate pair because it captures the observable end-user failure on google/siglip2-base-patch16-224 and is broad enough to subsume the implementation-discrepancy report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 zero probabilities vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated problems: missing TensorFlow in a torch install vs a model-loading failure for cjvt/sleng-bert." + }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "Different bugs: XLNet CPU device placement in rotary encoding vs T5 decoder input validation error message." + "reason": "Different code paths: XLNet CPU arange bug vs T5 decoder input validation message." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Both report SigLIP2 producing incorrect results; 43493 frames the HF-vs-JAX implementation mismatch, and 43994 is the user-facing symptom in AutoModel/pipeline." + "reason": "Both describe the same SigLIP2 regression: the HF implementation disagrees with the expected behavior and yields nonsensical outputs for siglip2-base-patch16-224." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unrelated failures: init_empty_weights/_is_hf_initialized loading error vs AutoImageProcessor URL loading." + "reason": "One is an init_empty_weights/_is_hf_initialized TypeError; the other is an AutoImageProcessor URL-loading issue." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different models and failures: Qwen3 MOE loading/conversion vs Smollm3 RoPE-layer handling." + "reason": "Different models and bugs: Qwen3 MOE weight conversion vs Smollm3 RoPE layer handling." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Both trainer-related, but distinct issues: TrainerState token counting vs custom compute_loss signature mismatch." + "reason": "Trainer token-count tracking and custom compute_loss signature errors are unrelated." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Separate dtype bugs in different model families; no shared concrete code path." + "reason": "Both involve dtype, but they affect different model families and likely different code paths." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "Different reports for different models/examples; too little evidence of the same underlying bug." + "reason": "A reproduction of an earlier issue is not the same as the official Nemotron example breakage." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "XLMRoberta flash-attention issue is unrelated to AutoModel PyTorch import detection." + "reason": "XLMRoberta Flash Attention 2 and a PyTorch ImportError are unrelated." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both tokenizer-related, but one is AddedToken construction and the other is Mistral regex patching; distinct root causes." + "reason": "Different tokenizer internals and failures: AddedToken kwargs conflict vs Mistral regex patch crash." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: special-token insertion vs CodeLlama encode/decode space preservation." + "reason": "Different tokenizer regressions affecting different models and behaviors." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal model failures; no indication they share the same code path." + "reason": "Janus test failure and Phi-4 multimodal loading failure are separate model-specific issues." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Mistral3 lm_head tying bug is unrelated to StaticCache sequence-length return type." + "reason": "lm_head tying in Mistral3 is unrelated to StaticCache sequence-length typing." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Different classification/processor issues with different affected components and symptoms." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet CPU tensor creation is unrelated to flash_attention sink-less model handling." + "reason": "Both concern labels, but one is an image-processor reduction bug and the other is a sequence-classification loss bug." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency regression is unrelated to Mistral tokenizer regex patching." + "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral tokenizer patch crash." }, { - "left": "issue:42796", - "right": "issue:43906", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling is unrelated to an isolated reproduction of another issue." + "reason": "XLNet positional encoding on CPU and flash-attention sink handling are different subsystems and bugs." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Model loading key error and Float8 storage lookup failure are different loading paths and different failures." + "reason": "Model-loading key errors and missing Float8 storage types are not the same failure mode." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a reproduction of another issue are not the same underlying bug." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE-layer discrepancy and Qwen3.5 kernel registration crash are separate model-specific bugs." + "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel-registration crash affect different models and paths." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both mention RoPE, but they affect different models and different logic (layer selection vs temporal position scaling)." + "reason": "Different Qwen/Smollm3 multimodal bugs with no shared code-path evidence." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 PLE device mismatch is unrelated to T5 decoder input validation." + "reason": "Gemma4 device-map mismatch and a T5 decoder-input error are unrelated." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file loading regression and a specific model load failure are different issues without a clear shared root cause." + "reason": "gguf_file loading failure and a generic model load failure for sleng-bert are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor-from-URL loading are unrelated." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version bump and stale auto_mappings references are unrelated maintenance/CI problems." + "reason": "A dependency version bump and stale auto_mappings references are separate repository maintenance issues." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained key regression is unrelated to tokenizer producing wrong token IDs." + "reason": "Incorrect save_pretrained visual keys and wrong AutoTokenizer token IDs are different regressions." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "GPTNeoX rotary_pct reload bug and rope-parameter JSON list handling are distinct config/validation issues." + "reason": "Config reload losing rotary_pct and rope-parameter JSON list handling are distinct config-validation problems." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "num_labels propagation bug and strict granite_speech config loading are different configuration problems." - }, - { - "left": "issue:43720", - "right": "issue:44898", - "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver interpolation failures." + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft edge, issue:43493 vs issue:43994, is reasonable from the titles alone because both concern SigLIP2 and the second appears to be a symptom/report of wrong outputs from the same model family. The other rejections are also cautious and consistent with the packet. One minor note: phrases like \"only true duplicate thread\" and \"same underlying bug\" are a bit stronger than the evidence strictly proves, but not enough to overturn the overall assessment." + "feedback": "Grounded overall: the packet contains only issues, so \"no pull requests\" is correct, and the only plausible duplicate/same-bug pair is the SigLIP2 43493/43994 pair. The other soft-edge calls stay conservative by distinguishing different models, code paths, or failure modes." }, "evaluator_used": true, "retried": false, @@ -6893,8 +6802,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -6915,23 +6824,22 @@ "issue:43653", "issue:43688", "issue:43697", + "issue:43720", "issue:43742", "issue:43749", "issue:43819", "issue:44361", "issue:44442", - "issue:44464", "issue:44466", "issue:44484", "issue:44493", "issue:44514", "issue:44568", "issue:44704", - "issue:44743", "issue:44811", "issue:44843", + "issue:44898", "issue:44936", - "issue:44991", "issue:45005", "issue:45200", "issue:45216", @@ -6948,6 +6856,7 @@ "issue:46491" ], "soft_pairs": [ + "issue:43720|issue:44898", "issue:43697|issue:45216", "issue:43643|issue:45375", "issue:45200|issue:46463", @@ -6956,15 +6865,15 @@ "issue:44493|issue:46050", "issue:44466|issue:45005", "issue:28282|issue:32090", - "issue:42898|issue:46491", "issue:43819|issue:44811", + "issue:42898|issue:46491", "issue:43452|issue:44843", - "issue:44514|issue:45381", "issue:28282|issue:33357", "issue:44936|issue:45823", "issue:43688|issue:43749", - "issue:44361|issue:44442", + "issue:44514|issue:45381", "issue:38175|issue:43295", + "issue:44361|issue:44442", "issue:45372|issue:46170", "issue:44484|issue:44704", "issue:43653|issue:44361", @@ -6973,219 +6882,205 @@ "issue:43452|issue:43577", "issue:43577|issue:43697", "issue:43653|issue:44568", - "issue:44464|issue:44743", "issue:43531|issue:43742", - "issue:43646|issue:43749", - "issue:44843|issue:44991" + "issue:43646|issue:43749" ], - "prepared_review_unit_hash": "5a4745431ab199b1c6b0901814381df2eeab557d9f60010565522aa28eae5822", + "prepared_review_unit_hash": "4c353b616fac8cea95da60253fcc8702aad528ba5d92b04789a99a8938d32057", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36729, - "estimated_input_tokens": 9183, - "estimated_eval_tokens": 18622 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many separate v5 regressions, tokenizer/processor edge cases, and training/loading bugs. The only plausible duplicate-style pair is the tied-weights serialization reports; the rest look distinct.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43646 is the broadest umbrella regression report in the set and the best single triage anchor, but it should not be treated as proof that the whole cluster is one duplicate.", + "summary": "Mostly a heterogeneous set of unrelated issues. The only plausible duplicate pair is the config-loading bug around missing fields in returned AutoConfig objects; the rest do not look like the same underlying change or code path.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43643 is the clearest canonical because it states the broader, user-facing config-loading regression: fields disappear from AutoConfig results. It best captures the underlying missing-field problem shared by the closest duplicate candidate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most general, high-signal issue here; it best represents the cluster\u2019s broad v5 regression theme without being overly specific.", + "best_issue_reason": "Issue 43643 is the best representative issue overall because it describes the most general root symptom rather than a narrow model-specific instance.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failures: BitNet accelerate-loading/unpacked weights vs Perceiver image classification resize/interpolation." + }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different model families and different failure modes: output drift in RTDetrV2 vs checkpoint save corruption in Qwen3.5." + "reason": "Both are regressions, but one is RTDetrV2 output drift and the other is Qwen3.5 checkpoint save_pretrained corruption; not the same bug." }, { "left": "issue:43643", "right": "issue:45375", - "accept": false, - "reason": "Both involve config/strict handling, but one is missing fields from trust_remote_code and the other drops a specific vision config field; not the same bug." + "accept": true, + "reason": "Both describe config fields disappearing during config loading/strict handling; same underlying missing-field regression." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 multimodal token defaults and T5 decoder-input validation are unrelated code paths and symptoms." + "reason": "Gemma4 multimodal token-type defaults vs T5 decoder-input validation error messaging are unrelated." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training crash and a LayoutLMv3 error-message clarity issue are not the same underlying problem." + "reason": "DeepSpeed training weight-shape runtime error and LayoutLMv3 box-content error are different failures." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "ZeRO-3 load-time index error for Gemma3 is unrelated to trainer.evaluate() failing after train()." + "reason": "ZeRO-3 loading crash for Gemma3 vs trainer.evaluate() failing after train are different code paths and symptoms." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq save/load corruption are different serialization/model-state bugs." + "reason": "Unexpected position-id keys during save/load is not the same as sinq quantization save_pretrained/from_pretrained breakage." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Both describe the same tied-weights serialization regression in v5, with 44466 as a concrete device-dependent instance and 45005 as the broader report." + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model issue; not clearly the same bug." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Importing AutoModel without PyTorch and a NoneType GPU broadcast error in Trainer are unrelated failures." - }, - { - "left": "issue:42898", - "right": "issue:46491", - "accept": false, - "reason": "clean_up_tokenization_spaces behavior change and CodeLlama leading-space round-trip loss are different tokenizer regressions." + "reason": "PyTorch-not-found import error and Trainer NoneType broadcast error are unrelated." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent decoding mismatch and Whisper batch_decode skipping special tokens are separate model-specific bugs." + "reason": "DAC latent reconstruction mismatch vs Whisper batch_decode skip_special_tokens are unrelated tokenizer/model behaviors." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer loading regressions, but one is gguf_file support and the other is an offline hub call in _patch_mistral_regex." + "reason": "General v5 clean_up_tokenization_spaces behavior change and CodeLlama leading-space regression are related thematically but not the same concrete bug." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Processor batched-template crashing and video vision_position_ids being wrong are distinct Qwen2.5-VL issues." + "reason": "GGUF loading breakage and unconditional model_info() offline-mode failure are different AutoTokenizer.from_pretrained issues." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch import support and a MacOS bus error on CLIP are not the same failure." + "reason": "PyTorch import error and MacOS bus error on CLIP model loading are unrelated." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer lifecycle failure and Gemma4 device-map mismatch are different execution paths and symptoms." + "reason": "Trainer lifecycle failure and Gemma4 PLE device_map mismatch are different bugs." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are unrelated bugs." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "MLukeTokenizer AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are separate tokenizer issues." + "reason": "Both are Qwen2.5-VL issues, but one is batched apply_chat_template padding and the other is video vision_position_ids; different code paths." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and a processor.tokenizer regression are different model/processor problems." + "reason": "Siglip2 zero probabilities and processor.tokenizer/image passing regression are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and different failures: MLukeTokenizer attribute error vs FastSpeech2ConformerTokenizer loading failure." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor import breakage from mistral_common and Windows ROCm torch.distributed issues are unrelated dependency failures." + "reason": "Gemma4 processor import dependency issue and Windows ROCm torch.distributed dependency issue are unrelated." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "A save_pretrained shard-size question and missing kwargs passthrough in AutoProcessor.from_pretrained are not duplicates." + "reason": "save_pretrained shard-size question and AutoProcessor cached_file kwargs bug are unrelated." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration and MLukeTokenizer task errors are different tokenizer bugs." + "reason": "BigBird special-token registration bug and MLukeTokenizer attribute error are different tokenizer problems." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both concern backend detection, but they target different missing backend cases and are not the same underlying defect." + "reason": "Both involve optional backend detection, but tensorboard-without-TF and tensorflow_text backend mapping are distinct issues." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 and Kimi-K2.5 codec/warning issues are distinct." + "reason": "Processor/tokenizer regression and Kimi-K2.5 codec handling warning are not the same bug." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading breakage and Blip2 dtype remaining float32 are unrelated." - }, - { - "left": "issue:43577", - "right": "issue:43697", - "accept": false, - "reason": "A dtype propagation bug in Blip2 and RTDetrV2 output drift are different problems." + "reason": "GGUF AutoTokenizer/AutoModel loading failure and Blip2 dtype staying float32 are unrelated." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Special-token registration for BigBird and missing BOS/EOS insertion for mdeberta are separate tokenizer behaviors." - }, - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3_5 recurrent-state reset are different generation/cache bugs." + "reason": "Special-token registration for BigBird and BOS/EOS omission for mdeberta are different tokenizer-specific issues." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and MobileLLM-125M load-time KeyError are not the same issue." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are unrelated." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are different failures." - }, - { - "left": "issue:44843", - "right": "issue:44991", - "accept": false, - "reason": "Offline-mode model_info() call in tokenizer patching and est-roberta tokenizer loading regression are different root causes." + "reason": "Custom model initialization breakage in v5 and FSDP CPU RAM efficient loading are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The summary correctly treats the cluster as mostly heterogeneous and only accepts the tied-weights serialization pair, which is the one clearly plausible duplicate-style match from the titles. The rejections are cautious rather than overstated." + "feedback": "The judgments are conservative and grounded in the packet. The single accepted pair (43643/45375) is supported by both titles as a missing-fields/config-loading regression, while the other soft pairs are reasonably rejected as differing bugs or code paths. The summary does not overclaim beyond the evidence available from titles alone." }, "evaluator_used": true, "retried": false, @@ -7201,8 +7096,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -7229,7 +7124,6 @@ "issue:43742", "issue:43756", "issue:43927", - "issue:44361", "issue:44451", "issue:44464", "issue:44466", @@ -7239,9 +7133,11 @@ "issue:44561", "issue:44610", "issue:44625", + "issue:44743", "issue:44821", - "issue:44849", + "issue:44843", "issue:44977", + "issue:44991", "issue:45290", "issue:45440", "issue:45491", @@ -7255,6 +7151,8 @@ "issue:46402" ], "soft_pairs": [ + "issue:44464|issue:44743", + "issue:44843|issue:44991", "issue:29159|issue:33357", "issue:43688|issue:45704", "issue:43756|issue:46402", @@ -7265,249 +7163,247 @@ "issue:43688|issue:45701", "issue:44479|issue:44625", "issue:45491|issue:46002", - "issue:43550|issue:44361", - "issue:44464|issue:44977", "issue:43643|issue:44561", - "issue:41720|issue:44464", + "issue:44464|issue:44977", "issue:33666|issue:36010", "issue:43742|issue:44821", - "issue:44466|issue:46050", - "issue:43504|issue:43550", + "issue:41720|issue:44464", "issue:32090|issue:33666", + "issue:43504|issue:43550", "issue:43504|issue:43720", + "issue:44466|issue:46050", "issue:43577|issue:44554", "issue:44977|issue:46209", "issue:43504|issue:44610", - "issue:44554|issue:46365", "issue:43262|issue:43295", "issue:43720|issue:43927", + "issue:44554|issue:46365", "issue:43606|issue:43927", "issue:43452|issue:44451", - "issue:45823|issue:46050", "issue:33666|issue:36331", - "issue:43525|issue:43572", - "issue:44849|issue:46209" + "issue:45823|issue:46050", + "issue:43525|issue:43572" ], - "prepared_review_unit_hash": "7aba7b1092b65d9cc20a92a2363bc35d4d1dad48c5c0bae8689a8b1d16512707", + "prepared_review_unit_hash": "2a42ccfd9131584db5bd709617f61e27770fbebc26609031fdd925e8d08be7dc", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36763, - "estimated_input_tokens": 9191, - "estimated_eval_tokens": 18638 + "serialized_chars": 37402, + "estimated_input_tokens": 9351, + "estimated_eval_tokens": 18958 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct model-, tokenizer-, config-, or runtime-specific regressions that only share broad keywords like loading, generation, or chat templating. None of the soft-similarity pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out because the set spans many unrelated code paths (tokenizers, config loading, generation, vision/video processors, trainer/runtime errors). The apparent overlaps are only surface-level.", + "summary": "This cluster is a loose mix of unrelated Transformers regressions (tokenization, processor/chat-template, model loading, generation, and device/runtime bugs). None of the soft pairs appear to be the same concrete bug/change, so I would reject all soft edges. If a single issue must represent the cluster, the broad tokenizer-regression report is the best umbrella, but it is not a true duplicate anchor.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45701 is the broadest/openest issue in the set and the closest thing to a general umbrella for tokenizer/version-regression complaints, but the cluster is too heterogeneous to support a strong canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative anchor, issue:43643 is the most umbrella-like because it is a framework-level config/loading regression and closest to the recurring trust_remote_code/load-path theme, but it still is not a true duplicate hub.", + "best_issue_reason": "issue:45701 is the best representative issue for the overall cluster because it is broad, open, and most likely to subsume related tokenizer behavior regressions; however, it is still only a loose representative, not a confirmed duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both are Qwen3.5 generation/caching regressions, but one is about compiled forward chunked generation outputs and the other about recurrent states resetting; different failure modes and likely different fixes." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading regressions, but 44843 is specifically an offline-model_info call in _patch_mistral_regex, while 44991 is a broad tokenizer load failure for a specific model; not the same bug." + }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency vs MacOS bus error on a CLIP model; different failure modes and code paths." + "reason": "Tokenizer inconsistency vs a Mac bus error on CLIP loading; these are unrelated failure classes." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Both mention model math bugs, but one is auxiliary-loss normalization and the other is a T5 RMSNorm memory leak." + "reason": "Different model/code paths: auxiliary-loss normalization bug versus an apex RMSNorm memory leak." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer truncation and Sam3 text-encoder weights not loading are unrelated model bugs." + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text-encoder weight loading are unrelated model-specific issues." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization in MoE models is not the same as DeepSeekV3MoE diverging from the remote implementation." + "reason": "Different model implementations and different defects; no shared underlying code-path problem is evident." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token registration vs config losing custom token IDs after save/load are different bugs." + "reason": "BigBirdTokenizer special-token registration bug and DiaConfig custom-token-id persistence bug are both token-related but not the same underlying issue." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are apply_chat_template crashes, but the edge cases differ: batched padding=False vs assistant tool-call messages with no content." + "reason": "Both hit apply_chat_template, but one is a batched-padding crash and the other is a tool-call/no-content assistant-message crash; different edge cases." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile+SDPA failure for Bamba is unrelated to DiaConfig token-ID persistence." + "reason": "torch.compile+SDPA on Bamba is unrelated to DiaConfig token-id serialization." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization and tokenization-version changes are different subsystems and failure classes." + "reason": "Auxiliary-loss normalization in MoE models is not the same as a broad tokenization-version regression." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Qwen3.5 video-input regression and num_labels propagation are separate model/config issues." + "reason": "Video-input regression across Qwen VL variants versus num_labels propagation in Qwen3.5; different subsystems and fixes." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both involve NaNs, but one is Gemma3 sliding-window attention and the other is classification-head init/checkout behavior." - }, - { - "left": "issue:43550", - "right": "issue:44361", - "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to MLukeTokenizer AttributeError during tasks." - }, - { - "left": "issue:44464", - "right": "issue:44977", - "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation bugs are different concrete code paths." + "reason": "NaNs from sliding-window attention on mixed-length batches versus NaNs in classification heads after checkout/init are distinct defects." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both affect trust_remote_code flows, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available." + "reason": "Both mention trust_remote_code, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available; different breakages." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and compiled-forward chunked generation are unrelated runtime issues." + "reason": "Compiled-forward chunked generation inconsistency is not the same as a flash-attention generation failure in Qwen3.5." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and GenerationMixin import failure are not the same bug." + "reason": "Multi-GPU training for Qwen2-VL and GenerationMixin import failure are unrelated." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM key error while loading and AutoImageProcessor-from-URL failure are different loading paths." + "reason": "Key error loading MobileLLM and inability to load AutoImageProcessor from URL are different loading paths and failures." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "lm_head.weight serialization inconsistency and sinq quantized save/load breakage are distinct persistence bugs." + "reason": "cudaErrorAssert on auto device mapping is a device-placement/runtime issue, not a generation/compiled-forward inconsistency." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Beit legacy-field loading failure and Bamba torch.compile/SDPA failure are unrelated." + "reason": "Trainer NoneType GPU broadcast error and Qwen2-VL multi-GPU training are both trainer-related, but not the same bug." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is not the same as Qwen2-VL multi-GPU training behavior." + "reason": "BEiT legacy-field loading failure and Bamba compile/SDPA failure are unrelated." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Both are loading-time problems, but one is a legacy config field and the other is packed-weight unpacking for BitNet." + "reason": "Different model-loading problems with different root causes and model families." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization depending on device is separate from sinq quantization save/load breakage." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation and an MPS attention correctness bug are different model/runtime issues." + "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are unrelated." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation and FP8 inference on B200 are not the same failure." + "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are different hardware/runtime problems." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit pretrained loading via legacy field and OmDet-Turbo processor/model input-size mismatch are separate problems." - }, - { - "left": "issue:44554", - "right": "issue:46365", - "accept": false, - "reason": "MPS attention correctness and importing Trainer being blocked by datasets are unrelated." + "reason": "BEiT legacy config field loading and OmDet-Turbo processor image-size mismatch are distinct issues." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio apply_chat_template sample-rate defaulting and processor.tokenizer/image-handling regression are different processor bugs." + "reason": "Audio apply_chat_template sampling-rate default and processor.tokenizer/image-passing regression are different processor API bugs." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence do not share the same code path." + "reason": "BitNet packed-weight loading and DiaConfig custom token-id persistence do not share the same code path." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug and Trainer import conflict with datasets are unrelated." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Bark CPU offload device mismatch and DiaConfig save/load token-ID loss are unrelated." + "reason": "CPU offload device mismatch in bark-small and DiaConfig token-id loss are separate defects." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file breaking AutoTokenizer/AutoModel loading and inability to load a specific pretrained model are different loading regressions." - }, - { - "left": "issue:45823", - "right": "issue:46050", - "accept": false, - "reason": "Gemma4 PLE device mismatch and sinq quantized save/load breakage are distinct issues." + "reason": "gguf_file loading breakage and inability to load ScandiBERT are both from model loading, but not the same underlying bug." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are unrelated training bugs." + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different Trainer issues." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are similar in theme but model-specific and not the same bug." + "reason": "Gemma4 PLE device mismatch and sinq quantized save/load breakage are unrelated." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug and FP8 inference failure on B200 are separate model/runtime regressions." + "reason": "Missing pad_token_id in different configs is superficially similar, but the affected model/config classes and fixes are distinct enough to keep separate." } ] }, @@ -7526,8 +7422,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -7555,7 +7451,6 @@ "issue:43844", "issue:43927", "issue:43994", - "issue:44291", "issue:44361", "issue:44464", "issue:44466", @@ -7577,256 +7472,257 @@ "issue:45759", "issue:45812", "issue:46192", + "issue:46209", "issue:46424", "issue:46489" ], "soft_pairs": [ + "issue:44849|issue:46209", "issue:43994|issue:46192", - "issue:43720|issue:44361", "issue:43278|issue:43688", + "issue:43720|issue:44361", "issue:43493|issue:43825", "issue:44964|issue:45405", "issue:39692|issue:43493", - "issue:28218|issue:33357", "issue:44625|issue:45584", + "issue:28218|issue:33357", "issue:44849|issue:45357", "issue:39692|issue:43295", - "issue:44568|issue:46489", "issue:43493|issue:43844", + "issue:44568|issue:46489", "issue:43278|issue:43844", "issue:44488|issue:44843", - "issue:43540|issue:44977", "issue:43646|issue:44466", + "issue:43540|issue:44977", "issue:44568|issue:45812", "issue:43824|issue:44589", "issue:33357|issue:33666", - "issue:45200|issue:45229", "issue:44589|issue:45520", - "issue:44464|issue:46424", "issue:43257|issue:43299", + "issue:45200|issue:45229", "issue:43334|issue:43572", + "issue:44464|issue:46424", "issue:43927|issue:44361", "issue:43334|issue:45759", "issue:43504|issue:43606", "issue:43278|issue:43701", "issue:44792|issue:45405", - "issue:43575|issue:45405", - "issue:43572|issue:44291" + "issue:43575|issue:45405" ], - "prepared_review_unit_hash": "6e0ff0e526042443d30f4bdde563727047863a0c0f0958d0abf3aed4bfa8174e", + "prepared_review_unit_hash": "90d27573ecbb5f3b7347370c71336a4da96a124da76e8b0c282e60314ba6640f", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37103, - "estimated_input_tokens": 9276, - "estimated_eval_tokens": 18808 + "serialized_chars": 37015, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are thematically unrelated overall; the soft-similarity edges mostly connect different model families or different failure modes, so none should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This set is highly heterogeneous: the soft pairs share broad transformer/tokenizer/model-adjacent wording, but each pair points to a different model, failure mode, or subsystem. I would not merge any of the soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "No single duplicate thread stands out; if a representative issue must be chosen, #44843 is the strongest canonical candidate because it has a concrete regression, a clear code path (`AutoTokenizer.from_pretrained` / `_patch_mistral_regex`), and broad user impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the oldest, broadest tokenizer-regression report in the set, but even it is not a true duplicate representative for the rest of the items.", + "best_issue_reason": "#44843 is the best overall issue candidate: it is specific, reproducible, and ties to a common entrypoint used by many models, making it more representative than the model-specific or environment-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Different bugs: SigLIP2 inference/pipeline mismatch vs return_tensors being ignored when text_kwargs is passed." + "reason": "Different bugs: Qwen3.5 hidden-state behavior vs FP8 inference on B200 hardware." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to MLukeTokenizer\u2019s task-time AttributeError." + "reason": "Both involve generation/input handling, but one is a SigLIP2 model output issue and the other is an API parameter precedence bug." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "BF16\u2192FP32 eval dtype drift is a different issue from auxiliary-loss normalization in MoE models." + "reason": "Unrelated numeric issues in different models: dtype drift vs auxiliary loss normalization." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different code paths and symptoms: accelerate loading of BitNet weights vs tokenizer task AttributeError." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to the pipeline translation error-message regression." + "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline error-message regression." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading failure and an unsupported PEFT version bump are not the same underlying bug." + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a PyPI version pin problem." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Docs/example errors for SigLIP2 are separate from the SigLIP2 implementation discrepancy report." + "reason": "Same model family, but one is broken docs/example usage and the other is an implementation discrepancy against JAX." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Tokenizer added-space bug does not match a MacOS bus error in a CLIP model." + "reason": "Different models and failures: Qwen3.5 config propagation vs Whisper empty-transcription generation." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription behavior are different code paths." + "reason": "Tokenizer spacing bug and MacOS bus error on a CLIP model are unrelated." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Hidden-states output bug is unrelated to incorrect visual-encoder key saving." + "reason": "Hidden-state output bug and incorrect save_pretrained visual-encoder keys are different Qwen3.5 regressions." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 docs example problems are not the same as the processor.tokenizer regression in custom model code." + "reason": "Both are multimodal-related, but one is a SigLIP2 example issue and the other is a regression in custom processor/tokenizer access." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "These are distinct tokenizer regressions for different model families and different failure modes." + "reason": "Different failure domains: SigLIP2 output mismatch vs DeepSpeed/ZeRO gradient growth." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "SigLIP2 discrepancy and gradient blow-up under ZeRO-3 do not share a concrete root cause." + "reason": "Tokenizer regressions, but they affect different model families and likely different tokenizer code paths." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Eval dtype change is unrelated to abnormal gradient growth with HfDeepSpeedConfig." + "reason": "Embedding dtype drift in evaluation is not the same underlying problem as gradient explosion under ZeRO-3." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model load failure for cjvt/sleng-bert is unrelated to the offline model_info call in mistral regex patching." + "reason": "Loading a specific model failing is not the same as offline mode breakage from an unconditional hub call." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Qwen3OmniMoe video processing error and Qwen3.5 flash-attention generation bug are different problems." + "reason": "Custom model initialization regression and lm_head serialization inconsistency are distinct bugs." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Custom model initialization breakage is separate from device-dependent lm_head serialization inconsistency." + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Qwen3.5 flash-attention generation." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "MDeBERTa special-token handling and Granite tokenizer regression are different tokenizer paths." + "reason": "Both are tokenizer regressions, but one is missing special tokens and the other is wrong token IDs for Granite models." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing a missing Qwen2.5-VL class is unrelated to a Float8 storage-object lookup failure." + "reason": "ImportError for a missing Qwen class is unrelated to the Float8 storage deserialization error." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Mac bus error in CLIP inference is not the same as Qwen2-VL multi-GPU training support." - }, - { - "left": "issue:45200", - "right": "issue:45229", - "accept": false, - "reason": "mm_token_type_ids defaulting for text-only fine-tuning is unrelated to Gemma4 multi-GPU OOM." + "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are different runtime issues." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage resolution and flash_attn import KeyError are separate backend issues." + "reason": "Different low-level failures: Float8 storage lookup vs flash_attn import key error on Python 3.13." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is different from cache-length handling in quantized cache." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is not the same as Qwen3VL MOE model loading failure." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Accelerate/DeepSpeed MOE conversion failure is not the same as the Qwen3VL MOE loading regression." + "reason": "A missing default for mm_token_type_ids is unrelated to multi-GPU CUDA OOM." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and StableLmConfig missing pad_token_idx are unrelated config bugs." + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are different model/config regressions." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as cache length being ignored outside quantized cache." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token-ID loss is unrelated to MLukeTokenizer\u2019s AttributeError on tasks." + "reason": "Save/load token ID corruption in DiaConfig is unrelated to MLukeTokenizer task-time AttributeError." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "These both involve multimodal Qwen configs, but one is a missing pad_token_id bug and the other is failure to unwrap text_config." + "reason": "Both touch Qwen-family loading, but one is a missing config attribute and the other is failure to unwrap `text_config` in multimodal configs." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field load failure for Beit is unrelated to the CPU-offload device mismatch in bark-small." + "reason": "Legacy field loading for Beit semantic segmentation and CPU offload device mismatch in bark-small are different bugs." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Eval dtype drift and resume_from_checkpoint key mismatch are different state-management bugs." + "reason": "Training/eval dtype mismatch is unrelated to a resume_from_checkpoint key mismatch." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing Janus test and a bumped minimum PEFT version are not the same change." + "reason": "A janus image-generation test failure is not the same underlying issue as a PEFT minimum-version bump." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Qwen2 TP OOM and PEFT version requirements are unrelated issues." - }, - { - "left": "issue:43572", - "right": "issue:44291", - "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to init_empty_weights receiving an unexpected argument." + "reason": "Tensor-parallel OOM on a Qwen2 model is unrelated to dependency-version pinning." } ] }, @@ -7845,8 +7741,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -7861,10 +7757,10 @@ "issue:38175", "issue:42490", "issue:43065", - "issue:43232", "issue:43493", "issue:43504", "issue:43540", + "issue:43572", "issue:43606", "issue:43653", "issue:43696", @@ -7875,12 +7771,12 @@ "issue:43994", "issue:44112", "issue:44186", + "issue:44291", "issue:44423", "issue:44464", "issue:44493", "issue:44554", "issue:44734", - "issue:44849", "issue:44964", "issue:45072", "issue:45084", @@ -7900,6 +7796,7 @@ "issue:46369" ], "soft_pairs": [ + "issue:43572|issue:44291", "issue:44493|issue:46285", "issue:45229|issue:45823", "issue:43606|issue:44112", @@ -7909,14 +7806,14 @@ "issue:43873|issue:46050", "issue:29942|issue:30333", "issue:45588|issue:46050", - "issue:44423|issue:44734", "issue:43844|issue:44964", + "issue:44423|issue:44734", "issue:43065|issue:46369", "issue:42490|issue:43696", "issue:29159|issue:32090", "issue:45406|issue:46121", - "issue:28218|issue:34567", "issue:45084|issue:45520", + "issue:28218|issue:34567", "issue:44554|issue:45446", "issue:15354|issue:38175", "issue:43540|issue:45200", @@ -7924,193 +7821,186 @@ "issue:45072|issue:45198", "issue:37428|issue:43957", "issue:45200|issue:45823", - "issue:44186|issue:46192", - "issue:43232|issue:44849" + "issue:44186|issue:46192" ], - "prepared_review_unit_hash": "7ba4b9969eb8b59d9196424737acb0182b8ecb75616f0e7b0215426fdb216c51", + "prepared_review_unit_hash": "728db3b73accc471bde1aff0610fe0262f946e6adeeeee5146a1fa557221ee9b", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35586, - "estimated_input_tokens": 8897, - "estimated_eval_tokens": 18050 + "serialized_chars": 35640, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: tokenizer quirks, serving crashes, model-specific regressions, quantization/offload issues, and CI failures are all mixed together. None of the soft pairs look like the same underlying bug/change, so I rejected them all.", - "confidence": 0.91, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated subsystems and model families, with no strong duplicate center to anchor the cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most broadly scoped and still-open bug report in the set, but it is not a duplicate representative for the rest of the cluster.", - "best_pr_reason": null, + "summary": "The cluster is highly heterogeneous: the soft pairs only share broad subsystems or superficial wording, not the same concrete bug/change. I would not merge any of the suggested pairs.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a safe canonical representative; the items span unrelated tokenizer, serving, loading, quantization, and CI bugs.", + "canonical_pr_reason": "No pull requests are present in the provided cluster.", + "best_issue_reason": "No clear global best issue exists because there is no coherent duplicate group to anchor.", + "best_pr_reason": "No pull requests are present in the provided cluster.", "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Different loading regressions: one is StableLmConfig pad_token_idx fallout, the other is init_empty_weights rejecting an unexpected argument." + }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Both mention key/position-related behavior, but one is a broad model-key regression and the other is a CLIP class structure inconsistency; not the same bug." + "reason": "Different model families and failures; one is a position-id key issue, the other is a CLIP text model structure change." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Same Gemma4 family, but one is CUDA OOM in multi-GPU inference and the other is a PLE device mismatch in forward; different failure modes and code paths." + "reason": "Both involve Gemma4, but one is CUDA OOM and the other is a device-mismatch forward bug; not the same code path." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Device/offload test wording overlaps, but one is a bark-small CPU offload mismatch and the other is a GraniteSpeech CI test issue; unrelated concrete problems." + "reason": "A CPU-offload device mismatch bug and a stale CI test failure are not the same underlying issue." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different components and symptoms: BEiT legacy-field loading vs BigBirdTokenizer special-token registration/decode output." + "reason": "Unrelated bugs: legacy field loading for Beit semantic segmentation versus BigBirdTokenizer special-token registration." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "One is chunked generation with compiled forward, the other is Whisper empty-transcription handling after align_special_tokens; not the same code path." + "reason": "Different generation problems: compiled-forward chunked generation inconsistency versus Whisper empty-transcription handling." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Both are model-output correctness complaints, but one is a SigLIP2 inference regression and the other is a generic unexpected key/position-id issue." + "reason": "SigLIP2 incorrect outputs and a generic unexpected key with position id are not the same defect." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both involve quantization/offloading, but one is offload behavior with quantization and the other is save/load corruption for sinq quantization; different bugs." + "reason": "Both mention quantization/offloading, but one is an offload behavior bug and the other is a save/load regression for sinq quantization." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting on job failure are unrelated." + "reason": "Completely different topics: Flash Attention 2 test failures versus MLflow not being reported after a failed job." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink handling and sinq save/load breakage are separate subsystems with different symptoms." + "reason": "Different code paths: flash_attention sink-less models crash on s_aux=None, while the other is quantized model persistence." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Both are serve crashes, but one is multimodal continuous-batching string handling and the other is KV-cache continuation indexing; distinct defects." + "reason": "One is a DeepSpeed/ZeRO-3 training stability issue; the other is a model-loading failure for Phi-4 multimodal." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." + "reason": "Both are serve crashes, but one is multimodal input handling and the other is KV-cache continuation indexing; not mergeable as one fix." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Same model family only in a very broad sense; dummy Conv2d setup and memory overflow are not the same underlying issue." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to memory overflow when calling sam3-litetext." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Import warning on trailing slash paths is unrelated to GPT-oss CUDA OOM." + "reason": "Trailing-slash import warnings and GPT-oss-20b CUDA OOM are unrelated." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and Trainer NoneType broadcast errors are different bugs." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a NoneType broadcast error in Trainer." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-validation list typing are unrelated." + "reason": "Gemma4Processor missing _tokenizer and rope-validation JSON list typing are different bugs in different paths." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Tokenizer spacing after added tokens is not the same as TrainerState.num_input_tokens_seen not updating." + "reason": "A compile-time template-node error and a Python 3.13 flash_attn import-key error are unrelated." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Template compilation errors and flash_attn import KeyError are separate failures." + "reason": "Extra space after added token and TrainerState.num_input_tokens_seen not updating are unrelated tokenizer/training issues." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a PyTorch version check for AuxRequest are unrelated." + "reason": "A correctness bug in MPS attention is not the same as an incorrect PyTorch version gate for an import." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are completely different issues." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaults are unrelated model/input bugs." + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults for text-only fine-tuning." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch are different problems." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different classes of bugs." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not share the same code path." + "reason": "Dtype mismatch in inference and Wav2Vec2 save/tokenization failure are unrelated." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "flash attention import regression and meta-device loading breakage are unrelated." - }, - { - "left": "issue:45200", - "right": "issue:45823", - "accept": false, - "reason": "Both touch Gemma4, but one is missing mm_token_type_ids defaults and the other is a PLE device mismatch during forward." + "reason": "Flash-attention import compatibility and meta-device model-loading failures are different loading problems." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash and return_tensors being ignored are different tokenizer issues." - }, - { - "left": "issue:43232", - "right": "issue:44849", - "accept": false, - "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states behavior are not the same bug." + "reason": "LayoutLMv2 tokenizer crashes on NER padding/truncation, while the other is a return_tensors precedence issue." } ] }, @@ -8129,8 +8019,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -8141,6 +8031,7 @@ "issue:39692", "issue:42490", "issue:42915", + "issue:43232", "issue:43278", "issue:43295", "issue:43334", @@ -8165,12 +8056,11 @@ "issue:44554", "issue:44610", "issue:44792", + "issue:44849", "issue:44898", "issue:44987", "issue:45127", - "issue:45200", "issue:45290", - "issue:45325", "issue:45356", "issue:45381", "issue:45412", @@ -8184,22 +8074,23 @@ "issue:46512" ], "soft_pairs": [ + "issue:43232|issue:44849", "issue:44521|issue:45290", "issue:43295|issue:43450", "issue:45823|issue:46192", "issue:43295|issue:44610", - "issue:45381|issue:46209", "issue:43295|issue:43873", - "issue:44554|issue:45356", + "issue:45381|issue:46209", "issue:43572|issue:44987", + "issue:44554|issue:45356", "issue:39692|issue:46192", "issue:45520|issue:46178", - "issue:43550|issue:43844", "issue:43572|issue:43957", + "issue:43550|issue:43844", "issue:37428|issue:43824", "issue:44466|issue:45127", - "issue:44898|issue:45412", "issue:43450|issue:43575", + "issue:44898|issue:45412", "issue:43950|issue:46285", "issue:42490|issue:43493", "issue:44792|issue:45563", @@ -8210,205 +8101,204 @@ "issue:43824|issue:43975", "issue:43653|issue:44112", "issue:28218|issue:35141", - "issue:45200|issue:45325", "issue:43278|issue:43856" ], - "prepared_review_unit_hash": "377143ceb956ffb4d214101ea46bdf9f32128e999d2193f28ae3663d4bc35b2f", + "prepared_review_unit_hash": "73d2cff0d5b679448b1df866c241e380a386cfec8cf497aba965908713a1f0cd", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36448, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "serialized_chars": 36380, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad semantic false-positive: the issues span unrelated bugs in tokenizers, multimodal processors, model loading, quantization, config attributes, and backend imports. None of the proposed soft pairs looks like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43295 is the broadest regression report in the set and touches the processor/tokenizer API surface, but the cluster is too heterogeneous for it to be a true canonical duplicate target.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only look similar at the title level (tokenizers, model loading, multimodal/chat-template, config regressions, quantization, etc.). I would not merge any of the soft pairs; they are mostly false positives from broad semantic similarity.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43295 is the broadest and clearest regression report in the set, with concrete user-facing breakage around processor/tokenizer handling and multimodal inputs, so it is the most reasonable anchor for this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global canonical for this cluster; 43295 is only the closest broad representative, not an actual duplicate umbrella.", + "best_issue_reason": "issue:43295 is the best representative issue overall because it is a direct regression report with a specific affected API surface and a plausible cluster theme (v5-era loading/processor regressions).", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different generation bugs: one is sync_gpus/_update_model_kwargs_for_generation, the other is output_hidden_states on Qwen3.5." + }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve chat templates, but one is about assistant masks for multimodal inputs and the other is a crash with tool-call messages; different code paths." + "reason": "Both touch apply_chat_template, but one is assistant_mask being all zeros for multimodal inputs and the other is a crash on tool-call messages; not the same bug." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression vs batched video shape bug; different failure modes and subsystems." + "reason": "Different failure modes: processor.tokenizer/image passing regression versus batched video processor shape mismatch." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device-mapping mismatch in Gemma4 vs return_tensors being ignored when text_kwargs is passed; unrelated behavior." + "reason": "Unrelated APIs: Gemma4 device placement with device_map versus return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Custom model processor/tokenizer access issue vs OmDet processor image-size mismatch; not the same bug." - }, - { - "left": "issue:45381", - "right": "issue:46209", - "accept": false, - "reason": "Wrong Qwen2.5-VL video position ids vs FP8 inference failure on B200; completely different problems." + "reason": "Custom multimodal loading regression is unrelated to OmDet-Turbo returning 640px inputs instead of 224px." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression vs quantization offloading issue; no concrete overlap." + "reason": "Processor/tokenizer regression is unrelated to offloading behavior under quantization." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "MPS attention correctness bug vs tokenizer codec regression; unrelated." + "reason": "Different areas and symptoms: Qwen2.5-VL video position ids versus FP8 inference on B200." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs a model-loading failure for physical-intelligence/fast; different root causes." + "reason": "Both are load-time failures, but they involve different models and likely different root causes." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness is unrelated to Kimi-K2.5 tokenizer codec/warning regression." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 docs example errors vs ignored return_tensors; one is documentation/example drift, the other API handling." + "reason": "SigLIP2 doc example issues are unrelated to return_tensors being ignored in processor kwargs handling." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn import key mapping bug vs unsupported tensorflow_text backend; different import-system issues." + "reason": "Both are backend/import mapping issues, but they concern different backends and different code paths." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Bamba SDPA compile failure vs gradient blow-up under DeepSpeed ZeRO-3; not the same code-path." + "reason": "StableLm pad_token_idx regression is not the same as meta-device loading failures across some models." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "StableLm config attribute regression vs meta-device loading bug; only broadly about loading, not duplicate." + "reason": "torch.compile + SDPA bug is unrelated to DeepSpeed ZeRO-3 gradient growth." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different missing-import errors for different symbols/models; same symptom class, not same bug." + "reason": "Completely different import errors in different modules/models." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization inconsistency of lm_head.weight vs LoRA merge collapse with extended vocab; related to tied weights but distinct failures." + "reason": "Both mention tied weights, but one is serialization inconsistency and the other is LoRA merge collapse after vocab extension." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Perceiver interpolation bug vs RT-DETR memory leak; unrelated." + "reason": "Video processor batching shape bug is unrelated to tensor-parallel OOM on a specific Qwen2 model." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Batched video shape bug vs tensor-parallel OOM loading a large model; different layers and symptoms." + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated bugs." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained vs CLIPTextModel structure inconsistency; not the same issue." + "reason": "Non-persistent buffer corruption on from_pretrained is not the same as the CLIPTextModel structure change." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash import warning vs SigLIP2 implementation discrepancy; unrelated." + "reason": "Local-path import warning and SigLIP2 HF/JAX discrepancy are unrelated." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure vs stale generate() warning; one is a functional failure, the other a warning bug." + "reason": "A failing janus image-generation test is not the same as a stale num_return_sequences warning." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing pad_token_id, but they are model-specific config bugs for different architectures and likely different fixes." + "reason": "Similar missing-pad-token-id pattern, but different model families and no evidence of the same concrete bug." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FP8 config failure for Qwen3Moe vs Qwen2.5-VL import error; no overlap beyond being model issues." + "reason": "FineGrainedFP8Config failure for Qwen3MoE is unrelated to Qwen2_5_VL import errors." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; not clearly the same concrete bug." + "reason": "Both involve SigLIP2, but one reports zero probabilities while the other describes a broader HF-vs-JAX discrepancy; not clearly the same concrete issue." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading breakage vs stale model.config.dtype after from_config(dtype=...); separate loading APIs." + "reason": "gguf_file loading failures are unrelated to from_config(dtype=...) leaving config.dtype stale." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a missing Qwen class vs DeepSeek tokenizer detokenization regression; unrelated." + "reason": "ImportError for a missing class and incorrect detokenization are unrelated." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration bug vs CI failure in GraniteSpeech; different objects and causes." + "reason": "BigBirdTokenizer special-token bug is unrelated to a GraniteSpeech CI test issue." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added token vs embedding reinitialization after resize; different tokenizer/model behaviors." - }, - { - "left": "issue:45200", - "right": "issue:45325", - "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting issue vs Qwen2.5-VL rope/position-id scaling bug; unrelated multimodal details." + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different subsystems and different bugs." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "dtype mismatch between train/eval vs inefficient memory usage in Qwen3 MoE training; not the same bug." + "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE memory inefficiency." } ] }, @@ -8427,8 +8317,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -8466,10 +8356,10 @@ "issue:45200", "issue:45245", "issue:45290", + "issue:45325", "issue:45412", "issue:45520", "issue:45584", - "issue:45588", "issue:45593", "issue:45759", "issue:46170", @@ -8482,8 +8372,9 @@ "issue:46512" ], "soft_pairs": [ - "issue:43526|issue:46192", + "issue:45200|issue:45325", "issue:43388|issue:43526", + "issue:43526|issue:46192", "issue:44442|issue:45198", "issue:41720|issue:46209", "issue:43262|issue:43450", @@ -8508,205 +8399,204 @@ "issue:44448|issue:44743", "issue:43335|issue:43653", "issue:43550|issue:44112", - "issue:45127|issue:45245", - "issue:45200|issue:45588" + "issue:45127|issue:45245" ], - "prepared_review_unit_hash": "a757eb708f730b8aa8a178720c929631c788133231a760017d7ac3671c9f7f08", + "prepared_review_unit_hash": "bbf6eae8f19bf4c3f3cf4cd2365bd1be98b379a91b19e96dc1de0ae26ad3fa41", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36373, - "estimated_input_tokens": 9094, - "estimated_eval_tokens": 18444 + "serialized_chars": 36382, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose lexical grouping of unrelated issue reports. I would not merge any soft edge as a duplicate; the only reasonable representative is the active chat-template multimodal issue (44521), but even that is not a true hub for the others.", - "confidence": 0.69, - "canonical_issue_reason": "issue:44521 has the most discussion/inbound references and is the most representative of a recurring API failure theme, but the overall set is too heterogeneous to justify a strong canonical duplicate.", + "summary": "The items are a loose collection of unrelated Transformers issues; there is no strong duplicate cluster. I found no soft-edge pair that appears to be the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44521 is the best single representative to keep because it is a concrete, user-facing runtime bug in a currently active area (multimodal `apply_chat_template`) and has the most discussion/inbound attention among the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best single representative by activity and breadth of impact; it is the clearest candidate to anchor triage, though not a duplicate of the rest.", + "best_issue_reason": "Issue 44521 is the strongest issue to surface as the cluster representative: specific, reproducible, and likely to benefit from follow-up, unlike many of the other one-off platform/version regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Both touch label/text processing, but one is a BeitImageProcessorFast label truncation bug and the other is a processor kwargs handling bug; different code paths and symptoms." + "reason": "Different models and different failures: defaulting `mm_token_type_ids` vs rope index scaling for still images." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve labels in vision workflows, but one is gather_for_metrics dropping tuple labels and the other is reduce_labels returning only one label; not the same underlying defect." + "reason": "Both concern labels, but one is metrics batching and the other is a fast image processor label reduction bug; not the same code-path." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Unrelated behaviors: label reduction bug vs `return_tensors` being ignored when `text_kwargs` is passed." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both are tokenizer-related failures, but one is AutoTokenizer loading FastSpeech2ConformerTokenizer and the other is Wav2Vec2 save/tokenization behavior; different models and failure modes." + "reason": "Tokenizer loading failure vs save/tokenization failure for a different model family." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are hardware/runtime compatibility problems, but one is a Qwen3 auto device-map cudaErrorAssert on A800 and the other is an FP8 inference issue on B200; not the same bug." + "reason": "Different hardware/runtime issues: auto device mapping assert on A800 vs FP8 inference failure on B200." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate handling and batched video shape handling are unrelated bugs in different processors." + "reason": "Different modalities and different bugs: audio chat template sampling-rate default vs batched video shape handling." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "One is a flash_attn import key error on Python 3.13; the other is a Windows/ROCm torch.distributed dependency issue. Different platform failures." + "reason": "Both are import/platform problems, but they affect different dependencies and platforms with different failure modes." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unexpected zero probabilities in a vision model and RT-DETR memory not being released are unrelated issues." + "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory release." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent/forward mismatch and GraniteSpeech stale device override CI failure do not share the same code path or symptom." + "reason": "DAC latent/STE mismatch is unrelated to the GraniteSpeech stale test failure." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both reference import_utils helpers, but they concern different missing/removed availability checks and different downstream breakages." + "reason": "Both involve missing import-utils symbols, but they are different symbols with different breakages and fixes." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "A feature-extractor center-arg regression and a Whisper empty-transcription generation failure are distinct bugs." + "reason": "Different audio bugs: unsupported feature-extractor arg vs Whisper empty-transcription handling." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Both concern model/config structure changes, but one is from_config unwrapping composite Qwen multimodal configs and the other is CLIP text model attribute inconsistency." + "reason": "Both touch model/config structure, but one is `from_config` text_config unwrapping and the other is CLIP class structure drift." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are documentation-related, but they cover different docs and different deprecated API references; not the same change." + "reason": "Both are docs-related, but they document different APIs and different regressions." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "One is a processor producing the wrong image size; the other is an AMP/CUDA crash in LwDetrImageLoss." + "reason": "Different model families and failures: processor output size mismatch vs AMP/CUDA crash in loss computation." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both are chat-template/tokenizer issues, but one crashes on assistant tool-call messages and the other concerns continue_final_message for mistral_common tokenizers." + "reason": "Both are chat-template issues, but they describe different edge cases and different tokenizer stacks." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent mismatch and a qwen3_omni_moe feature-length helper behaving unexpectedly are different models and different logic." + "reason": "Completely different helpers and failure modes; no shared underlying bug is evident." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template in multimodal settings, but one is a batching/padding crash and the other is all-zero assistant masks; related area, not the same bug." + "reason": "Both involve `apply_chat_template`, but one crashes on batched padded input while the other returns zero assistant masks; too different to merge as duplicates." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "An AMP loss crash and missing auxiliary losses when denoising is off are separate detection/training issues." + "reason": "Different detection-model bugs: float16 CUDA crash vs auxiliary losses not applied when denoising is off." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are unrelated model/runtime bugs." + "reason": "SwitchTransformers config bug vs Bamba SDPA/torch.compile failure; unrelated code paths." }, { "left": "issue:43611", "right": "issue:46402", "accept": false, - "reason": "Both are loading failures, but one is a broad base_model_prefix regression and the other is Sam3Model text encoder weights not loading; different root causes." + "reason": "Different model-loading regressions with different root causes and affected models." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "CPU-offload device mismatch is unrelated to the Qwen3 Omni feature-length helper behavior." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing _flash_supports_window_size import and Torch 2.10 incompatibility are not the same concrete failure." + "reason": "Both mention version compatibility, but one is a missing flash-attn import symbol and the other is a broad torch 2.10 incompatibility." }, { "left": "issue:45759", "right": "issue:46512", "accept": false, - "reason": "from_config unwrapping composite multimodal configs and stale model.config.dtype after from_config are separate configuration issues." + "reason": "Both are `from_config` issues, but one is missing `text_config` unwrapping and the other is stale `config.dtype`; not the same bug." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated training/runtime problems." + "reason": "Flash Attention test failures and `_gpu_broadcast_one` NoneType errors are unrelated." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen recurrent state reset with cache are distinct model-behavior bugs." + "reason": "Different model regressions: PEGASUS output drift vs recurrent state reset in Qwen3.5 modular code." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + "reason": "Config-layer construction bug vs tokenizer special-token registration bug; no shared underlying defect." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and a GraniteSpeech CI device override test failure do not share the same underlying defect." + "reason": "Bamba compile/SDPA failure and GraniteSpeech device-override test failure are unrelated." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge/collapsed model behavior and the 2^24 category limit runtime error are unrelated." - }, - { - "left": "issue:45200", - "right": "issue:45588", - "accept": false, - "reason": "Gemma 4 token-type defaults and flash_attention.py s_aux=None handling are different multimodal/integration bugs." + "reason": "LoRA/extended-vocab model collapse is unrelated to the 2^24 categories runtime limit." } ] }, @@ -8725,8 +8615,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -8765,7 +8655,7 @@ "issue:44977", "issue:45072", "issue:45083", - "issue:45229", + "issue:45200", "issue:45290", "issue:45310", "issue:45381", @@ -8783,6 +8673,7 @@ "issue:44855|issue:45083", "issue:37428|issue:44351", "issue:43335|issue:43504", + "issue:45200|issue:45588", "issue:43278|issue:43825", "issue:43819|issue:44493", "issue:39692|issue:43526", @@ -8800,238 +8691,237 @@ "issue:45290|issue:45381", "issue:34689|issue:35141", "issue:44448|issue:44779", - "issue:43606|issue:44857", "issue:42490|issue:43854", + "issue:43606|issue:44857", "issue:44360|issue:44561", - "issue:44857|issue:45072", "issue:38175|issue:44493", + "issue:44857|issue:45072", "issue:28218|issue:32090", "issue:45920|issue:46192", "issue:43701|issue:45083", "issue:40444|issue:43526", - "issue:44448|issue:44977", - "issue:44977|issue:45229" + "issue:44448|issue:44977" ], - "prepared_review_unit_hash": "a52c5cf8d24243b5326ba3505407391a67c8f0d6c2732eb742ec467ba0ebdd3b", + "prepared_review_unit_hash": "d4d49d4813f721e1e01d6a4cae282a9e49d4d4a77d72f2906dc677c9c3ffcac2", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37152, - "estimated_input_tokens": 9288, - "estimated_eval_tokens": 18832 + "serialized_chars": 37189, + "estimated_input_tokens": 9298, + "estimated_eval_tokens": 18852 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not form a single duplicate set. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression; the rest are related only at a broad subsystem level or are plainly unrelated.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45310 is the clearest canonical anchor because it directly names the shared Qwen3.5 MoE `from_pretrained` regression and is the earlier, slightly richer report.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports and regressions across tokenization, model loading, training, and model-specific edge cases. The only clear duplicate pair is the two Qwen3.5 MoE `from_pretrained` errors.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45310 is the clearer original report for the duplicated Qwen3.5 MoE `from_pretrained` regression, and issue:45478 is the later near-identical follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best issue to serve as the cluster representative because it is the only unambiguous duplicate target in the set and describes a concrete, reusable bug report.", + "best_issue_reason": "issue:45310 is the best single representative because it is the clearest and earliest of the only exact duplicate pair in the set; the rest of the cluster is too heterogeneous to provide a stronger anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Different problems: Python 3.13 import/parsing failure vs a helper length-calculation behavior change." + "reason": "Different failures: Python 3.13 import/`torch.jit` parsing vs a helper length calculation bug in `qwen3_omni_moe`." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols and unrelated code paths." + "reason": "Both are import errors, but for different missing symbols and different code paths." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Config construction bug for SwitchTransformers vs BEiT pretrained-loading legacy-field issue." + "reason": "Unrelated model/config bugs: sparse-layer construction vs legacy preset loading." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and symptoms: Gemma 4 text-only fine-tuning inputs vs flash-attention crash on `s_aux=None`." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Unrelated bugs: dtype drift during evaluation vs a pipeline error-message regression." + "reason": "Different bug class: dtype drift in evaluation vs an incorrect pipeline error message." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different model-path bugs: DAC latent reconstruction mismatch vs position-id key warnings across many models." + "reason": "Different model logic issues: DAC latent reconstruction mismatch vs unexpected position-id keys." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Docs/example cleanup and quantization issues are not the same as a BEiT fast processor label bug." + "reason": "Documentation/example errors vs a fast image processor label reduction bug." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to Trainer broadcasting `NoneType`." + "reason": "Different error surfaces: LayoutLMv3 box validation messaging vs Trainer GPU broadcast type error." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Feature-extractor argument validation and Gemma4 device placement are different failures." + "reason": "Unsupported feature argument in an extractor vs a device-map mismatch in Gemma4 PLE." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer construction is unrelated to qwen3_omni_moe output-length behavior." + "reason": "Different model families and failures: SwitchTransformers sparse-layer config vs qwen3_omni feature-length helper behavior." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different Qwen/MoE issues: flash-attention auxiliary-state handling vs CPU-offload rotary embedding compatibility." + "reason": "Both involve Qwen3.5 MoE/attention, but one is a flash-attention `s_aux` crash and the other is CPU-offload rotary embedding incompatibility; not the same bug." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Checkpoint resume epoch-iterator failure is not the same as a training startup problem." + "reason": "Resume-from-checkpoint iterator failure is not the same as a FineWeb training startup issue." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Accelerate packed-weight loading and a GraniteSpeech CI test failure are different code paths." + "reason": "Different problems: packed BitNet weights during accelerate loading vs a stale CI device-override test." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different subsystems and different failure modes; only broad CI/device language overlaps." + "reason": "No shared underlying bug; model config construction differs from a CI test failure." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer config bug does not match the D-FINE auxiliary-loss omission." + "reason": "SwitchTransformers config bug and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same underlying bug: identical Qwen3.5 MoE `from_pretrained` error on transformers>=5.4.0." + "reason": "Same underlying Qwen3.5 MoE `from_pretrained` regression; the titles and failure mode match closely enough to be the same bug." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation/example issues are unrelated to the position-id key regression." + "reason": "SigLIP2 example errors are unrelated to the position-id warning regression." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking and a missing import-utils symbol are unrelated." + "reason": "Different import-utils/tokenizer issues with different missing/hidden symbols." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash is a different bug from Qwen2.5-VL video position-id handling." + "reason": "Different chat/template crash vs Qwen2.5-VL video position-id bug." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model-loading breakage for Llama vision and embedding reinitialization after resize are different issues." + "reason": "Different model-loading regression vs embedding reinitialization after resize." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both affect outputs, but one is Pegasus generation drift and the other is DeepSeek tokenizer regression; not the same code path." + "reason": "Both are v5-related output regressions, but they affect different models and code paths." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "CPU offload device mismatch is unrelated to float16 AMP loss crashes on CUDA." + "reason": "Local-path import warning is unrelated to GLM-4.7 Flash model-loading failures." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Local-path import warning and GLM-4.7-Flash loading failure are different model-loading problems." + "reason": "Different device/precision issues in different models and components." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer discussion is unrelated to the removal of `is_torch_fx_available` breaking trust_remote_code models." + "reason": "A discussion about a DSA indexer design issue is unrelated to the `is_torch_fx_available` removal regression." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Different bugs in different models: LwDETR AMP crash vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Zero-probability outputs in SigLIP2 are not the same as unexpected position-id keys." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the position-id key regression." + "reason": "Different numerical/device mismatches in different models; no shared concrete code path." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-token spacing bug is unrelated to Trainer broadcast failures." + "reason": "Tokenizer spacing after added tokens is unrelated to Trainer broadcast failures." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Broad AutoTokenizer ID regression across models is not the same as silently ignoring `return_tensors` when `text_kwargs` is passed." + "reason": "Wrong token IDs in multiple tokenizers is not the same bug as `return_tensors` being ignored." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Resume-from-checkpoint key mismatch and qwen3_omni_moe length helper behavior are unrelated." + "reason": "Both mention training/model utilities, but they are different failures with no shared code path." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is different from BEiT `reduce_labels` returning only one label." + "reason": "IterableDataset multi-image fine-tuning failure is unrelated to BeitImageProcessorFast label reduction." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output differences are not the same underlying bug as Qwen3.5 flash-attention generation failure." - }, - { - "left": "issue:44977", - "right": "issue:45229", - "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are different failure classes." + "reason": "Different v5 regressions affecting different models; not the same underlying defect." } ] }, "evaluator_result": { "accept": true, - "feedback": "The evaluation is grounded in the packet: the only accepted soft pair is the Qwen3.5 MoE `from_pretrained` regression between issue:45310 and issue:45478, and the rest are conservatively rejected based on clearly different titles/code paths. The canonical/representative issue choice is supported by the earlier date and slightly fuller report for issue:45310." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The lone accepted pair, issue:45310 and issue:45478, is supported by the identical title and high similarity score, with the earlier report correctly chosen as canonical." }, "evaluator_used": true, "retried": false, @@ -9047,8 +8937,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -9102,14 +8992,15 @@ ], "soft_pairs": [ "issue:32090|issue:33357", + "issue:44977|issue:45229", "issue:29942|issue:35141", "issue:43550|issue:45083", "issue:43746|issue:46209", "issue:44855|issue:46399", "issue:42490|issue:43575", "issue:43927|issue:45698", - "issue:10000|issue:15354", "issue:27957|issue:34689", + "issue:10000|issue:15354", "issue:37428|issue:44987", "issue:44561|issue:44779", "issue:43278|issue:43329", @@ -9122,210 +9013,216 @@ "issue:43976|issue:45440", "issue:44448|issue:44466", "issue:45588|issue:45823", + "issue:25251|issue:32090", "issue:45372|issue:45588", "issue:45198|issue:45803", - "issue:25251|issue:32090", "issue:43412|issue:45588", "issue:32090|issue:33290", "issue:45372|issue:45406", "issue:45245|issue:45563" ], - "prepared_review_unit_hash": "ff3c8db3f2186ff49d70e67a7252d45b1b4e395b54944542fa5572d4fbf14264", + "prepared_review_unit_hash": "6528ee15c5baaa6cc9446c5c2ab23ce1d03c92a2fbc2784cf91d2185f55f3a9e", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35735, - "estimated_input_tokens": 8934, - "estimated_eval_tokens": 18124 + "soft_pair_count": 29, + "serialized_chars": 36037, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports spanning different models, features, and failure modes. I found no soft-edge pair that looks like the same underlying bug or change, so all candidate links should be rejected.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43873 is the broadest, highest-signal report in the set (quantization/offloading behavior) with the strongest discussion and inbound reference activity, so it is the best anchor for the cluster despite not matching the others as duplicates.", + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share broad themes (Transformers model loading, flash-attn, serialization, OOMs) but not the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical duplicate target; the items span unrelated regressions and model-specific failures rather than one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most reusable representative issue here: it has the broadest scope, substantial follow-up interest, and a clear user-facing regression to anchor triage.", + "best_issue_reason": "issue:45372 is the strongest standalone anchor here because it has inbound references and an active discussion around a specific Gemma 4 processor-loading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Different failures: Trainer GPU broadcast NoneType vs MacOS bus error in a community CLIP model." + "reason": "Different failures in different environments: Trainer GPU broadcast NoneType vs MacOS bus error on a community CLIP model." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Both involve inference issues, but one is a flash-attention generation bug and the other is a multi-GPU CUDA OOM." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to the token-embedding reinitialization bug in post_init." + "reason": "Flash Attention 2 test failures are unrelated to token-embedding resizing reinitialization in post_init." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Different code paths: torch.compile/SDPA on Bamba vs feature-extract length helper in qwen3_omni_moe." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a helper length-calculation bug in qwen3_omni_moe." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "PEFT local checkpoint loading and FP8 inference on B200 are different issues with different root causes." + "reason": "Local checkpoint loading with PEFT adapters is a different problem than FP8 inference failing on B200." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorators/JIT, but they describe different models and distinct parsing/registration failures." + "reason": "Both mention decorator/script-related failures, but the root causes and affected code paths are different models and different errors." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path trailing-slash warning is unrelated to the tensor-parallel OOM on Qwen2-57B-A14B-Instruct." + "reason": "A path-trailing-slash import warning is unrelated to a tensor-parallel OOM while loading Qwen2-57B." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one loses custom token IDs while the other loads the wrong custom module." + "reason": "Both are save/load regressions, but one loses custom token IDs and the other loads the wrong custom module." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Different models and different problems: DistilBert raises an issue vs GeneratorExp unsupported by torch.jit.script." + "reason": "Flash Attention 2 with XLM-Roberta is not the same issue as Llama 3.2 Vision model loading breaking in v4.46.2." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta is unrelated to the Llama 3.2 90B Vision model-loading regression." + "reason": "German DistilBertModel error and GeneratorExp torch.jit.script export failure are unrelated model/export problems." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "ImportError for a flash-attention helper is a different failure from loading physical-intelligence/fast on v5.1.0." + "reason": "Missing flash-attention utility import and a transformers>=5.1.0 model-loading failure do not describe the same bug." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of a utility function breaking trust_remote_code is not the same bug as DeepSeek tokenizer output drift." + "reason": "Removal of is_torch_fx_available affecting trust_remote_code is unrelated to DeepSeek tokenizer behavior in v5." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to the undefined video-token helper names in multimodal token counting." + "reason": "Embedding dtype drift during eval is unrelated to a multimodal token-count helper using undefined video-specific symbols." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetr float16 AMP crash and flash_attention s_aux=None crash are different subsystems and different bugs." + "reason": "AMP/CUDA loss crash and flash_attention.py AttributeError on s_aux=None are different code paths and failures." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both are memory/offload themed, but one is quantization offloading behavior and the other is a Gemma4 multi-GPU OOM." + "reason": "Quantization/offloading behavior and multi-GPU CUDA OOM may both be memory-related, but they are not the same concrete bug." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "A dtype regression and an eval-mode gradient-checkpointing restriction are not the same underlying issue." + "reason": "Eval-mode gradient checkpointing restriction is not the same as embedding dtype changing between train and eval." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both involve distributed inference failures, but the models, errors, and code paths are distinct." + "reason": "Qwen3 auto device mapping cudaErrorAssert is a different failure mode from Gemma4 multi-GPU OOM." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation corruption is unrelated to a stale warning in paged generate()." + "reason": "Flash-attention generation crash and a stale num_return_sequences warning are not the same underlying change." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are different bugs with different fixes." + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are unrelated bugs." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python-version compatibility breakage is unrelated to the DeepSeekV3MoE parity divergence." + "reason": "Python-version compatibility issue in Transformers 5.1.0 is unrelated to DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is output drift and the other is lm_head serialization/tied-weights handling." + "reason": "Different output regression for Pegasus and lm_head.weight serialization inconsistency are distinct v5 regressions." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Gemma-related, but one is a flash_attention null-aux crash and the other is a device-map mismatch in forward." + "reason": "flash_attention.py crashing on s_aux=None is separate from Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to a Trainer broadcast NoneType error." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor import dependency failure is not the same as the flash_attention s_aux=None crash." + "reason": "Gemma4 processor loading import failure and flash_attention.py s_aux=None crash affect different components and code paths." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's bare-except error handling." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k nesting behavior and Trainer GPU broadcast errors are unrelated." + "reason": "Wav2Vec2 save/tokenization failure and a bare-except tensor conversion bug are not the same defect." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export/training-guard failure is a different code path from the flash_attention crash." + "reason": "Executorch export failures in gemma3n are unrelated to flash_attention.py sink-less model crashes." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType and deepspeed Adafactor OOM are different problems." + "reason": "Trainer GPU broadcast NoneType and AdaFactor+DeepSpeed OOM are different runtime failures." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma 4 processor import failure and Gemma4Processor missing _tokenizer in serve are separate breakages." + "reason": "Both touch Gemma4 processor loading, but one is an import dependency failure and the other is a missing _tokenizer attribute in serve." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime limit and stale paged-generate warning are unrelated." + "reason": "Category-count limit RuntimeError is unrelated to the stale paged generate warning." } ] }, @@ -9344,8 +9241,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -9402,25 +9299,25 @@ "issue:43653|issue:44743", "issue:42490|issue:43873", "issue:33357|issue:39692", - "issue:43065|issue:45412", "issue:29127|issue:34567", "issue:44361|issue:45198", - "issue:44206|issue:44479", "issue:44186|issue:45198", - "issue:43065|issue:43994", + "issue:44206|issue:44479", "issue:43611|issue:46121", - "issue:44871|issue:44977", + "issue:43065|issue:45412", + "issue:43065|issue:43994", "issue:42915|issue:42994", + "issue:44871|issue:44977", "issue:43278|issue:43575", "issue:45459|issue:45712", - "issue:45412|issue:46369", "issue:29942|issue:30064", "issue:43381|issue:43701", + "issue:45412|issue:46369", "issue:43994|issue:45412", "issue:45372|issue:45459", - "issue:43066|issue:44462", "issue:44265|issue:45198", "issue:43756|issue:45440", + "issue:43066|issue:44462", "issue:43653|issue:44442", "issue:43421|issue:45491", "issue:27957|issue:29942", @@ -9429,250 +9326,250 @@ "issue:43994|issue:46369", "issue:43526|issue:45834", "issue:29127|issue:35141", - "issue:43824|issue:44279", - "issue:43526|issue:44186", "issue:43575|issue:43701", + "issue:43526|issue:44186", + "issue:43824|issue:44279", "issue:44442|issue:45072", "issue:42490|issue:43381" ], - "prepared_review_unit_hash": "cd089768a08ee7335e57c35308530eed076886ae2c25194da8a7f99018610067", + "prepared_review_unit_hash": "d683b01a578a690deed15737f30e283dee3684ed72daa8ec869d141e31c98ff2", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38119, - "estimated_input_tokens": 9530, - "estimated_eval_tokens": 19316 + "serialized_chars": 38121, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers bug reports spanning tokenizers, model loading, quantization, multimodal processors, and training/runtime regressions. None of the suggested soft edges look like true duplicates of the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are mostly adjacent Hugging Face regressions and tokenizer/model-loading issues, but none of the soft pairs look like the same concrete bug or change. The best representative issue is the quantization/offloading report because it is the broadest and most referenced item in the set.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43873 is the broadest, most discussed report here and has the strongest external signal, so it is the best representative issue for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the most general and highest-traffic issue in this mixed set, making it the most suitable global issue representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Different problems: BigBird tokenizer special-token registration vs Qwen3.5 recurrent-state reset in cached generation." + "reason": "Different bugs: BigBirdTokenizer special-token decoding vs Qwen3.5 recurrent-state reset." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local path trailing-slash import warning is unrelated to quantization offloading behavior." + "reason": "Local-model path import warning is unrelated to quantization/offloading behavior." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error in a community CLIP model is not the same as SigLIP2 doc example errors." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leak are different model-specific bugs." + "reason": "MacOS CLIP bus error and SigLIP2 docs/example mistakes are different failure modes." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated subsystems." + "reason": "LayoutLMv3 error messaging vs TrainerState token counting are unrelated." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer task failure is unrelated to Wav2Vec2 save/tokenization failures." - }, - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor is not the same as the video-input regression." + "reason": "MLukeTokenizer task failure and Wav2Vec2 save/tokenization failure are different code paths." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Different components and failures: LayoutLMv2 tokenizer padding/truncation vs Wav2Vec2 save_pretrained/tokenization." + "reason": "LayoutLMv2 NER/padding crash does not match Wav2Vec2 save_pretrained/tokenization issues." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Sam3PixelDecoder dummy layer is unrelated to SigLIP2 wrong outputs through AutoModel/pipeline." + "reason": "Unsupported feature-extractor arg in Lasr vs Qwen video-input regression are unrelated." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading regression and RoPE-parameter JSON list handling are different code paths." + "reason": "base_model_prefix loading regression is unrelated to rope-parameter JSON type handling." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is not the same as RT-DETR memory release/leak behavior." + }, + { + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Sam3 pixel-decoder placeholder class and SigLIP2 nonsensical outputs are different issues." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both involve quantization, but one is FineGrainedFP8Config failure and the other is saving quantized models; not the same bug." + "reason": "FineGrainedFP8Config failure on Qwen3Moe is not the same as quantized model saving failure." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos-token mismatch and Qwen3.5 flash-attention generation regression are unrelated." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift in eval and TP-related OOM on Qwen2-57B are different failures." + "reason": "dtype drift in eval is not the same as tp loading OOM." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking with missing protobuf is unrelated to leftover dummy classes and repo checks." - }, - { - "left": "issue:45412", - "right": "issue:46369", - "accept": false, - "reason": "RT-DETR GC/memory leak and sam3-litetext memory overflow are different model-specific memory issues." + "reason": "Tokenizer exception masking and leftover dummy classes are different maintenance problems." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures are not the same as void segmentation map processing failures." + "reason": "Flash Attention 2 test failures are unrelated to void segmentation-map processing." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation and resume_from_checkpoint key mismatch are unrelated." + "reason": "eval-mode gradient checkpointing restriction is different from resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR deletion memory handling and Sam3LiteText memory overflow are separate model-specific memory issues." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 wrong outputs and RT-DETR memory leak are different bugs in different models." + "reason": "SigLIP2 output corruption is not the same bug as RT-DETR memory cleanup." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import failure from mistral_common is unrelated to protobuf-missing tokenizer error masking." - }, - { - "left": "issue:43066", - "right": "issue:44462", - "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring repository tokenizer.json." + "reason": "mistral_common import error for Gemma 4 loading is unrelated to protobuf decode-error masking." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 tokenization/save issues." + "reason": "torch.export/exportability failure is not the same as Wav2Vec2 save/tokenization failure." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer discrepancy and DeepseekV3MoE divergence are separate architecture implementation bugs." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model-implementation bugs." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are related to tokenizers broadly but not the same concrete defect." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird mask-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer bugs." + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer failures." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processing and Gemma3 mixed-length NaN embeddings are unrelated." + "reason": "runtime post-processor update bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { "left": "issue:27957", "right": "issue:29942", "accept": false, - "reason": "XLMRoberta FA2 support and FA2 test failures are not the same concrete bug." + "reason": "XLMRoberta Flash Attention 2 support and failing FA2 tests are not the same bug." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error clarity and CLIP MacOS bus error are unrelated." + "reason": "LayoutLMv3 error clarity and MacOS CLIP bus error have no concrete overlap." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE implementation drift is unrelated to D-FINE auxiliary-loss behavior." + "reason": "DeepseekV3MoE implementation drift and D-FINE auxiliary-loss handling are unrelated." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 nonsensical outputs and sam3-litetext memory overflow are different issues." + "reason": "SigLIP2 inference corruption and Sam3LiteText memory overflow are different symptoms and code paths." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Kosmos2.5 OCR long-input index error." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR index error." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error messaging and embedding reinitialization after resize are different bugs." + "reason": "LayoutLMv3 error messaging and embedding reinitialization after resize are different problems." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Specific Qwen2.5-VL import failure is too different from a generic dependency issue." + "reason": "Qwen2-57B-A14B-Instruct tp OOM and checkpoint resume key mismatch are not the same failure." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer/image-processor problems with no shared code path." + "reason": "BeitImageProcessorFast label handling and LayoutLMv2 tokenizer crashes are unrelated." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "TP OOM on Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." + "reason": "Qwen2_5_VL import error and generic dependency issue do not match as one bug." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "AutoTokenizer loading failure and dtype mismatch in inference are unrelated." + "reason": "FastSpeech2ConformerTokenizer loading and dtype mismatches in inference are different issues." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to eval-mode gradient checkpointing." + "reason": "path-trailing-slash import warning is unrelated to eval-mode gradient checkpointing." } ] }, @@ -9691,8 +9588,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -9753,9 +9650,9 @@ "issue:43334|issue:43531", "issue:43526|issue:44857", "issue:44977|issue:45245", + "issue:27957|issue:29127", "issue:43262|issue:44206", "issue:44464|issue:45491", - "issue:27957|issue:29127", "issue:27957|issue:33290", "issue:45588|issue:45600", "issue:43646|issue:44077", @@ -9765,8 +9662,8 @@ "issue:33290|issue:34567", "issue:43381|issue:43873", "issue:44442|issue:44898", - "issue:44062|issue:45907", "issue:45003|issue:45440", + "issue:44062|issue:45907", "issue:42490|issue:44743", "issue:43723|issue:45479", "issue:43316|issue:43525", @@ -9775,20 +9672,20 @@ "issue:43720|issue:44442", "issue:43761|issue:44079" ], - "prepared_review_unit_hash": "514fecb6b45c35431e57dfeb69e531d01671a3ab7033e546a3692322f6dd95cd", + "prepared_review_unit_hash": "c66a3a262e8bf4038c9fd487c31e7f2ac6d3abb80fe041c7a9e065f2173390d1", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36113, + "serialized_chars": 36116, "estimated_input_tokens": 9029, "estimated_eval_tokens": 18314 }, @@ -9797,180 +9694,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous similarity cluster: the soft pairs share only broad keywords, not the same underlying bug or fix path. No pair looks safe to merge as a duplicate; issue 43873 is the broadest open anchor if one must pick a representative issue.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43873 is the broadest, still-open report with inbound references, so it is the best cluster anchor; the others are narrower and cover unrelated failure modes.", + "summary": "These issues do not form one duplicate cluster; they span many unrelated bugs/regressions across different models and subsystems. If a representative is needed, #43873 is the strongest hub-like issue due to activity and inbound references, but it is not a true umbrella duplicate.", + "confidence": 0.92, + "canonical_issue_reason": "#43873 is the best representative of the set: it is open, highly discussed, has inbound references, and addresses a broadly impactful quantization/offloading regression. That said, the overall item set is heterogeneous, so there is no single true canonical duplicate issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best global issue candidate because it is open, broadly framed, and already attracting references; it is the most plausible triage hub even though the set is not a true duplicate cluster.", + "best_issue_reason": "#43873 is the strongest issue to surface as the cluster representative because it has the highest practical signal (discussion, inbound refs, ongoing impact).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory growth; different code paths." + "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization memory growth; different failure modes and code paths." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Different models and failures: FineGrainedFP8Config crash vs weight-shape mismatch during Qwen3-VL loading." + "reason": "Different models and errors: Qwen3-MoE FP8 config failure vs Qwen3-VL weight-shape mismatch on load." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "A CLIPVision hidden-states regression and a Qwen3 MoE CPU-offload incompatibility are unrelated bugs." + "reason": "Unrelated regressions: CLIPVisionModel hidden_states handling vs Qwen3_5 MoE rotary embedding CPU offload incompatibility." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Both are rope-related, but one is JSON/list validation in config conversion and the other is a missing decorator for rotary-pos-emb registration." + "reason": "Both involve RoPE-related code, but one is a validation TypeError in config parsing and the other is a missing decorator registration error for kernels; not the same bug." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Pad-token-id API mismatch and sliding-window recurrent-state behavior are different model issues." + "reason": "Different problems in Qwen models: missing pad_token_id during load vs sliding-window behavior in MoE models." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BEiT label reduction and LwDetr float16 AMP crash affect different components and code paths." + "reason": "Different components and symptoms: BeitImageProcessorFast label reduction bug vs LwDetrImageLoss AMP/CUDA crash." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation failure and category-cardinality limit are unrelated." + "reason": "Flash-attention generation bug vs categorical cardinality limit error; no shared underlying code-path." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Different model families and different issues: Flash Attention 2 support for XLM-Roberta vs LayoutLMv3 box-validation error messaging." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and unsupported center-arg crash are different processor bugs." + "reason": "Both are audio-related, but one is a chat-template sampling-rate default bug and the other is an unsupported `center` argument in a feature extractor." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward inconsistency and Gemma3 sliding-window NaNs are distinct symptoms with different causes." - }, - { - "left": "issue:27957", - "right": "issue:29127", - "accept": false, - "reason": "XLM-Roberta flash-attention support and LayoutLMv3 error messaging are unrelated." + "reason": "Compiled-forward chunked generation inconsistency is not the same as Gemma3 NaN embeddings from mixed-length sliding-window attention." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash-attention model support and Adafactor/deepspeed OOM are not the same bug." + "reason": "Flash Attention support for XLM-Roberta is unrelated to AdaFactor/DeepSpeed OOM behavior." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "A flash_attention sink-less-model crash and a removed auto-mapping reference in CI are different issues." + "reason": "Different areas entirely: flash_attention sink-less-model crash vs stale auto_mappings reference causing CI breakage." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Both touch initialization semantics, but one is a broad v5 custom-model init regression and the other is a specific patchtsmixer post_init policy change." + "reason": "General custom model initialization breakage is not the same as PatchTSMixer's post_init validation change." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM with Adafactor/deepspeed and Llama 3.2 Vision load failure are unrelated." + "reason": "OOM with Adafactor/DeepSpeed is unrelated to Llama 3.2 vision model loading regression." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state reset in cache handling and Whisper batch_decode skip_special_tokens behavior are separate paths." + "reason": "Different functionality: Qwen3.5 recurrent-state caching bug vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Training OOM and embedding reinitialization in post_init are different bugs." + "reason": "Both can involve memory or model setup, but one is optimizer/deepspeed OOM and the other is token-embedding reinitialization after resize." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "OOM under deepspeed is unrelated to TrainerState token counter not updating." + "reason": "No shared bug: optimizer OOM in DeepSpeed vs TrainerState token counter not updating." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization/offloading behavior are different subsystems." + "reason": "Gradient checkpointing eval-mode restriction and quantization offloading issues are different behaviors with different fixes." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver non-default-resolution failure are not the same issue." + "reason": "Tokenizer loading failure and Perceiver resolution/interpolation failure are unrelated." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated API bugs." + "reason": "Unsafe sys.modules access is a different code-path from DeepseekV3MoE divergence from the remote implementation." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence from remote implementation are different code-path problems." + "reason": "AddedToken special-arg duplication is unrelated to list_repo_files failing to forward revision." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Trailing-slash import warning and recurrent-state reset do not describe the same bug." + "reason": "Local-path import warning has nothing to do with Qwen3.5 recurrent state reset under cache." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "AutoTokenizer loading regression and degenerate zero-loss classification are unrelated." + "reason": "Tokenizer loading in v5 and degenerate zero-loss sequence-classification behavior are different regressions." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are similar in theme only, not the same concrete bug." + "reason": "Config API discrepancy for Gemma3TextConfig is unrelated to Llama4Config missing pad_token_id during load." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Backend extras installation and a missing import_utils helper are unrelated packaging/API issues." + "reason": "Dependency/backend installation issue is unrelated to a missing import_utils availability helper." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Llama 3.2 Vision loading breakage and base_model_prefix loading regression are different model-loading failures." + "reason": "Model loading breakage for a specific vision model is not the same as the broader base_model_prefix loading regression." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Accelerate packed-weights handling and tokenizer loading are separate bugs." + "reason": "Packed-weight unpacking in accelerate loading and AutoTokenizer failing on a specific tokenizer are different problems." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVision hidden_states regression and ModelOutput key assignment bug affect different code paths." + "reason": "CLIPVisionModel hidden_states regression does not match ModelOutput key assignment when a prior value was None." } ] }, @@ -10044,22 +9941,22 @@ "issue:46506" ], "soft_pairs": [ - "issue:43232|issue:43388", "issue:44077|issue:44479", + "issue:43232|issue:43388", "issue:43761|issue:44188", "issue:43493|issue:43827", "issue:43931|issue:45216", "issue:44987|issue:46178", "issue:42907|issue:45698", "issue:44442|issue:45803", - "issue:43873|issue:44871", "issue:42796|issue:45290", + "issue:43873|issue:44871", "issue:43749|issue:43931", "issue:43316|issue:45759", "issue:43701|issue:46506", "issue:44464|issue:46421", - "issue:44190|issue:44496", "issue:43643|issue:44913", + "issue:44190|issue:44496", "issue:44855|issue:45137", "issue:46234|issue:46291", "issue:25251|issue:28282", @@ -10071,190 +9968,190 @@ "issue:27957|issue:32090", "issue:16998|issue:22355" ], - "prepared_review_unit_hash": "086445f17be391b7c3d29b4b7a116ec311020b0c034740401562e75caaff2f51", + "prepared_review_unit_hash": "123199ede5441dc1c4ff64dc45f019b2845e4a26ab811e15c794692287ef9fa9", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35526, - "estimated_input_tokens": 8882, - "estimated_eval_tokens": 18020 + "serialized_chars": 35522, + "estimated_input_tokens": 8881, + "estimated_eval_tokens": 18018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft-similarity pairs generally share broad subsystem vocabulary, but they describe different bugs, models, or even docs/issues. I would not merge any of the proposed soft edges as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No true cluster-wide canonical: the items span unrelated bugs. If a representative issue is required, issue:43873 is the broadest and most active runtime/offloading report, but it is still not a duplicate of the others.", + "summary": "The cluster is semantically broad and the soft edges mostly connect unrelated issues that happen to share high-level Transformers terminology; none look like true duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across loading, generation, configs, docs, and distributed training, so one issue would not safely represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the closest thing to a representative issue because it is broad, user-facing, and actively discussed; however, the cluster is too mixed to justify a strong canonical.", + "best_issue_reason": "No global best issue for duplicate triage; the cluster is heterogeneous and none of the issues is a safe representative for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Different bugs: generation kwargs syncing after GPU sync vs dropping label elements in metric gathering." - }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Unrelated topics: a model-specific `post_init` rule vs a video-input regression affecting multiple Qwen variants." + "reason": "Different problems: model option validation for patchtsmixer vs a video-input regression in Qwen VL models." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different code paths: generation kwargs sync after GPU sync vs gather_for_metrics dropping tuple labels." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Different code paths: CLIPVision hidden_states regression vs attention-kernel divergence under `torch.compile`." + "reason": "Different symptoms and layers: CLIPVision hidden_states regression vs torch.compile attention-kernel divergence." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "Model fidelity discrepancy vs docs referencing removed `pipeline()` usage; not the same underlying bug." + "reason": "Different concerns: SigLIP2 implementation parity vs stale docs referencing removed pipeline APIs." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both are loading/saving failures, but one is a Qwen3-VL shape mismatch and the other is a Qwen3.5 save_pretrained regression." + "reason": "Both are loading/saving issues, but one is a weight-shape mismatch and the other is a save_pretrained regression." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Different failure modes: loading a specific package fails in v5.1.0, while the other is an import backend-mapping error for tensorflow_text." + "reason": "Unrelated failures: loading a specific model vs backend registry handling for tensorflow_text." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one is about saving dequantized models and the other about loading the wrong custom module after save_pretrained." + "reason": "Different save/load bugs: dequantized model saving vs wrong custom module resolution after save_pretrained." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Distinct problems: tokenizer loading for FastSpeech2Conformer vs a bare-except bug in Fuyu tensor conversion." + "reason": "Different subsystems: tokenizer class loading vs tensor conversion error swallowing exceptions." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:42796", + "right": "issue:45290", "accept": false, - "reason": "Quantization/offloading behavior and Gemma eos_token_id configuration are unrelated bugs." + "reason": "Different tokenizer bugs: BPE marker handling vs chat template/tool-call tokenization crash." }, { - "left": "issue:42796", - "right": "issue:45290", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Tokenizer BPE-marker handling is not the same as chat-template crashes on tool-call assistant messages." + "reason": "Different issues: quantization/offloading behavior vs mismatched eos_token_id config." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading errors, but the former is FSDP RAM-efficient loading and the latter is a Qwen3-VL shape mismatch." + "reason": "Different load failures: FSDP CPU RAM efficient loading vs model weight-shape mismatch." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Different config APIs: Gemma3TextConfig discrepancy vs `AutoModelForCausalLM.from_config` not unwrapping composite `text_config`." + "reason": "Different API mismatches: Gemma3TextConfig inconsistency vs AutoModel config unwrapping for Qwen multimodal configs." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated." + "reason": "Different bug classes: checkpoint key mismatch vs CPU/CUDA numerical divergence." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked generation/compile, but one is inconsistent outputs and the other is spurious recompilation from cache init." + "reason": "Related to chunked generation, but one is incorrect outputs and the other is spurious recompilation; not the same bug." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to an unrecognized-model config.json error." + "reason": "Different config persistence issues: missing fields with trust_remote_code vs rotary_pct resetting on reload." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "One is `trust_remote_code` dropping config fields; the other is `rotary_pct` not persisting on reload." + "reason": "Different failures: local dataset loading in a training script vs unrecognized model/config loading." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Import-time `IndentationError` in DebertaV2 vs DeepSpeed ZeRO3 deque underflow are entirely different issues." + "reason": "Different layers entirely: Python 3.13 torch.jit parsing/import error vs DeepSpeed ZeRO3 runtime deque error." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing `is_falcon_mamba_ssm_available` helper and kernels import-version requirements are separate import/dependency problems." + "reason": "Different import failures: missing availability helper vs kernels dependency requiring version/revision." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline output-shape behavior and missing PyTorch dependency are unrelated." + "reason": "Different bugs: pipeline output nesting behavior vs missing PyTorch dependency on AutoModel import." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "A regression in processor/tokenizer image handling is not the same as an error-message/docs issue about translation tasks in v5." + "reason": "Different regressions: processor/tokenizer API breakage vs an incorrect v5 error message about translation tasks." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "`torch.compile` SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatch." + "reason": "Different code paths: torch.compile+SDPA model failure vs checkpoint resume key mismatch." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3D parallel script failure and Qwen2 tensor-parallel OOM are different distributed-runtime problems." + "reason": "Both involve parallelism, but one is a 3d_parallel.py runtime failure and the other is TP-related OOM on a specific model." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + "reason": "Different failures: CPU offload device mismatch vs checkpoint key mismatch." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Tensor-parallel OOM during model load and a key error loading MobileLLM are different loading failures." + "reason": "Different load-time problems: tensor-parallel OOM vs key error while loading another model." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and a trainer broadcast NoneType error are not the same bug." + "reason": "Different domains: Flash Attention 2 support for XLMRoberta vs a Trainer distributed broadcast NoneType error." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question and a missing `transformers.onnx` module are unrelated." + "reason": "Unrelated topics: a model_max_length question vs a missing transformers.onnx module import." } ] }, @@ -10273,8 +10170,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -10330,216 +10227,216 @@ "soft_pairs": [ "issue:43316|issue:43716", "issue:43295|issue:44871", - "issue:45632|issue:46424", - "issue:44610|issue:46369", "issue:42175|issue:43316", + "issue:44610|issue:46369", + "issue:45632|issue:46424", "issue:45803|issue:46365", "issue:44871|issue:45584", "issue:44077|issue:44534", - "issue:43540|issue:44514", - "issue:43065|issue:44617", "issue:43650|issue:46202", + "issue:43540|issue:44514", "issue:44162|issue:44792", + "issue:43065|issue:44617", "issue:45803|issue:46170", - "issue:44871|issue:46050", "issue:41950|issue:43475", "issue:43646|issue:44913", + "issue:44871|issue:46050", "issue:43452|issue:44496", "issue:43404|issue:43441", "issue:43761|issue:44479", "issue:45127|issue:45200", "issue:43388|issue:43688", - "issue:43673|issue:44743", "issue:43572|issue:46178", + "issue:43673|issue:44743", "issue:43504|issue:45698", "issue:45542|issue:46234", "issue:44734|issue:45406", "issue:44617|issue:45584" ], - "prepared_review_unit_hash": "7bede5940b667dc993b307f45ed08e524764215b80afa9bbc2f21fdc5c023e83", + "prepared_review_unit_hash": "8fb96403fb04a538a461c363e1e5196ca9f274e683d955259041b19f2a9a5cc7", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35847, - "estimated_input_tokens": 8962, - "estimated_eval_tokens": 18180 + "serialized_chars": 35842, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed bag of unrelated Transformers regressions and model-specific bugs; the soft pairs share broad subsystems at best, but not the same concrete failure mode. I would not merge any of the suggested pairs.", - "confidence": 0.43, - "canonical_issue_reason": "Issue 45698 is the strongest representative because it is open, active, and describes a broad save/load regression with custom modules that is likely to attract duplicate reports.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports with some surface similarity around loading, cache, processor, and multimodal regressions. None of the proposed soft pairs look like the same underlying issue closely enough to merge as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45698 is the broadest and most reusable anchor in the set because it concerns a general save/load custom-module regression; however, it is still not a true duplicate of most other items in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best overall triage target for the cluster because it is the most active and generic failure mode among the issues listed.", + "best_issue_reason": "issue:45698 is the best single issue to center triage around: it is open, actively discussed, and describes a general from_pretrained/save_pretrained failure mode that could subsume nearby custom-loading reports if more evidence appears.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Different bugs: config API discrepancy vs image-preprocessor dtype mismatch." + "reason": "Different failures: Gemma3TextConfig API mismatch vs Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor.tokenizer regression and Gemma eos_token_id mismatch are unrelated." + "reason": "One is a processor.tokenizer regression; the other is an eos_token_id config inconsistency in Gemma-3." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:42175", + "right": "issue:43316", "accept": false, - "reason": "Cache-path collision and max_cache_length behavior are different cache issues." + "reason": "Unrelated: backend/package installation issue vs model config API discrepancy." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different models and failure modes: input size mismatch vs OOM." + "reason": "Different model families and symptoms: processor image size mismatch vs SAM3 LiteText memory overflow." }, { - "left": "issue:42175", - "right": "issue:43316", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Backend installation dependency issue vs config API discrepancy." + "reason": "Both mention cache, but one is cache path collision and the other is max_cache_length behavior; not the same bug." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare-except exception handling bug vs Trainer import conflict are unrelated." + "reason": "Bare except in tensor conversion is unrelated to Trainer import failures." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are different code paths." + "reason": "Gemma-3 EOS config mismatch is unrelated to Whisper empty-transcription handling." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Both are v5-related, but one is post_init policy and the other is non-persistent buffer initialization." - }, - { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Both involve Qwen processors, but video-input validation and batched chat-template padding are separate bugs." + "reason": "A post_init policy issue is not the same as a v5 non-persistent-buffer initialization bug." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "SAM3 PixelDecoder dummy layer and SAM3 video OOM are not the same problem." + "reason": "No meaningful overlap; one is a vague data request, the other is a Gemma pipeline roundtrip bug." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "The titles indicate unrelated issues with no shared failure mechanism." + "reason": "Both are Qwen multimodal, but the concrete failures differ: video processing vs batched chat-template padding." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are different models/issues." + "reason": "Completely different models and code paths: ESM2 breakage vs janus image-generation test failure." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Different root causes: tensor conversion exception handling vs Windows/ROCm import dependency failure." + "reason": "Same broad SAM3 area, but one is a dummy layer definition and the other is an OOM symptom; not the same bug." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Gemma config mismatch and sinq save/load quantization failure are separate save/load bugs." + "reason": "Different classes of errors: exception handling in Fuyu vs Windows/ROCm import dependency problems." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Both are video-related, but one misroutes processor selection and the other is a missing vision-encoder attribute." + "reason": "Video-classification processor lookup and SAM3 video missing attribute are unrelated issues." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "General custom model initialization regression vs GPTNeoX config reload defaulting are different issues." + "reason": "A broad v5 custom-model-init regression is not the same as GPTNeoX config reload losing rotary_pct." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "EOS token config mismatch and sinq quantization save/load corruption are different bugs." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf loading failure and unrecognized Olmo model config are separate model-loading problems." + "reason": "Both are model loading failures, but one is gguf/from_pretrained handling and the other is missing model_type in config.json." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Same model family, but weight tying and FlashAttention failures are distinct code paths." + "reason": "Different Mistral-family regressions: weight tying vs FlashAttention failure." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIP vision hidden-state regression and Qwen video-input regression are unrelated." + "reason": "CLIPVision hidden_states regression is unrelated to Qwen video-input regression." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA/extended-vocab collapse and Gemma4 mm_token_type_ids defaulting are different bugs." + "reason": "LoRA/extended-vocab collapse and Gemma 4 mm_token_type_ids defaults are distinct issues." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric gathering label truncation and auxiliary-loss normalization are unrelated training issues." + "reason": "Metrics label dropping and auxiliary-loss normalization are unrelated training bugs." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Generic GenerationMixin cache issue and Qwen recurrent-state reset are not the same concrete bug." + "reason": "StableLm pad_token_idx config and tensorflow_text backend registration are unrelated." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "StableLm config field regression and tensorflow_text backend mapping error are unrelated." + "reason": "Both involve cache/state, but generation cache missing and recurrent-state reset are different mechanisms and likely different fixes." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy preset-field loading failure and wrong custom-module loading after save_pretrained are distinct serialization bugs." + "reason": "Legacy preset loading for BEiT is not the same as wrong custom-module loading after save_pretrained." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorFlow backend detection and missing import_utils symbol are different import/backend issues." + "reason": "TensorBoard/TensorFlow backend packaging issue is unrelated to missing import_utils helper availability." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are separate serve regressions." + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are different code paths." }, { "left": "issue:44617", @@ -10564,8 +10461,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -10618,12 +10515,12 @@ "issue:46421" ], "soft_pairs": [ - "issue:43673|issue:46421", "issue:43525|issue:43531", + "issue:43673|issue:46421", "issue:44792|issue:44977", - "issue:45381|issue:46369", "issue:44792|issue:45600", "issue:44534|issue:44913", + "issue:45381|issue:46369", "issue:44190|issue:44964", "issue:43931|issue:44060", "issue:43761|issue:44242", @@ -10636,31 +10533,31 @@ "issue:44933|issue:45362", "issue:41720|issue:45245", "issue:44617|issue:46369", - "issue:44464|issue:45563", "issue:43644|issue:44913", + "issue:44464|issue:45563", "issue:43550|issue:44190", "issue:43976|issue:44855", "issue:44521|issue:45381", "issue:44077|issue:44877", "issue:25251|issue:27957", "issue:45127|issue:45357", - "issue:43540|issue:44734", - "issue:43335|issue:44190" + "issue:43335|issue:44190", + "issue:43540|issue:44734" ], - "prepared_review_unit_hash": "42bad97681888888bc9f9bcdac8d5a32b29c659f5b4ebba3706a72799278df13", + "prepared_review_unit_hash": "c88530737037954ff2fe461f753a893dc609bfb13131d0962bd58fe1a1373177", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35345, + "serialized_chars": 35346, "estimated_input_tokens": 8837, "estimated_eval_tokens": 17930 }, @@ -10669,180 +10566,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share only broad surface themes (cache/chunked prefill, multimodal/video, config/loading, Python/version issues) but not the same concrete bug or fix. I did not find any true duplicate issue pairs.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical issue: the set spans many unrelated bugs/regressions, and the apparent similarities are superficial rather than the same underlying problem.", + "summary": "This is not a true duplicate cluster: the issues span unrelated bugs in configs, loading, generation, multimodal/video processing, and docs. The soft edges are only superficial text similarity, so all candidate links should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not describe one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest single representative only because it is open and has the most inbound references/discussion, but it is still just a weak stand-in for this heterogeneous set.", + "best_issue_reason": "No single issue is a strong global representative; the set is too diverse to centralize around one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43673", - "right": "issue:46421", - "accept": false, - "reason": "Both mention chunked prefill/cache, but one is about a missing GenerationMixin cache in v5.0.0 and the other about lazy cache init causing recompilation; different failure modes." - }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different model/config bugs: missing pad_token_id on Llama4Config vs sliding_window handling in Qwen3-MoE." + "reason": "Different failures: Llama4Config pad_token_id vs Qwen3-MoE sliding_window behavior." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "A failed janus test and a Qwen3.5 flash-attention generation issue are not the same code-path problem." + "reason": "Both involve cache, but one is missing GenerationMixin cache in v5.0.0 and the other is lazy cache init causing recompilation; different bugs." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Both involve multimodal/video-ish models, but one is a vision position-id regression and the other is a memory overflow on sam3-litetext." + "reason": "Unrelated model-specific issues: janus test failure vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Test failure for janus vs broken auto_mappings references for removed Sam3LiteText configs; unrelated bugs." + "reason": "Different subsystems and models: janus image generation test vs Sam3LiteText auto_mappings/CI breakage." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk initialization and rotary_pct reloading are different config/state bugs." + "reason": "One is junk-filled non-persistent buffers; the other is GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: Qwen VL video position ids vs Sam3-lite text memory overflow." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "A local dataset loading failure and a model weight-loading mismatch are different issues." + "reason": "Both are loading-related, but one is a local dataset script issue and the other is a model-load error for Phi-4 multimodal." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different Qwen model families and different symptoms: shape mismatch on load vs tied-weights warning logic." + "reason": "Same family, but distinct bugs: weight shape mismatch on load vs incorrect tied-weights warning." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIP hidden_states regression and load-balancing loss omission are separate model behaviors." + "reason": "Different code paths: CLIPVision hidden_states regression vs load-balancing loss omission." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Stale num_return_sequences warning in paged generate is unrelated to Whisper failing on empty transcription." + "reason": "Generation-related, but one is a stale warning and the other is Whisper empty-transcription failure." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding resize/post_init reinit bug is unrelated to the trailing-slash local model import warning." + "reason": "Unrelated: embedding reinit during resize vs import warning from a path-with-slash local model." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 decorator parsing failure and flash_attention s_aux=None crash are different problems." + "reason": "Python parsing/torch.jit script error vs flash_attention s_aux=None crash; not the same bug." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Qwen VL video regression and serve KV-cache continuation indexing are distinct code paths." + "reason": "Both regressions, but different components: video-input regression vs serve KV-cache indexing crash." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() after removals is not the same as SigLIP pipeline producing nonsense outputs." + "reason": "Docs referencing removed pipeline() vs incorrect outputs from AutoModel/pipeline; one is documentation, the other model inference." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo 640px vs 224px mismatch are unrelated vision bugs." + "reason": "Different vision bugs: dummy Conv2d in Sam3PixelDecoder vs processor/model size mismatch in OmDet-Turbo." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Nonexistent import from image_utils and Qwen3.5 chat crashes are different failures." + "reason": "Unrelated: nonexistent image_utils import vs Qwen3.5-35B chat crash." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and category-count overflow have no shared underlying fix." + "reason": "Completely different problems: CUDA assert in Qwen3 auto device mapping vs category-count limit error." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both mention memory overflow, but they affect different models and likely different causes." + "reason": "Same product area but different failures: Sam3Video OOM vs Sam3-lite-text memory overflow." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Compiled chunked generation output inconsistency is unrelated to a stale generate warning." + "reason": "Non-persistent buffer junk vs GPTNeoXConfig rotary_pct reload; no shared underlying defect." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload default are different state/config bugs." + "reason": "Chunked compiled generation inconsistency vs a stale num_return_sequences warning; not mergeable as one fix." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the training script." + "reason": "Different domains: Bamba-9B-v2 torch.compile SDPA failure vs local dataset loading error." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python version support mismatch and a Python 3.13 decorator parsing error are not the same issue." + "reason": "Both Python-version related, but one is a support/runtime compatibility issue and the other is a parsing bug in @torch.jit.script." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal, but all-zero assistant_masks and wrong vision_position_ids are different bugs in different processing steps." + "reason": "Both multimodal, but assistant_masks all-zero is a different bug from Qwen2.5-VL video vision_position_ids." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "patchtsmixer post_init policy and granite_speech strict config loading are unrelated configuration issues." + "reason": "Config handling differs: patchtsmixer optional post_init policy vs strict config loading for granite_speech." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support are entirely different topics." + "reason": "Completely unrelated: pipeline top_k nesting bug vs XLMRoberta Flash Attention 2 support." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge with extended vocab collapse and incorrect visual encoder keys in save_pretrained are different regressions." + "reason": "Different weight-handling bugs: LoRA merge with extended vocab collapse vs incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and serve KV cache continuation indexing are unrelated." + "reason": "Sparse-layer config bug vs local dataset loading failure; no shared underlying issue." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Sparse layer creation in SwitchTransformersConfig and local dataset loading are not the same bug." + "reason": "Different failures: Qwen3OmniMoe video ValueError vs serve KV-cache continuation tensor indexing crash." } ] }, @@ -10917,237 +10814,237 @@ ], "soft_pairs": [ "issue:44779|issue:46489", - "issue:44462|issue:45907", "issue:44112|issue:45600", "issue:44737|issue:45803", "issue:42796|issue:44521", + "issue:44462|issue:45907", "issue:43116|issue:44190", "issue:44938|issue:45542", "issue:43295|issue:45276", - "issue:45276|issue:45584", "issue:45632|issue:46234", + "issue:45276|issue:45584", "issue:36246|issue:41628", "issue:45245|issue:45584", "issue:46082|issue:46121", "issue:36246|issue:38617", "issue:43404|issue:45216", - "issue:42175|issue:44279", "issue:44246|issue:45003", + "issue:42175|issue:44279", "issue:45632|issue:46421", "issue:44186|issue:44734", "issue:44683|issue:45446", - "issue:41950|issue:44016", "issue:43643|issue:44496", + "issue:41950|issue:44016", "issue:44295|issue:46506", "issue:43854|issue:44964", "issue:44964|issue:45600", - "issue:43673|issue:46424", "issue:44112|issue:44964", + "issue:43673|issue:46424", "issue:43650|issue:44220", "issue:44016|issue:44220" ], - "prepared_review_unit_hash": "16bb7289e9eca75ab4a44ac034ab59c48333bc4256471e76c2fff8c7f3c27bda", + "prepared_review_unit_hash": "5292ab717f017276b0e59fe60286b00f52efe5baadc008123880356f0b0ee86d", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36439, - "estimated_input_tokens": 9110, - "estimated_eval_tokens": 18476 + "serialized_chars": 36436, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mixed cluster of mostly unrelated Transformers issues; the soft edges are mostly superficial similarities rather than the same concrete bug, so I would not merge any of them.", - "confidence": 0.87, - "canonical_issue_reason": "issue:44521 is the strongest representative issue in this set: it is open, has multiple inbound references, and describes a concrete, reproducible API failure with clear impact.", + "summary": "This looks like a broad grab bag of unrelated Transformers bug reports. None of the soft pairs are safe duplicate merges; at most a few are superficially similar by subsystem or error type.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44779 is the strongest representative issue here: it is a concrete, well-scoped tokenizer regression report with a clear version boundary (v4 vs v5) and some inbound discussion traction.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best issue candidate overall because it is actionable, currently open, and has the clearest user-facing regression signal among the listed items.", + "best_issue_reason": "issue:44779 is the best standalone issue to keep: it is specific, actionable, and more central than the others in the only clearly related sub-thread (DeepSeek tokenizer regressions).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44779", "right": "issue:46489", "accept": false, - "reason": "Both concern DeepSeek tokenizer regressions, but 46489 is a specific follow-up to PR #44801 while 44779 is a broader v5 regression; not enough evidence they are the same bug." - }, - { - "left": "issue:44462", - "right": "issue:45907", - "accept": false, - "reason": "One is about AutoTokenizer ignoring repository tokenizer.json, the other about list_repo_files forwarding revision; different APIs and different failure modes." + "reason": "Both mention DeepSeek tokenizer regressions in v5, but one is broad and the other is DeepSeek-Coder v1-specific and framed as a gap in a prior fix; not enough evidence they are the same concrete bug." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is auto_mappings referencing removed configs; distinct root causes." + "reason": "CI failure in GraniteSpeech device override tests vs a broken auto_mappings reference to removed Sam3LiteText configs are different failures in different code paths." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement in torch.arange and a bare except in Fuyu tensor conversion are unrelated code paths." + "reason": "XLNet CPU device bug and Fuyu bare-except error handling are unrelated model-specific issues." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are different bugs in different components." + "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are different bugs, even though both involve text processing." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate hub/loading issues." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Both involve example scripts, but one is multi-label text classification and the other is local dataset loading for image classification; separate issues." + "reason": "Example script multi-label output bug vs local dataset loading bug are different example-script problems." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend when only tensorboard is installed are unrelated environment/dependency problems." + "reason": "Python 3.14 import failure and missing TensorFlow backend when only tensorboard is installed are unrelated environment/dependency issues." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "A processor/tokenizer regression and a Gemma4 embedding-weight resize bug are different model behaviors with no shared code-path evidence." + "reason": "Processor/tokenizer regression and Gemma4 resize_token_embeddings behavior are different model API bugs." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Gemma4 embedding resizing and Whisper empty-transcription generation are unrelated model bugs." + "reason": "Trust-remote-code cache path collision vs missing import_utils availability helper are unrelated." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Cache-path collisions for trust_remote_code are unrelated to a missing import_utils capability flag." + "reason": "Gemma4 embedding resizing and Whisper empty-transcription generation failure are distinct model behaviors." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they affect different symbols and different export surfaces; not the same concrete regression." + "reason": "Both are import errors, but one is a missing model-specific symbol and the other is a top-level API import failure; not the same bug." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-cardinality runtime error and Whisper empty transcription failure are unrelated." + "reason": "Category cardinality limit error vs Whisper post-alignment generation failure are unrelated." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate config-validation paths." + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are different configuration-validation bugs." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports in different modules; no shared underlying bug is evident." + "reason": "Missing Qwen2_5_VLImageProcessor export and missing layer_type_validation export are unrelated import regressions." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained regression are different model-specific bugs." + "reason": "Untied lm_head weights in Mistral3 vs incorrect Qwen3.5 checkpoint save behavior are different model-specific regressions." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Backend-install packaging and a generic dependency issue are too broad and do not point to the same defect." + "reason": "Slow import complaints and unsafe sys.modules access may be adjacent, but they are not clearly the same underlying defect." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Import slowness and unsafe sys.modules access may be related at a high level, but they are not the same bug without stronger evidence." + "reason": "Missing TensorFlow in a torch-only install and a generic dependency issue are not the same problem." }, { "left": "issue:45632", "right": "issue:46421", "accept": false, - "reason": "Both mention cache, but one is a local trust_remote_code path collision and the other is chunked-prefill lazy initialization causing recompilation." + "reason": "Cache-path collision for trust_remote_code and lazy cache initialization causing recompilation are different cache bugs." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2 tokenization/padding crashes and serve KV-cache continuation indexing are unrelated code paths." + "reason": "LayoutLMv2 tokenizer NER/padding crash and transformers serve KV-cache continuation indexing bug affect different paths." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "A compiled flex_attention failure on new torch versions and a version-check bug for AuxRequest import are distinct flex_attention issues." + "reason": "Both touch flex_attention, but one is a torch 2.9 compilation failure and the other is a bad version check for AuxRequest import; not the same concrete bug." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Video-classification pipeline processor lookup and a notebook syntax error are not the same bug." + "reason": "Missing fields from trust_remote_code AutoConfig return vs unrecognized model/config.json handling are different loading issues." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and an unrecognized model/config missing model_type are different configuration-loading failures." + "reason": "Video-classification pipeline bug and notebook syntax error are unrelated." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "A position_ids buffer access error and CPU/CUDA result divergence are different symptoms with different likely causes." + "reason": "Position_ids buffer reading error and CPU/CUDA output divergence in PPDocLayoutV3 are different runtime bugs." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading problems, but they involve different models and likely different failure mechanisms." + "reason": "Both are model-load failures, but for different models and likely different root causes." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal loading and broken auto_mappings CI are unrelated." + "reason": "Phi-4 multimodal load failure and stale auto_mappings references to removed configs are not the same code-path issue." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Both involve cache behavior, but one is chunked_prefill generation cache initialization and the other is max_cache_length handling in quantized cache only." + "reason": "CI test flake in GraniteSpeech and a Phi-4 multimodal loading bug are unrelated." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "A GraniteSpeech CI test failure and a model-loading regression for Phi-4 are unrelated." + "reason": "Chunked-prefill cache missing and max_cache_length only honored for Quantized Cache are both cache-related, but they describe different behaviors and fixes." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "A placeholder issue and an audio feature-extraction bug are clearly unrelated." + "reason": "Placeholder 'ADD THE DATA' issue and fbank feature extraction bug are unrelated." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and _torch_extract_fbank_features() failure are unrelated." + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." } ] }, @@ -11224,19 +11121,19 @@ "issue:43479|issue:45375", "issue:43531|issue:45600", "issue:45083|issue:46506", - "issue:43295|issue:45335", "issue:43976|issue:44987", "issue:32090|issue:35141", - "issue:28282|issue:35141", + "issue:43295|issue:45335", "issue:43526|issue:43901", + "issue:28282|issue:35141", "issue:44496|issue:45042", - "issue:46123|issue:46369", "issue:42907|issue:43441", + "issue:46123|issue:46369", "issue:44016|issue:44062", "issue:43441|issue:45588", "issue:43673|issue:44336", - "issue:44792|issue:46424", "issue:43381|issue:45593", + "issue:44792|issue:46424", "issue:43824|issue:44933", "issue:43976|issue:44279", "issue:43901|issue:44496", @@ -11250,208 +11147,208 @@ "issue:46082|issue:46399", "issue:44279|issue:45405" ], - "prepared_review_unit_hash": "cc7b73436b4bd57174ca44dacd0de2fe5b6b101fc3ca2aa027c2fd265768dab0", + "prepared_review_unit_hash": "9c954dab3dbbd7c9f27b9c5190c7dcebdd6264e506e67452b14311194e73870c", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35834, - "estimated_input_tokens": 8959, - "estimated_eval_tokens": 18174 + "serialized_chars": 35844, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is noisy: the soft pairs share surface vocabulary (model loading, configs, flash-attention, embeddings, etc.) but do not describe the same underlying bug or fix. I found no pair that should be merged as duplicates; one issue is only a loose representative of the broader set of model/config loading regressions.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44496 is the broadest and most representative model-loading/configuration report in this set, with a clear repro and general applicability, though it is not a true duplicate of the other issues.", + "summary": "This cluster is a heterogeneous mix of closed/open Transformers bug reports spanning unrelated model families, configs, tokenizers, generation, and integration paths. None of the suggested soft pairs look like true duplicates; they mostly share only broad subsystem names or high-level symptom types.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43824 is the strongest representative anchor here: it is a concrete, user-facing import regression with the most discussion and inbound references in an otherwise unrelated set of reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44496 is the best single issue to anchor the cluster because it is generic, well-scoped, and broadly representative of the model/config import failures appearing in the set.", + "best_issue_reason": "43824 is the clearest issue to keep as the cluster representative because it has the strongest signal of impact and engagement, while still being a specific, actionable bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Different problems: flash-attention support for XLM-Roberta vs. embedding reinitialization after resize with untied weights." + "reason": "Different bugs: Flash Attention 2 support for XLMRoberta vs embedding reinitialization during resize_toke_embeddings." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both concern config defaults, but they affect different model families and different fields; not the same bug." + "reason": "Both are config issues, but they affect different models and different fields/defaults." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to auto_mappings stale config references and CI breakage." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to auto_mappings references to removed Sam3LiteText configs." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different code paths and symptoms: Qwen3_omni_moe helper length computation vs CPU/CUDA divergence in PPDocLayoutV3." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Both are regression/config-ish, but one is about processor/tokenizer access with images, the other about resize_token_embeddings not updating decoder embeddings." + "reason": "Different code paths: a qwen3_omni_moe helper length function vs CPU/CUDA output differences in PPDocLayoutV3." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "General Python/version compatibility issue vs. a specific model-loading failure for physical-intelligence/fast." + "reason": "A Python version compatibility problem is not the same as a model-loading failure in a specific package/model." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer distributed broadcast error is unrelated to output embedding reinitialization." + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to token embedding reinitialization." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Missing PyTorch import dependency is unrelated to embedding tying/resizing behavior." + "reason": "Processor/tokenizer regression is unrelated to t5gemma decoder embedding resizing behavior." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to a documentation mismatch in TextClassificationPipeline." + "reason": "BEiT fast processor label reduction bug is unrelated to TextClassificationPipeline docs behavior." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Generic model-type resolution failure is unrelated to PIL image processors incorrectly requiring torchvision." + "reason": "ImportError about missing PyTorch is a dependency/setup issue, not an embedding resize bug." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Partial-batch result dropping in MaskGenerationPipeline is unrelated to SAM3-LiteText memory overflow." + "reason": "Unrecognized model/config loading is unrelated to PIL backend requiring torchvision." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral, but one is about saving dequantized models and the other about FlashAttention loading/runtime failure." + "reason": "Saving dequantized Ministral/Devstral models is a different failure from FlashAttention crashes on Ministral-3." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch MaskGenerationPipeline dropping results is unrelated to SAM3-LiteText memory overflow." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + "reason": "Notebook syntax error is unrelated to AddedToken keyword-argument duplication." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Different FlashAttention failures: Ministral-3 RC loading issue vs. sink-less-model crash on s_aux=None." + "reason": "Both mention flash attention, but one is a model-specific failure and the other is an s_aux=None AttributeError in a different path." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache missing during chunked_prefill is unrelated to ANSI escape output in loading_report." + "reason": "Generation cache regression is unrelated to ANSI escape code output in loading_report." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache max length being honored only for quantized cache." + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary loss behavior." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Gradient checkpointing in eval mode and missing auxiliary losses in D-FINE are different behaviors and fixes." + "reason": "A failing janus image-generation test is unrelated to cache max length semantics." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing Qwen2_5_VL export from transformers is unrelated to a nonexistent import from image_utils." + "reason": "Both are import errors, but they concern different symbols and different modules/models." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python support/version mismatch is unrelated to a dependency issue in transformers." + "reason": "Python version incompatibility is not the same as a generic dependency issue." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to unrecognized model/config loading." + "reason": "Docs mismatch for return_all_scores is unrelated to model recognition/config loading." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE model loading regression is not the same as incorrect checkpoint saving in Qwen3.5 save_pretrained." + "reason": "Both involve Qwen multimodal models, but one is a loading regression and the other is a save_pretrained checkpoint correctness bug." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to the empty 'ADD THE DATA' report." + "reason": "Tokenizer BPE-marker handling is unrelated to the vague 'ADD THE DATA' report." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both involve model/config loading, but one is a generic unrecognized-model failure and the other is a specific text_config unwrapping bug." + "reason": "Unrecognized model config loading is different from unwrap-text_config behavior for composite Qwen multimodal configs." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "A transformers dependency issue is not the same as torch 2.4.1 incompatibility." + "reason": "General dependency issue is unrelated to torch 2.4.1 incompatibility." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Untied embedding resize bug is unrelated to Whisper empty-transcription failure after align_special_tokens." + "reason": "t5gemma embedding resize bug is unrelated to Whisper empty-transcription generation after token alignment." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD arguments being ignored is unrelated to a Qwen3.5 tie_word_embeddings warning." + "reason": "SGD optimizer args not used is unrelated to a tie_word_embeddings warning in Qwen3.5 fine-tuning." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint saving are different bugs with different code paths." + "reason": "Blip2 dtype propagation bug is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation is unrelated to Qwen3.5 kernel registration/decorator failure." + "reason": "LlamaConfig head_dim validation is unrelated to the missing decorator crash in Qwen3.5 kernel registration." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "General dependency issue is unrelated to a PEFT version bump not yet released on PyPI." + "reason": "A dependency issue with transformers is unrelated to an unreleased MIN_PEFT_VERSION bump." } ] }, @@ -11470,8 +11367,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -11527,207 +11424,207 @@ "issue:45103|issue:45372", "issue:41950|issue:45020", "issue:44351|issue:45278", - "issue:38175|issue:44617", "issue:43650|issue:46209", + "issue:38175|issue:44617", + "issue:39692|issue:43901", "issue:44242|issue:45200", "issue:43299|issue:45357", "issue:43295|issue:44779", - "issue:39692|issue:43901", - "issue:44521|issue:45325", "issue:41950|issue:45823", + "issue:44521|issue:45325", "issue:44683|issue:45542", "issue:43976|issue:45405", "issue:44779|issue:45812", "issue:46082|issue:46512", "issue:43299|issue:43854", "issue:43479|issue:43525", - "issue:44297|issue:44462", "issue:44466|issue:45276", + "issue:44297|issue:44462", "issue:44016|issue:44291", - "issue:45081|issue:45907", "issue:43441|issue:45834", "issue:43653|issue:45593", + "issue:45081|issue:45907", "issue:42994|issue:43317", "issue:33290|issue:45656" ], - "prepared_review_unit_hash": "7f409c6712cd5a00e4f16551e622639afce881f370a84caba09ab0102004771d", + "prepared_review_unit_hash": "0fa9c2ec80f8404f0f8d4bae4eb953e3281a4a3af1b9898debaaf7cc59b9731f", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 34690, - "estimated_input_tokens": 8673, - "estimated_eval_tokens": 17602 + "serialized_chars": 34684, + "estimated_input_tokens": 8671, + "estimated_eval_tokens": 17598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct regressions or docs/issues touching broad Transformer subsystems, not duplicates of one another. None of the soft pairs look like the same concrete bug/change, so all are rejected.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of distinct Transformers bug reports and regressions across tokenizers, multimodal processors, quantization/loading, and model-specific failures. The soft-linked pairs are related by broad themes but do not look like the same underlying bug/change, so I rejected all of them.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45020 is the best umbrella-style issue: it is broad, high-signal, and describes a general regression class ('recent transformers versions break models using remote_code') rather than a narrow model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the closest broad anchor because it describes a clear v4\u2192v5 tokenizer regression, which is the most generally representative problem theme in this set; however, it is still not a true canonical duplicate for the cluster.", + "best_issue_reason": "issue:45020 is the most representative and reusable triage anchor among these issues because it captures a cross-cutting regression pattern instead of a single model/config corner case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Different failures: an auto-docstring annotation crash vs a Gemma 4 processor import/loading regression." + "reason": "Both involve processor/docstring-style import/runtime problems, but one is an auto_docstring AttributeError and the other is a mistral_common ReasoningEffort import breakage in Gemma 4 loading; different code paths and fixes." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "One is a video-classification processor lookup bug; the other is a broad remote_code compatibility regression." + "reason": "Both are regressions, but one is a video-classification processor lookup bug and the other is a broad remote_code compatibility report; not the same underlying defect." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Both mention imports, but one is missing HybridCache specifically while the other is a wide set of import errors after upgrade." + "reason": "Both mention import failures, but 44351 is a specific HybridCache import issue while 45278 is a broad upgrade breakage report with many import errors; too different to be duplicates." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "ADD THE DATA is too vague and does not describe the same FP8/B200 inference failure; no evidence of a shared concrete bug." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Unrelated symptoms and code paths: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." + "reason": "Both mention zero/OOM-like runtime failures, but one is siglip2 zero probabilities and the other is Sam3Video CUDA OOM; unrelated symptoms and code paths." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Different problems entirely: vague data handling vs FP8 inference failure on B200." + "reason": "SigLIP2 docs/model mismatch plus quantization failure is not the same as a TextClassificationPipeline docs mismatch about return_all_scores." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Both involve training losses/config, but one is router load-balancing loss and the other is mm_token_type_ids defaults." + "reason": "Load-balancing loss omission in MoE routing and Gemma 4 mm_token_type_ids defaults are both training-time issues, but they affect different model components and fixes." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Same model family, but one is a load regression and the other is a save_pretrained key-serialization bug." + "reason": "Both are Qwen-related regressions, but one is model loading and the other is save_pretrained visual encoder key serialization; different operations and failures." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer/processor regressions, but one is processor.tokenizer / image-input API breakage and the other is wrong Deepseek tokenization." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "Both are documentation-related, but they refer to different docs and different bugs." - }, - { - "left": "issue:44521", - "right": "issue:45325", - "accept": false, - "reason": "Both are multimodal/template issues, but assistant mask generation and temporal RoPE scaling are different code paths." + "reason": "These are both version-regression tokenizer issues, but one is custom processor/tokenizer API breakage and the other is Deepseek tokenizer output corruption; not the same bug." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Different subsystems: video pipeline processor lookup vs Gemma4 PLE device placement." + "reason": "Both involve multimodal/device plumbing, but one is a pipeline processor-selection bug and the other is a Gemma4 PLE device mismatch during forward; distinct problems." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal chat/template logic, but one is all-zero assistant masks and the other is Qwen2.5-VL temporal position_id scaling; separate logic paths." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "No overlap beyond general framework/runtime failure: flex_attention compilation vs tensorboard/TensorFlow backend handling." + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TensorFlow backend handling are unrelated platform/dependency issues." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Separate dependency/version issues affecting unrelated packages (Python support vs PEFT minimum version)." + "reason": "Python version compatibility and an unsupported PEFT minimum version bump are both release hygiene issues, but they are not the same defect." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly point to the same underlying bug." + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models (Deepseek vs Granite) and likely different conversion logic." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Different configuration/state issues: rejecting explicit head_dim vs stale config.dtype after from_config(dtype=...)." + "reason": "Both are config/dtype-related, but one is about head_dim validation in LlamaConfig and the other is stale config.dtype after from_config(dtype=...); different semantics." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different models and bugs: Qwen3VL MOE load regression vs GLM-4.7-Flash unit-test loading issue." + "reason": "Both concern model loading regressions, but one is Qwen3VL MoE loading and the other is GLM-4.7-Flash unit-test loading; no concrete shared failure mode." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Both are config-related, but one is default subconfig initialization and the other is a missing pad_token_id attribute." - }, - { - "left": "issue:44297", - "right": "issue:44462", - "accept": false, - "reason": "Both are tokenizer-related, but one is save_pretrained metadata mismatch and the other is AutoTokenizer ignoring tokenizer.json." + "reason": "Both are config initialization/access issues, but one is None-handling for Phi4MultimodalConfig defaults and the other is a missing pad_token_id on Llama4Config; separate fields and fixes." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Different serialization/resize bugs: tied lm_head weight saving vs resize_token_embeddings not propagating to Gemma4 embeddings." + "reason": "Both are about weight serialization/embedding behavior, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not updating Gemma4 embedding/output layers." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "A notebook syntax error is unrelated to the init_empty_weights TypeError regression." + "reason": "Tokenizer save_pretrained metadata mismatch and AutoTokenizer ignoring repo tokenizer.json are both tokenizer persistence issues, but they concern different stages and failure modes." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Different targets and failure modes: Mistral tokenizer regex patch crash vs list_repo_files not forwarding revision." + "reason": "Notebook syntax error and init_empty_weights/_is_hf_initialized TypeError are unrelated; no shared code path." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Unrelated model-specific inference bugs: FlashAttention failure vs long OCR index error." + "reason": "FlashAttention failure for Ministral and long-OCR index errors in Kosmos2.5 are model-specific runtime bugs with different causes." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Different training/evaluation bugs: BigBirdTokenizer special-token registration vs D-FINE auxiliary-loss handling." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss omission are unrelated bugs in different subsystems." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crashing on backend_tokenizer access and list_repo_files not forwarding revision are different utility/API bugs." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both involve quantization/offload, but one is saving a quantized model and the other is loading a dequantized model with device_map=auto." + "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are both quantization-adjacent, but they are different stages and different defects." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed and optimizers, but one is Adafactor OOM and the other is an optimizer.step() being invoked twice." + "reason": "DeepSpeed optimizer OOM and DeepSpeed optimizer.step being called twice are not the same bug; one is memory pressure, the other is step duplication." } ] }, @@ -11746,8 +11643,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -11825,221 +11722,221 @@ "issue:43784|issue:45542", "issue:41628|issue:43976", "issue:44336|issue:44373", - "issue:45561|issue:45563", "issue:45103|issue:46399", + "issue:45561|issue:45563", "issue:44246|issue:44496", "issue:44295|issue:45397", "issue:44242|issue:45593", "issue:42491|issue:43299" ], - "prepared_review_unit_hash": "de0ba74d655b4538c9c49494c893e6be0b2b933cc9e076e764e535a8e7a3a8d0", + "prepared_review_unit_hash": "3b7f4aa07296faa4dc94f59199d7254f148cfd62dffbb851b5d4c68315e71919", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36597, - "estimated_input_tokens": 9150, - "estimated_eval_tokens": 18556 + "serialized_chars": 36596, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose soft-similarity bucket of mostly unrelated Transformers issues: packaging/backends, model loading, tokenizer regressions, docs, and kernel/runtime bugs. None of the soft pairs look like true duplicates, so all edges should be rejected.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43299 is the clearest concrete regression report and the closest to the only near-duplicate-looking subgroup (Qwen3 MoE loading), though the cluster overall is heterogeneous.", + "summary": "This cluster is mostly heterogeneous transformer bug reports and regressions; none of the soft edges look like true duplicates. The closest-looking pairs still differ in concrete failure mode, model, or code path.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45561 is the most active and concrete anchor in the set (open, highest inbound reference signal), even though the cluster does not form a strong duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43299 is the most representative standalone issue here: specific version, specific model family, and an actionable load failure.", + "best_issue_reason": "issue:45561 has the strongest triage value here because it is specific, currently open, and has the most discussion/inbound signal.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Different file areas and failure modes: stale auto_mappings references vs leftover dummy classes leaking into dir(transformers)." + "reason": "Different cleanup bugs: auto_mappings references removed config classes, while dummy_pt_objects leaks leftover classes and fails check_repo." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files is unrelated to the Chinese report about post-upgrade filtering slowdown." + "reason": "Missing files in processor.save_pretrained is unrelated to the Chinese report about slower filtering after upgrade." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different models and code paths: MLA q_a_layernorm precision issue vs GlmMoeDsaIndexer torch.split behavior." + "reason": "One is an MLA layernorm precision/config issue; the other is a torch.split return-value issue in a different indexer path." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Save-pretrained missing files and gemma-4 zero3 from_pretrained are distinct load/save bugs on different models." + "reason": "Different failures: processor save/export missing files versus gemma-4 zero3 from_pretrained loading behavior." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE missing auxiliary losses when denoising is off." + "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE auxiliary loss behavior when denoising is off." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Packaging/backend installation mismatch is not the same as a torch/transformers version incompatibility." + "reason": "TensorBoard/TF backend installation bug is not the same as a torch-transformers version incompatibility." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "A notebook syntax error is a different problem from a Gemma4 forward device-map mismatch." + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are different artifacts and code paths." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Missing TensorFlow in the torch extra and Python-version support regression are different environment issues." + "reason": "Backend extra-install issue is unrelated to the Python version support regression." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM predictions and Deepseek tokenizer outputs are different components and bugs." + "reason": "Different model components fail: CamemBERT masked-LM predictions versus Deepseek tokenizer output." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both involve attention kernels, but the triggers and code paths differ: FlashAttention on Ministral-3 vs compiled flex_attention on torch>=2.9." + "reason": "FlashAttention failure for Ministral-3 in v5 RC is distinct from compiled flex_attention failing on torch>=2.9." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs drift about return_all_scores is not the same as incorrect SigLIP2 model/pipeline outputs." + "reason": "Docs mismatch for return_all_scores is not the same as incorrect SigLIP2 inference results." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer loading failure and ESM2 breakage are different models and failure modes." + "reason": "Tokenizer loading regression and ESM2 breakage are different model-specific issues." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Kernel package metadata import failure is unrelated to the apply_rotary_pos_emb decorator registration crash." + "reason": "Both involve kernels/import-time failures, but they hit different code paths and concrete errors." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing during chunked_prefill is a different bug from CLIPVisionModel returning hidden_states=None." + "reason": "Generation cache missing in chunked_prefill is unrelated to CLIPVisionModel returning hidden_states=None." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are not the same underlying issue." + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different model-loading problems." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2.5-VL symbol import and Python version incompatibility are unrelated." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to Python 3.9/3.10 compatibility." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "A documentation mismatch and intermittent import slowness are not duplicates." + "reason": "A docstring/behavior mismatch is not the same as intermittent slow import performance." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both mention missing config fields, but one is a specific Llama4Config attribute and the other is a trust_remote_code serialization gap." + "reason": "Both mention missing config fields, but one is a pad_token_id attribute error while the other is trust_remote_code returning incomplete AutoConfig fields." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "tokenizer_class mismatch in save_pretrained is unrelated to gemma-4 zero3 from_pretrained failures." + "reason": "Tokenizer class metadata mismatch on save_pretrained is unrelated to gemma-4 zero3 loading." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup errors and Qwen3.5 chat crashes are different bugs with no shared code path." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated runtime errors." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence on torch.compile and ANSI code leakage from loading_report are unrelated." + "reason": "torch.compile attention divergence and ANSI codes in loading_report are completely different concerns." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "sentence-transformers import NameError and undefined tf backend from missing TensorFlow are different import-time failures." + "reason": "sentence-transformers import NameError from nn is not the same as a TensorFlow backend installation issue." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import error is unrelated to the Python version support issue." + "reason": "AutoImageProcessor import failure is unrelated to Python version support." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI output leakage and a wrong docstring for position_ids are different severity and different subsystems." + "reason": "ANSI escape output and a wrong docstring for position_ids are different issues." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "A pytest-xdist race in testing utils is unrelated to a stale warning in paged generate()." + "reason": "Auto-docstring crashing on future annotations is unrelated to the missing decorator registration error in Qwen3.5 kernels." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "auto_docstring crashes under future annotations and kernel decorator registration errors are different code paths." + "reason": "A pytest-xdist file-race bug is not the same as a stale warning for num_return_sequences." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Intermittent import slowness is not the same as an unrecognized model/config.json error." + "reason": "Slow imports and unrecognized model config are unrelated failures." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer-reading error and gemma-4 zero3 from_pretrained are distinct bugs." + "reason": "Reading position_ids after buffer registration is unrelated to gemma-4 zero3 from_pretrained." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern missing losses, but one is load-balancing loss with router logits and the other is D-FINE auxiliary losses with denoising; different models and logic." + "reason": "Missing load-balancing loss and D-FINE auxiliary-loss suppression are different MoE/object-detection bugs." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen3 MoE-related, but one is LoRA compatibility across hf4.x/hf5.x and the other is base Qwen3VL MoE loading on v5; not the same concrete bug." + "reason": "Both mention Qwen3 MoE loading regressions, but the concrete models and failure modes differ enough that they should not be merged." } ] }, @@ -12118,247 +12015,247 @@ "issue:41950|issue:44220", "issue:44246|issue:44871", "issue:44336|issue:44485", - "issue:42886|issue:46132", - "issue:43550|issue:46506", "issue:36246|issue:42757", + "issue:43550|issue:46506", "issue:36246|issue:44351", - "issue:44734|issue:46424", + "issue:42886|issue:46132", "issue:44336|issue:46424", + "issue:44734|issue:46424", "issue:45003|issue:45561", "issue:44779|issue:45292", - "issue:45859|issue:46399", "issue:36246|issue:43596", - "issue:43475|issue:46369", + "issue:45859|issue:46399", "issue:44295|issue:44749", + "issue:43475|issue:46369", "issue:44242|issue:44857", "issue:43673|issue:44561", "issue:43901|issue:45003", - "issue:43352|issue:45250", "issue:44162|issue:45200", + "issue:43352|issue:45250", "issue:43257|issue:45137", "issue:44496|issue:45003", "issue:45292|issue:45584", "issue:43262|issue:44246", - "issue:45292|issue:45701", "issue:45375|issue:45759", "issue:44877|issue:45375", + "issue:45292|issue:45701", "issue:44038|issue:46506", "issue:44561|issue:46399" ], - "prepared_review_unit_hash": "d271729b44f20567efc5659604a37ec7b8d724e8376171053a22996b7e569b7d", + "prepared_review_unit_hash": "3a8109f399d6b4a1917a0491e26efb15688196d50e1f810a471b20303e96f468", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36813, - "estimated_input_tokens": 9204, - "estimated_eval_tokens": 18664 + "serialized_chars": 36808, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous noise: the soft pairs span unrelated tokenizer, Qwen, pipeline, config, cache, and training/runtime issues. I don\u2019t see any pair that is clearly the same underlying bug/change, so none should be merged.", - "confidence": 0.94, - "canonical_issue_reason": "Issue:45701 is the broadest open report and the closest thing to an umbrella tokenizer-regression anchor; the rest are either narrower or clearly about different subsystems.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs and regressions across different models, config paths, tokenizers, caches, and runtime modes. None of the soft edges look like the same underlying defect, so I would not merge any of these pairs.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue:45701 is the most suitable cluster anchor because it is open, broadly phrased, and already has multiple references, but it still does not cover the whole mixed cluster cleanly.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Different failures: Qwen3-MoE sliding-window behavior vs a Qwen3.5 chat crash. Not the same code path." + "reason": "Both mention Qwen, but one is a sliding_window behavior issue and the other is a chat crash; different code paths and symptoms." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils. Unrelated bugs." + "reason": "BEiT label reduction in an image processor is unrelated to unsafe sys.modules access in modeling_utils." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline choosing image processors is unrelated to audio feature extraction failures." + "reason": "Video-classification processor lookup and audio fbank feature extraction are different subsystems and failure modes." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import-time slowdown in transformers vs Gemma eos_token_id config inconsistency. Different symptoms and code paths." + "reason": "Import latency and eos_token_id config mismatch are unrelated." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI logging output issue vs GLM-5 RoPE implementation discussion. Not the same underlying change." + "reason": "ANSI color output in loading_report has nothing to do with GLM-5 RoPE implementation." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Offline cache loading bug vs AttentionInterface.register behavior change. Different areas and fixes." + "reason": "Missing Qwen2_5_VLImageProcessor and missing is_offline_mode are separate import errors in different packages." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs PPDocLayoutV3 CPU/CUDA result mismatch. Unrelated model/runtime issues." + "reason": "torch.compile+SDPA on Bamba and CPU/CUDA divergence in PPDocLayoutV3 are different model/runtime bugs." }, { "left": "issue:36246", - "right": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export vs missing is_offline_mode import from huggingface_hub. Different symbols and packages." + "reason": "Different missing imports from different modules; no shared underlying bug." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Both are import errors, but for different missing APIs and unrelated modules." + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated issues." }, { - "left": "issue:44734", + "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "Serve KV-cache continuation indexing crash vs cache max length being ignored. Different cache logic." + "reason": "Terminal ANSI cleanup and cache length semantics are unrelated." }, { - "left": "issue:44336", + "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "Terminal ANSI formatting bug vs cache configuration semantics. No shared underlying bug." + "reason": "KV-cache continuation tensor indexing and max_cache_length handling are different cache bugs." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access bug vs pytest-xdist file race in testing utils. Different failure modes." + "reason": "sys.modules access in modeling_utils is unrelated to pytest-xdist race conditions in testing utils." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer regression vs resize_token_embeddings not updating output embeddings. Distinct tokenizer/model-weight issues." - }, - { - "left": "issue:45859", - "right": "issue:46399", - "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding vs missing decorator for use_kernels apply_rotary_pos_emb registration. Different root causes." + "reason": "Tokenizer regression and resize_token_embeddings/output_embeddings mismatch are different problems." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Importing a missing image processor class vs DeepSpeed ZeRO3/BertModel empty-dimension IndexError. Unrelated." + "reason": "Qwen image-processor import failure is unrelated to DeepSpeed ZeRO3 BertModel IndexError." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "SAM 3 Video missing attribute vs SAM 3 litetext memory overflow. Same family, but different concrete bugs and fixes." + "reason": "Both involve Qwen3.5 rotary/kernels, but one is CPU offload compatibility and the other is registration/decorator failure; not the same bug." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "position_ids buffer access error vs transformer slow filtering after upgrade. Not the same issue." + "reason": "Registering position_ids as a buffer and a general slowdown after upgrading versions are not the same issue." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 vision encoder missing an attribute and SAM3 litetext memory overflow are different failures." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss handling in MoE vs float16 AMP CUDA crash in LwDetrImageLoss. Different models and code paths." + "reason": "Missing load-balancing loss and AMP CUDA crash are unrelated." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Generation cache missing in v5 chunked_prefill vs removed is_torch_fx_available breaking trust_remote_code models. Different regression classes." + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available affect different code paths." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation mismatch for return_all_scores vs unsafe sys.modules access. One is docs/behavior, the other is implementation." + "reason": "Documentation mismatch for return_all_scores is unrelated to sys.modules access." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Nemotron FA2 unsupported error vs a generic Flash Attention 2.0 issue. Too broad and not the same concrete fix." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting. Completely different models and symptoms." + "reason": "A model not supporting Flash Attention 2 is not the same as the generic Flash Attention 2 issue." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed vs DeepSpeed ZeRO3 deque pop error. Same tooling, different bug." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and ZeRO3 deque IndexError are different failures." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading failure vs unsafe sys.modules access. Related to loading, but not the same bug." + "reason": "Unrecognized model config loading and unsafe sys.modules access are unrelated." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior vs Whisper empty transcription after align_special_tokens. Distinct text-generation/audio issues." + "reason": "Embedding resize behavior and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sample-rate default bug vs import slowdown in transformers. Unrelated." - }, - { - "left": "issue:45292", - "right": "issue:45701", - "accept": false, - "reason": "Embedding resize/output mismatch vs broad tokenization changes. Different functionality." + "reason": "Audio chat-template sampling-rate defaults and import performance are unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing strict config field vs AutoModelForCausalLM not unwrapping text_config. Both Qwen multimodal, but different concrete config bugs." + "reason": "Strict config dropping a Qwen vision field and unwrapping text_config in from_config are different configuration bugs." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config rejecting granite_speech vs Qwen3.5MoeVisionConfig field dropping. Different models and schema problems." + "reason": "Both involve config validation, but different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings behavior and version-dependent tokenization changes are different issues." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe import/runtime bug vs PPDocLayoutV3 CPU/CUDA divergence. No shared underlying code path." + "reason": "Qwen3-VL-Moe v5 bug and CPU/CUDA output differences in PPDocLayoutV3 are unrelated." }, { "left": "issue:44561", "right": "issue:46399", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code vs Qwen3.5 kernel-registration decorator issue. Different breakages." + "reason": "Removal of is_torch_fx_available and Qwen3.5 apply_rotary_pos_emb registration failure are unrelated." } ] }, @@ -12377,8 +12274,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -12438,17 +12335,17 @@ "issue:45137|issue:45600", "issue:45685|issue:46431", "issue:43475|issue:43540", - "issue:44995|issue:45200", "issue:44060|issue:44077", + "issue:44995|issue:45200", "issue:45397|issue:45656", "issue:44479|issue:46170", "issue:43653|issue:44162", "issue:44368|issue:44977", - "issue:42886|issue:45229", - "issue:44483|issue:46202", "issue:43906|issue:46202", - "issue:44995|issue:45588", + "issue:44483|issue:46202", + "issue:42886|issue:45229", "issue:43065|issue:43408", + "issue:44995|issue:45588", "issue:44368|issue:45563", "issue:44188|issue:46202", "issue:44877|issue:46170", @@ -12465,20 +12362,20 @@ "issue:43701|issue:44749", "issue:43232|issue:43673" ], - "prepared_review_unit_hash": "51928517ff6df04990dc7001f8acd62f7a0ed8a50fb0b7b1bdac3d7f41e4c05b", + "prepared_review_unit_hash": "57871d0277a334f0fcae816dbf44ef130710c42dad6fe43f57c68af12a7ea51a", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37276, + "serialized_chars": 37274, "estimated_input_tokens": 9319, "estimated_eval_tokens": 18894 }, @@ -12487,198 +12384,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated standalone issues that happen to share broad themes like generation, caching, tokenizers, or Gemma/Qwen/SAM subsystems. The soft pairs are not the same concrete bug or change, so none should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 44466 is the clearest standalone regression report here: it has a precise version boundary, a focused serialization/tied-weights symptom, and good reproducibility, so it is the best anchor among otherwise unrelated issues.", + "summary": "The cluster is heterogeneous: it contains several unrelated bug reports with only loose thematic overlap around generation/cache, serialization, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so they should stay separate.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43673 is the closest broad representative because it describes a framework-level generation/cache regression in v5.0.0, which is the most recurring theme among the soft-similarity neighbors. Even so, the cluster is too mixed for a strong duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44466 is the strongest single triage candidate because it is specific, regression-oriented, and well-scoped; the rest of the set does not form a coherent duplicate cluster.", + "best_issue_reason": "issue:43673 is the best single issue to anchor the cluster only as a loose representative of the generation/cache regression thread. It is not a true unifier for the whole cluster, but it is broader than the more model-specific or one-off reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Different bugs: RT-DETR memory retention vs MaskGenerationPipeline final partial-batch handling." + "reason": "Memory leak on deletion/GC and a final partial-batch flag bug are different code paths and symptoms." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve weights/embedding behavior, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + "reason": "Both involve tied embeddings, but one is serialization/device-dependent and the other is resize_token_embeddings not propagating to decoder.embed_tokens." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Different tokenizer-loading failures: one breaks loading a specific model, the other hides real tokenizer errors when protobuf is missing." + "reason": "Model loading failure on transformers>=5.1.0 is not the same bug as protobuf-related tokenizer error masking." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "Unrelated: DeepSpeed ZeRO3 deque underflow vs stale Sam3LiteText references in auto_mappings.py." + "reason": "DeepSpeed ZeRO3 deque IndexError and removed Sam3LiteText config references are unrelated." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "Different areas and failures: MPS histogram on Int vs chat-template absence in a processor." + "reason": "MPS histogram support in MoE and missing chat template in a processor are different failures." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are video-related, but one is a missing attribute in SAM3 output and the other is a Qwen3OmniMoe input-processing ValueError." + "reason": "Both are multimodal/video related, but the first is a missing output attribute and the second is a video-input processing ValueError in a different model." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Different root causes: stale indexer cache on a second forward pass vs Gemma 4 mm_token_type_ids defaulting." + "reason": "These are different model/config issues: a tied-weights warning versus a patchtsmixer post_init allowance change." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Only broad theme overlap; one is a tied-weights warning bug, the other is a deprecation/allowance issue for optional post_init." + "reason": "Stale indexer cache on a second forward pass is unrelated to Gemma mm_token_type_ids defaulting." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Different bugs and code paths: gemma-4 zero3 from_pretrained vs optimizer step being called twice under deepspeed." + "reason": "gemma-4 zero3 from_pretrained and an optimizer step being called twice under deepspeed are different bugs." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Different failure modes: video input regression in v5.3 vs Windows/ROCm import or torch.distributed dependency issues." + "reason": "Qwen video regression and Windows/ROCm torch.distributed import issues do not share the same underlying cause." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Different tokenizer/model problems: BigBirdTokenizer special-token registration vs ESM2 being broken broadly." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are separate model/tokenizer problems." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "One is a tie_word_embeddings warning during LoRA fine-tuning, the other is a flash-attention generation regression." + "reason": "A tied-embeddings warning during fine-tuning is not the same as a flash-attention generation failure." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Unrelated: offline cache tokenizer load failure vs Gemma4 multi-GPU OOM." + "reason": "An isolated reproduction of another issue and a Gemma pipeline roundtrip bug are not the same underlying change." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Different APIs and symptoms: chat/completions request validation vs Gemma pipeline roundtrip on the \u2581 token." + "reason": "Chat/completions request handling and Gemma pipeline roundtrip behavior are unrelated." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "The latter is a Gemma pipeline roundtrip bug; the former is only an isolated reproduction of a different issue." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Different bugs: stale cache on repeated forward pass vs flash_attention.py crashing on s_aux=None." + "reason": "A dummy Conv2d in the SAM3 decoder and a SAM3 type mismatch warning are different issues, even if both are in the SAM3 family." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "SAM3 PixelDecoder dummy Conv2d vs sam3_video/sam3_tracker config mismatch are not the same defect." + "reason": "A stale cache on second forward pass and a flash_attention crash on s_aux=None are different code paths." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "One is a tie-weights warning during fine-tuning; the other is a stale paged-generate warning about num_return_sequences." + "reason": "A tied-weights config warning and a stale paged-generate warning are not the same bug." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Different concerns: torch.compile branching divergence in attention kernels vs Gemma pipeline token roundtrip failure." + "reason": "Diverging attention kernels under torch.compile and a Gemma roundtrip tokenization bug are unrelated." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading vs Windows ROCm import/type errors are unrelated." + "reason": "Strict config loading for granite_speech and a Windows ROCm import/type error are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Model weight-shape mismatch on load vs tied-weights warning during LoRA fine-tuning are different problems." + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are different load-time issues." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation are unrelated." + "reason": "StaticCache seq-length return type and LlamaConfig head_dim validation are distinct API/validation problems." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Different subsystems and failures: SAM3 decoder placeholder layer vs final partial-batch result dropping." + "reason": "A SAM3 decoder Conv2d placeholder and a MaskGenerationPipeline partial-batch bug are unrelated." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both mention cache/compile behavior, but one is attention-kernel divergence and the other is spurious recompilation from lazy cache init." + "reason": "Both touch compile/cache behavior, 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 after align_special_tokens is unrelated to Windows ROCm import failures." + "reason": "Whisper empty-transcription failure and Windows/ROCm import issues are unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but one is tokenizer_config metadata mismatch and the other is missing processor files." + "reason": "Tokenizer config class mismatch and processor.save_pretrained missing files are separate save/serialization bugs." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a Chinese report of performance slowdown after upgrading are not the same bug." + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrading are not the same bug." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Generic Transformers 5.0 custom init breakage does not match the separate ESM2 breakage report." + "reason": "A broad Transformers 5.0 initialization break and an ESM2-specific failure are different regressions." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression after upgrading vs duplicate optimizer-step behavior under deepspeed are unrelated." + "reason": "Performance slowdown after upgrade and a double optimizer-step issue under deepspeed are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing files from processor.save_pretrained and double optimizer stepping are unrelated." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch during resume is unrelated to a filtering performance regression." + "reason": "resume_from_checkpoint key mismatch is not the same as a generic slowdown regression." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both concern generation/caching, but the concrete failures are different: sync_gpus update timing vs cache missing during chunked_prefill." + "reason": "Both are generation/cache-related, but one is `_update_model_kwargs_for_generation` after sync_gpus and the other is cache missing during chunked_prefill; they do not look like the same concrete bug." } ] }, @@ -12697,8 +12600,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -12783,226 +12686,220 @@ "issue:42831|issue:44222", "issue:42175|issue:45712" ], - "prepared_review_unit_hash": "886f0687ca4233881602d421cbc6e81795e49d716da5a1b9388a5a32cda94572", + "prepared_review_unit_hash": "f9dd5f7bf4443fd6ea9219f915ae7cc652a5e4bf07db87bb533868ba149294a3", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36485, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous transformer-related bugs. I only found two clear duplicate pairs: the Qwen3ForCausalLM VRAM leak reports and the Qwen3.5 MoE from_pretrained error reports. Everything else is too broad or only superficially similar.", - "confidence": 0.92, - "canonical_issue_reason": "issue:42673 is the clearest canonical issue: it has the fuller report for the exact duplicate pair with issue:43704, older age, and more discussion, making it the best representative of the duplicate subcluster.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues: import regressions, model-specific loading/config bugs, quantization/FP8 save/load problems, and a few generation/runtime edge cases. Only one soft pair looks like a true duplicate; the rest are too different to merge safely.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 41628 is the clearest, most generic user-facing regression in the set: a public import failure from `transformers`. It is more representative than the many highly model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest issue representative overall because it is an exact duplicate target with substantial discussion and a specific reproducible symptom; the other apparent duplicate pair (issue:45310 / issue:45478) is separate and later.", + "best_issue_reason": "It has a concrete, high-signal symptom and is easy to triage/search as a canonical example of the import-regression class.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Different bugs: Gemma eos-token configuration mismatch vs AttentionInterface behavior change." + "reason": "Different symptoms and code paths: Gemma EOS config mismatch vs attention registration behavior change." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Both tokenizer/decoding-related, but they describe different failure modes and code paths." + "reason": "Both touch tokenization/decoding, but they describe different models and different failures." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Different model issues: quantized save_pretrained failure vs Qwen2.5-GGUF loading failure." + "reason": "Quantized model save failure vs GGUF loading failure are distinct bugs." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Too vague on the left and a specific ZeRO3/gemma-4 from_pretrained issue on the right; no clear same bug." + "reason": "Generic placeholder report vs a specific Gemma-4 Zero3 from_pretrained issue." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "One is a SAM 3 video attribute error, the other is missing fields from trust_remote_code config loading." + "reason": "Missing attribute on a SAM output object is not the same as missing fields from `AutoConfig` with remote code." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Different subsystems: Qwen3-VL-Moe bug vs processor.save_pretrained missing files." + "reason": "Qwen3-VL-Moe loading bug and processor.save_pretrained file omission are unrelated." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "Packaging/backend install issue vs remote-code meta-init incompatibility are different problems." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Both mention loading, but one is a PyTorch import error and the other a sentence-transformers stall." + "reason": "PyTorch import dependency error vs Sentence Transformers hanging on load are unrelated." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different multimodal models and distinct video/position-id failures." + "reason": "Different model families and different failure modes." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they target different missing symbols and likely different export issues." + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same model family, but the reported missing field vs from_pretrained error are not clearly the same underlying bug." + "reason": "Same model family, but one is a missing config field and the other is a generic from_pretrained error." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Unrelated: quantized model saving failure vs Llama4Config missing pad_token_id." + "reason": "Quantized save failure and Llama4 config attribute error are unrelated." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Related Qwen3.5 MoE area, but one is a generic from_pretrained error and the other is a missing config field report; not enough evidence to merge." + "reason": "Related Qwen family, but one is a from_pretrained failure and the other is a missing vision config field; not clearly the same bug." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4 processor attribute error and Gemma pipeline roundtrip failure are different code paths." + "reason": "Gemma4 processor crash and Gemma pipeline roundtrip/tokenization issue are different code paths." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading issue in v5 vs continue_final_message behavior for mistral_common tokenizers are different bugs." + "reason": "Tokenizer loading regression and `continue_final_message` mistral_common bug are not the same issue." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import-time NameError in sentence-transformers vs Qwen3.5 rotary registration crash; different causes." + "reason": "Import-time `nn` NameError in sentence-transformers is unrelated to a Qwen3.5 kernel registration crash." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact duplicate reports of the same Qwen3ForCausalLM VRAM leak with the same title and symptom." + "reason": "Exact same title and same reported bug: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different failures: model loading vs DeepSpeed ZeRO3 deque underflow." + "reason": "Model loading failure and DeepSpeed ZeRO3 deque error are different bugs." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior vs incorrect output under pipeline parallelism are distinct problems." + "reason": "Quantization/offloading behavior and pipeline parallelism output correctness are separate issues." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs update issue vs attention-kernel divergence under torch.compile; unrelated code paths." + "reason": "Generation kwargs handling after sync_gpus and attention-kernel divergence under torch.compile are unrelated." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing top-level symbols." + "reason": "Different missing imports from different public APIs; same broad class, but not the same bug." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex crash and auto_docstring annotation crash are unrelated." + "reason": "Both are AttributeError crashes, but in different utilities and triggered by different conditions." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallelism output bug vs Qwen3_5 image-specific infinite loop; not the same issue." + "reason": "Pipeline parallelism output bug and Qwen3_5 infinite loop on a specific image are not the same underlying defect." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized saving failure vs missing Qwen2_5_VLForConditionalGeneration import are different issues." + "reason": "Quantized save failure vs missing Qwen2_5_VL import are unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained on MoE vs Qwen3.5 MoE from_pretrained error; related area but not the same concrete bug." + "reason": "FP8 save_pretrained problem and Qwen3.5 Moe from_pretrained error are different operations and not the same bug." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Different Qwen/MoE reports with different triggers and symptoms." + "reason": "Related model family, but the reported failures are different and not mergeable as one PR-sized fix." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "GenerationMixin import error and AutoImageProcessor import error are distinct missing-symbol regressions." + "reason": "Both are import regressions, but for different symbols and different failure points." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation helper bug vs janus image generation test failure; no clear common root cause." + "reason": "Generation state handling bug vs failed janus image-generation test are not the same issue." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy issue and FP8 save_pretrained issue are different failure modes." + "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are distinct." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Backend installation packaging issue vs dummy class cleanup; not the same bug." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same title and same Qwen3.5 MoE from_pretrained error; clear duplicate reports." + "reason": "Backend-install omission and dummy-class leakage/check_repo failure are related packaging area issues but not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate pairs are well supported by matching titles/symptoms, and the other soft-edge rejections are cautious rather than overstated." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The canonical issue choice (41628) is defensible as a representative public import regression, and the single accepted soft pair (42673/43704) is an exact duplicate by title and bug description. The remaining pairwise rejections are cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -13018,8 +12915,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -13089,8 +12986,8 @@ "issue:42222|issue:45200", "issue:43479|issue:44079", "issue:42898|issue:45812", - "issue:43723|issue:44568", "issue:43874|issue:45092", + "issue:43723|issue:44568", "issue:44016|issue:46231", "issue:43784|issue:43824", "issue:42898|issue:44779", @@ -13099,25 +12996,25 @@ "issue:44295|issue:45656", "issue:44075|issue:46231", "issue:42898|issue:43295", - "issue:44060|issue:45125", "issue:45405|issue:45712", + "issue:44060|issue:45125", "issue:44222|issue:44297", "issue:44933|issue:45712" ], - "prepared_review_unit_hash": "038620d7d0dbccf517b358e866e579dec73ecd03ca001705e6d8bfd2edfdf75d", + "prepared_review_unit_hash": "b5895f3b340b350d1494e304c84d267fa32099a3e7c0365a1a71d95c6b3ead4b", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36943, + "serialized_chars": 36942, "estimated_input_tokens": 9236, "estimated_eval_tokens": 18728 }, @@ -13126,192 +13023,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose cluster of mostly unrelated Transformers bug reports, concentrated around tokenizer/model-regression issues but spanning many separate code paths. None of the soft pairs look like the same underlying bug, so all proposed merges are rejected.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45812 is the clearest high-signal, user-facing regression here: a silent AutoTokenizer token-id break across Granite models with a well-scoped tokenizer path and broad impact.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest standalone anchor in the set because it describes a concrete, broadly impactful regression with a specific reproducer and failure mode.", - "best_pr_reason": null, + "summary": "This cluster is not a true duplicate set: the issues span unrelated tokenizer regressions, multimodal/model-loading bugs, DeepSpeed/optimizer problems, docs/test maintenance, and packaging/import failures. I rejected all soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue stands out; the items are too heterogeneous to treat as one underlying bug cluster.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a good global representative; at best, one could pick a tokenizer regression issue, but it would misrepresent the many unrelated topics here.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Different problems: a model-loading/config error versus a pytest-xdist captured-info race." + "reason": "Unrecognized model/config loading error vs pytest-xdist race on captured_info.txt; unrelated failures." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Unrelated: missing TensorFlow in an extra install versus a nonexistent import from image_utils." + "reason": "Extra TensorFlow backend dependency issue vs missing image_utils import; different packaging/import problems." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Legacy-field model preset loading failure does not match the xdist file-race bug." + "reason": "BEiT legacy-field model load failure vs xdist captured_info race; not the same bug." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Test harness race on captured_info.txt versus stale auto_mappings references to removed configs." + "reason": "Pytest-xdist file race vs auto_mappings CI break from removed configs; different code paths and symptoms." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility issue versus an import path bug in image_utils." + "reason": "Python version compatibility regression vs nonexistent import from image_utils; unrelated." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in eval is a different failure mode from a DeepSpeed ZeRO3 deque underflow." + "reason": "BF16/FP32 dtype drift in evaluate vs DeepSpeed ZeRO3 deque pop error; different runtime issues." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask construction bug versus a batch-iteration result-dropping bug." + "reason": "Gemma4 attention-mask construction bug vs pipeline partial-batch handling bug; different components." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Different model paths: MIMI padding-mask mismatch versus MoE load-balancing-loss gating." + "reason": "MIMI padding-mask batching bug vs MoE load-balancing-loss condition; not the same underlying problem." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-transformers loading hang is unrelated to token-embedding reinitialization in post_init." + "reason": "Sentence Transformers loading hang vs token-embedding resize/post_init reinitialization; unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenizer cleanup-space behavior change is not the same as missing BOS/EOS insertion on add_special_tokens." + "reason": "Tokenizer cleanup-space behavior change vs add_special_tokens not adding BOS/EOS; both tokenizer-related but different defects." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow failure reporting and Adafactor OOM in DeepSpeed are distinct training issues." + "reason": "MLflow status reporting failure vs OOM with Adafactor+DeepSpeed; different training issues." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained file omissions do not match the Qwen3.5-Moe from_pretrained error." + "reason": "processor.save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; different save/load paths." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Default multimodal config initialization is unrelated to Whisper timestamp decoding on trailing replacement chars." + "reason": "Phi4MultimodalConfig default initialization bug vs Whisper timestamp decode crash; unrelated subsystems." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken vitpose presets and Gemma 4 mm_token_type_ids defaults are different model families and bugs." + "reason": "Broken VitPose model family vs Gemma 4 mm_token_type_ids defaulting; different models and symptoms." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config-default initialization bug versus ModelOutput key assignment semantics." + "reason": "Config default handling vs ModelOutput key assignment; separate abstractions." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is wrong token IDs for Granite models." + "reason": "v5 cleanup-space behavior change vs Granite token-ID regression; both tokenizer regressions but distinct concrete bugs." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "AutoTokenizer loading regression in v5 is not the same bug as missing special-token insertion for mdeberta-v3." + "reason": "Missing image patch-count method vs InternVL2 meta-initialization incompatibility; different model-support issues." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Missing image-patch helper is unrelated to old InternVL2 checkpoints breaking under meta initialization." + "reason": "AutoTokenizer v5 loading issue vs mDeBERTa add_special_tokens behavior; not the same failure mode." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and documentation parameter-name mismatch are not duplicate code bugs." + "reason": "Notebook syntax error vs docstring parameter-name mismatch; one is a content bug, the other documentation." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Import NameError in sentence-transformers is unrelated to Qwen2.5-VL import availability." + "reason": "Missing nn import in sentence-transformers vs missing Qwen2.5-VL export; different import-resolution bugs." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Cleanup-space regression and Deepseek tokenizer incorrect results are separate tokenizer failures." + "reason": "General tokenization cleanup-space regression vs DeepSeek tokenizer output regression; unrelated tokenizer issues." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache tensor indexing crash versus auto_docstring future-annotations crash are different subsystems." + "reason": "Serve KV-cache continuation indexing crash vs auto_docstring future-annotations AttributeError; different code paths." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Cleanup-space behavior change does not match the Kimi-K2.5 codec-handling regression." + "reason": "cleanup_space tokenizer change vs Kimi-K2.5 codec-handling regression; separate tokenizer bugs." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "position_ids buffer access error is a different issue from DeepSpeed causing optimizer.step to run twice." - }, - { - "left": "issue:44075", - "right": "issue:46231", - "accept": false, - "reason": "Optimizer argument handling bug and a docs typo in set_training are not the same code-path problem." + "reason": "Reading registered position_ids buffer error vs DeepSpeed double optimizer.step invocation; not the same issue." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Tokenizer cleanup-space behavior is unrelated to processor.tokenizer / image-passing regression in custom model code." + "reason": "Tokenizer cleanup-space regression vs processor.tokenizer/images regression in v4.57.5; different API breaks." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Both mention Qwen3 variants, but the tied-weights warning and missing tensor-parallel plan are different defects." + "reason": "PEFT version pin issue vs leftover dummy classes leaking into dir(transformers); unrelated maintenance problems." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "PEFT version pinning issue and leftover dummy-class cleanup are unrelated maintenance problems." + "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3.5 MoE; different model implementations." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained behavior and tokenizer_class metadata mismatch affect different save paths." + "reason": "FP8 MoE save_pretrained bug vs tokenizer_class mismatch in tokenizer_config.json; different save_pretrained layers." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing import from image_utils is unrelated to stale dummy classes leaking into dir(transformers)." + "reason": "Missing image_utils import vs leftover dummy classes in dummy_pt_objects; unrelated cleanups." + }, + { + "left": "issue:42898", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer cleanup-space regression vs auto_docstring crash from future annotations; completely different areas." + }, + { + "left": "issue:44496", + "right": "issue:45092", + "accept": false, + "reason": "Unrecognized model/config loading error vs remote-code checkpoint meta-init incompatibility; different load-time failures." + }, + { + "left": "issue:44568", + "right": "issue:44779", + "accept": false, + "reason": "mDeBERTa special-token insertion bug vs DeepSeek tokenizer incorrect results; distinct tokenizer regressions." } ] }, @@ -13330,8 +13239,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -13388,249 +13297,249 @@ "issue:27957|issue:30333", "issue:30333|issue:34689", "issue:44297|issue:45656", - "issue:44448|issue:46132", "issue:44222|issue:44623", - "issue:30333|issue:36331", "issue:43479|issue:43644", - "issue:42796|issue:43723", + "issue:30333|issue:36331", + "issue:44448|issue:46132", "issue:42831|issue:44623", "issue:30333|issue:35141", + "issue:42796|issue:43723", "issue:22355|issue:28282", - "issue:45245|issue:46132", "issue:46209|issue:46431", + "issue:45245|issue:46132", "issue:41628|issue:42757", "issue:43475|issue:46305", "issue:44297|issue:45310", "issue:43122|issue:46209", "issue:43723|issue:44977", - "issue:45381|issue:46305", "issue:45071|issue:46082", + "issue:45381|issue:46305", "issue:44263|issue:45092", "issue:44206|issue:45103", "issue:43232|issue:46424", "issue:44222|issue:44484", - "issue:44734|issue:46421", "issue:44373|issue:44485", + "issue:44734|issue:46421", "issue:43232|issue:45834", "issue:44295|issue:44623", "issue:44190|issue:46082", "issue:43723|issue:44871", "issue:44279|issue:46328" ], - "prepared_review_unit_hash": "16055b342215787629e40ebc54d606e00a53d57d0f8d3d2f31c79b9800d4d0b3", + "prepared_review_unit_hash": "d7230b937992931a1dba08d5c8d9276098b2c35145d04388b348ad751662edfa", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36724, - "estimated_input_tokens": 9181, - "estimated_eval_tokens": 18618 + "serialized_chars": 36725, + "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 heterogeneous: the soft edges are mostly weak topical overlaps (imports, tokenizers, config, generation, cache, FP8, etc.) rather than the same underlying bug. No PRs are present, and there is no clear duplicate canonical issue.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a defensible canonical: the items cover many unrelated failure modes, so the cluster should likely be split instead of deduplicated.", + "summary": "This cluster is very heterogeneous: most soft links are only superficial overlaps on terms like import, tokenizer, cache, or save_pretrained, not the same bug. I would not merge any of the proposed pairs.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43723 is the broadest concrete v5 regression in the set (tokenizer loading), so it is the closest thing to a representative anchor, but the cluster overall is too mixed to be a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative; the set is too broad to treat as one bug report.", + "best_issue_reason": "If one issue must be chosen, 43723 is the most generally useful and user-facing representative of the scattered tokenization/loading regressions; however, it does not subsume the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Different problems: Flash Attention 2 model support vs MLflow reporting on failed training jobs." + "reason": "Flash Attention 2 on XLM-Roberta is unrelated to MLflow reporting after failed training jobs." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Unrelated: MLflow job-status reporting vs Llama 3.2 Vision model-loading regression." + "reason": "MLflow failure-reporting and Llama 3.2 Vision model loading are different code paths and failures." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to optimizer stepping twice under deepspeed." - }, - { - "left": "issue:44448", - "right": "issue:46132", - "accept": false, - "reason": "Different code paths: Pegasus output changes vs AttentionInterface.register altering callback behavior." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to a deepspeed optimizer-step duplication bug." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE model serialization and the other is missing processor files." + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are both save-related but refer to different objects and failures." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Training-job MLflow reporting is unrelated to CustomTrainer.compute_loss signature changes." + "reason": "Multimodal config defaults when None is passed is unrelated to non-persistent buffer initialization junk." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Config default initialization bug vs non-persistent buffer initialization bug." + "reason": "MLflow job status reporting has nothing to do with Trainer.compute_loss signature changes." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading regression are different bugs." + "reason": "A model output regression across versions is not the same bug as AttentionInterface.register changing callback behavior." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression is unrelated to processor.save_pretrained missing files." + "reason": "FP8 accuracy issues are unrelated to processor serialization missing files." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow failure reporting and embedding resize/post_init reinitialization are unrelated." + "reason": "MLflow failure reporting is unrelated to embedding reinitialization in post_init." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Both are import errors, but for different missing dependencies and modules." + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading failure are different tokenizer bugs." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Category-cardinality runtime error is unrelated to AttentionInterface.register behavior changes." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are separate import/setup problems." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 is unrelated to processor chat-template absence." + "reason": "FP8 inference failure on B200 is unrelated to missing chat-template support in a processor." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limits in an encoding path do not match AttentionInterface.register behavior changes." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different import failures in different packages/modules; not the same bug." + "reason": "AutoImageProcessor import failure and is_offline_mode import failure are distinct missing-symbol issues." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM 3 Vision missing attribute and MoonshineStreaming mask off-by-one are unrelated." + "reason": "SAM 3 missing attribute and MoonshineStreaming off-by-one masking are unrelated model bugs." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer-class metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer_class mismatch in saved config is not the same as Qwen3.5 MoE from_pretrained load failure." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization differences across versions are unrelated to FP8 inference failures on B200." + "reason": "Tokenization changes across versions are unrelated to FP8 inference on B200 hardware." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation failure are different code paths." + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failures are different issues." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Both mention positional handling, but they are model/modality-specific and not the same defect." + "reason": "PretrainedConfig type-checking regression is not the same as LlamaConfig head_dim validation." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Config type-checking regression is unrelated to LlamaConfig head_dim validation." + "reason": "Wrong vision_position_ids in Qwen2.5-VL videos is unrelated to the MoonshineStreaming window-mask off-by-one." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return values bug is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "torch.split indexing in a MoE helper is unrelated to remote-code checkpoint meta-init incompatibility." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor argument handling and auto-docstring annotation crashes are unrelated." + "reason": "Unsupported center argument in a feature extractor is unrelated to auto_docstring crashing on future annotations." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update after sync_gpus is not the same bug as cache max_cache_length handling." + "reason": "Generation kwargs update after sync_gpus and cache max length semantics are different cache-generation bugs." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained issue is unrelated to the default 50GB shard-size question." + "reason": "FP8 MoE save_pretrained failure is not the same as the default max_shard_size question." }, { - "left": "issue:44734", - "right": "issue:46421", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "KV-cache continuation indexing crash and chunked-prefill cache recompilation are different cache bugs." + "reason": "A wrong docstring for position_ids is unrelated to a GLM-5 RoPE implementation discussion." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44734", + "right": "issue:46421", "accept": false, - "reason": "Docstring typo/accuracy issue is unrelated to GLM-5 RoPE implementation." + "reason": "KV-cache continuation indexing in serve is different from lazy cache initialization causing recompilation." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation sync_gpus bug is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Generation state update after sync_gpus is unrelated to a long OCR input index error." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer read error is unrelated to missing processor save_pretrained files." + "reason": "Reading position_ids after buffer registration is unrelated to processor.save_pretrained missing files." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Local dataset loading in a training script is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression and eos_token_id config inconsistency are different failures." + "reason": "AutoTokenizer loading failure and eos_token_id mismatch in Gemma-3 are different tokenizer/config problems." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A vague dependency issue is not the same as a SequenceFeatureExtractor.pad performance regression." + "reason": "A vague dependency issue with transformers is unrelated to a SequenceFeatureExtractor.pad performance regression." } ] }, @@ -13649,8 +13558,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -13723,32 +13632,32 @@ "issue:39401|issue:44568", "issue:42796|issue:43122", "issue:42831|issue:45753", - "issue:42886|issue:43066", "issue:22355|issue:28218", - "issue:44368|issue:46305", "issue:27957|issue:30990", - "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:44368|issue:46305", "issue:43232|issue:45593", "issue:43408|issue:46369", + "issue:42886|issue:42994", "issue:43646|issue:46002", "issue:43550|issue:46132", "issue:43576|issue:43784", "issue:42371|issue:44263" ], - "prepared_review_unit_hash": "3b02d830f508d6e19d31df2c7ae0dc1e8cb83edeb578de6745923a41d930b682", + "prepared_review_unit_hash": "eb588b412f59481b6a34bbcedc5a99eee05b74d7c5ca89a1214c247c798195d6", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36250, + "serialized_chars": 36252, "estimated_input_tokens": 9063, "estimated_eval_tokens": 18382 }, @@ -13757,192 +13666,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated model, tokenizer, import, or config bugs, and there are no pull requests. I treated the broad import-regression report as the best issue anchor, but rejected all soft edges as non-duplicates.", - "confidence": 0.68, - "canonical_issue_reason": "Issue #45278 is the broadest umbrella item here: it captures multiple import failures after a version upgrade, making it the most representative anchor for this mixed set.", + "summary": "This set is a loose collection of unrelated Transformer bugs and regressions; none of the soft pairs look like true duplicates, so no single canonical issue emerges.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a clear canonical target here: the items span many unrelated bugs, and the soft matches are only broad topical similarities, not the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Best general issue candidate for dedup triage because it summarizes a class of upgrade-related import breakages; the other issues are narrower, model- or tokenizer-specific reports.", + "best_issue_reason": "No global best issue to anchor the cluster; there is no duplicate-equivalent problem statement that covers the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Different failures: chat/completions request validation vs Gemma4Processor missing _tokenizer." + "reason": "Different failures: one is a chat-completions API acceptance regression, the other is a Gemma4Processor serve crash. Same general area, not the same bug." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same subsystem (DSA indexer) but different bugs: torch.split behavior vs missing ReLU." + "reason": "Both involve the DSA indexer, but they describe different defects (torch.split behavior vs missing ReLU) and different code paths." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Different quantization save/load paths: dequantized Ministrals/Devstrals vs sinq models." + "reason": "Both are quantization save/load problems, but they affect different models and failure modes; too broad to be one underlying bug." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Different models and code paths: InternVL2 meta-init incompatibility vs Qwen3.5 visual encoder save keys." + "reason": "Both concern multimodal save/load regressions, but one is meta-init incompatibility and the other is wrong visual encoder keys. Distinct issues." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Unrelated bugs: MLA RMS norm epsilon precision issue vs InternVL2 meta initialization failure." + "reason": "Unrelated model/config bugs: rms_norm_eps precision issue versus remote-code meta-initialization incompatibility." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Different symptoms and models: stuck loading sentence-transformers vs zero probabilities in SigLIP2." + "reason": "SentenceTransformers loading hang versus SIGLIP2 zero probabilities are different symptoms, models, and code paths." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Different code paths: non-persistent buffer initialization junk vs sliding-window mask off-by-one." + "reason": "One is a broad buffer-initialization regression, the other is a MoonshineStreaming mask off-by-one. Not the same bug." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Different failures: FineGrainedFP8 accuracy regression vs Qwen3.5 MoE from_pretrained error." + "reason": "Different problem classes: FineGrainedFP8 accuracy versus Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Different issues: Flash Attention 3 training degeneration vs NaNs in classification heads after init." + "reason": "Both affect training/init behavior, but one is flash_attention_3 degenerate training and the other is NaNs in classification heads. Not duplicate." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "One is a functional DSA-indexer bug; the other is only a docstring fix." + "reason": "A runtime indexer bug versus a docstring error; these are not the same underlying issue." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different registration fixes." + "reason": "Both are import errors, but for different exported symbols and likely different fixes." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different bugs: FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe failure in v5." + "reason": "Different model-specific regressions: FP8 accuracy issue versus Qwen3-VL-Moe bug." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Different config bugs in different models: default multimodal configs vs GPTNeoX rotary_pct reload." + "reason": "Both are config/state persistence problems, but one is multimodal default-init handling and the other is GPTNeoX rotary_pct reload behavior." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Same model family, but different problems: wrong model-type warning vs text encoder weights not loading." + "reason": "Same model family (sam3) but different defects: wrong type warning versus text encoder weights not loading." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." + "reason": "Completely different areas: ONNX import path missing versus XLM-R Flash Attention 2 support." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both are upgrade-related import issues, but not the same concrete missing symbol or failure path." + "reason": "A specific huggingface_hub import failure versus broad import errors after upgrading Transformers; not the same concrete bug." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer bugs: wrong offset mapping vs BOS/EOS not added." + "reason": "Tokenizer bugs, but different symptoms and tokenizers: offset_mapping mismatch versus add_special_tokens not adding BOS/EOS." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenization drift, but they describe different model-specific bugs and outputs." + "reason": "Both involve tokenization regressions, but one is BPE-marker handling for a specific tokenizer and the other is a broader tokenization change across versions." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Unrelated: FP8 accuracy regression vs Qwen3_5 image-triggered infinite loop." - }, - { - "left": "issue:42886", - "right": "issue:43066", - "accept": false, - "reason": "Different regressions: offline cache loading failure vs wrong tokenizer decoder type in v5." + "reason": "No overlap in failure mode: FP8 accuracy issue versus an image-triggered infinite loop in Qwen3_5." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Completely different topics: missing onnx import vs tokenizer spacing after added token." - }, - { - "left": "issue:44368", - "right": "issue:46305", - "accept": false, - "reason": "Different issues: tie_word_embeddings warning vs sliding-window mask off-by-one." + "reason": "An import/module resolution issue versus an added-token spacing bug; unrelated defects." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Different problems in different contexts: Flash Attention 2 support vs loading hang." + "reason": "Different subsystems and symptoms: Flash Attention 2 support versus loading hangs in SentenceTransformers." }, { "left": "issue:42886", - "right": "issue:42994", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure versus wrong tokenizer decoder type in v5; different code paths." + }, + { + "left": "issue:44368", + "right": "issue:46305", "accept": false, - "reason": "Unrelated failures: offline tokenizer cache vs quantized model save failure." + "reason": "A config warning about tie_word_embeddings versus a sliding-window mask off-by-one. Not the same issue." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Different subsystems entirely: generation kwargs sync logic vs D-FINE denoising losses." + "reason": "Generation-state sync bug versus D-FINE auxiliary-loss behavior. Completely different concerns." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Same family (sam3) but different bugs: tracker warning vs memory overflow in litetext." + "reason": "SAM3 warning/about model type mismatch versus memory overflow in sam3-litetext. Same family, different bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline-cache loading versus quantized model save failure; different failures." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Different regressions: custom model init breakage vs NaNs in classification heads." + "reason": "Broad custom model initialization regression versus NaNs in classification heads; not duplicate-equivalent." }, { "left": "issue:43550", "right": "issue:46132", "accept": false, - "reason": "Different code paths: Bamba torch.compile/SDPA failure vs AttentionInterface.register behavior change." + "reason": "torch.compile/SDPA failure versus AttentionInterface.register behavior change. Both attention-related, but distinct bugs." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Unrelated: transformers env CLI issue vs sentence-transformers import NameError." + "reason": "Broken CLI command versus import-time NameError in sentence-transformers. Different artifacts and fixes." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "No meaningful overlap: TF32 settings warning vs DSA-indexer torch.split bug." + "reason": "TF32 settings warning/regression versus a torch.split indexer issue; no shared underlying defect." } ] }, @@ -13961,8 +13870,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -14028,16 +13937,16 @@ "issue:39401|issue:44488", "issue:43122|issue:44521", "issue:43784|issue:45600", - "issue:44704|issue:45290", "issue:42907|issue:44964", + "issue:44704|issue:45290", "issue:43122|issue:46326", "issue:39401|issue:44521", "issue:44360|issue:44485", "issue:44038|issue:44297", "issue:43116|issue:45200", "issue:44625|issue:44829", - "issue:44038|issue:44295", "issue:43408|issue:43475", + "issue:44038|issue:44295", "issue:42907|issue:43452", "issue:43122|issue:44514", "issue:44038|issue:44222", @@ -14048,226 +13957,226 @@ "issue:36296|issue:43116", "issue:43278|issue:44945" ], - "prepared_review_unit_hash": "59344a7c77e1baf2993465226de7cb00ed408eb67c068d51d05f913125ef1547", + "prepared_review_unit_hash": "b26a23ba3a82b18f8c7a4ea891990ddae5ced95edd0cc0c53a7b70bd924a195a", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36393, - "estimated_input_tokens": 9099, - "estimated_eval_tokens": 18454 + "serialized_chars": 36391, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly superficial similarities across unrelated bugs. This set spans import errors, tokenizer behavior, multimodal chat templates, training, saving, and model-specific regressions, so no pair looks like the same underlying issue/change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: most items are only loosely similar by surface area (imports, tokenization, model loading, training, save_pretrained) and do not look like true duplicates. No soft edge is convincing enough to merge.", + "confidence": 0.28, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report here and has multiple inbound references, making it the least bad representative despite the cluster being mostly unrelated.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43122 is the most central of the tokenizer-related issues, but the cluster overall does not form a strong duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Both mention position-related behavior, but one is a torch.compile attention-kernel divergence bug and the other is a docstring issue; not the same bug." + "reason": "Different problems: attention-kernel divergence under torch.compile vs a docstring mismatch." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Both concern from_pretrained plumbing, but one is TOKENIZER_MAPPING_NAMES None handling and the other is cached_file kwargs passthrough; different code paths." + "reason": "Both involve loading paths, but one is a tokenizer mapping None bug and the other is AutoProcessor kwargs not reaching cached_file." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Both are about position_ids/tokenizer save behavior, but one is reading a registered buffer and the other is tokenizer_class metadata mismatch; distinct failures." + "reason": "Unrelated: reading a registered position_ids buffer vs tokenizer_class written to tokenizer_config.json." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Different symptoms and subsystems: Sentence Transformers loading hang vs MacOS bus error with a CLIP model." + "reason": "Different failures: loading gets stuck vs a MacOS bus error with a CLIP model." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "LayerNorm epsilon precision mismatch is unrelated to a wrong docstring for position_ids." + "reason": "Numerical precision issue in MLA q_a_layernorm vs a docstring issue." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Dequantized save_pretrained failure is unrelated to incorrect LLM output under pipeline parallelism." + "reason": "Saving dequantized models and pipeline-parallel output correctness are different code paths." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Both involve model internals, but Smollm3 RoPE layer dropping and Qwen3-Next tied-weights warnings are different model-specific bugs." + "reason": "Smollm3 RoPE-layer selection bug is not the same as a Qwen3-Next tied-weights warning." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but AutoImageProcessor import failure and many import errors after a major version upgrade are too broad and not the same issue." + "reason": "Both are import errors, but one is a specific missing symbol and the other is a broad version-upgrade breakage." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models and invalid GenerationConfig errors are unrelated." + "reason": "Save-pretrained for dequantized weights is unrelated to GenerationConfig validation." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility breakage is unrelated to incorrect outputs under pipeline parallelism." + "reason": "Python version compatibility and pipeline-parallel output corruption are separate issues." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Tokenizer offset_mapping bug for Qwen3 is unrelated to a model loading failure for cjvt/sleng-bert." + "reason": "Tokenizer offset_mapping bug vs failure to load a specific model checkpoint." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Different tokenizer/template bugs: version-dependent tokenization changes vs multimodal assistant_masks all-zero output." + "reason": "Tokenizer regression vs apply_chat_template assistant_masks behavior for multimodal inputs; not the same bug." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Importing sentence-transformers with latest transformers and Sam3LiteText auto_mappings CI breakage are different import/config issues." + "reason": "Importing sentence-transformers with NameError nn is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "AutoProcessor kwargs forwarding and chat_template crashes on tool-call assistant messages are different bugs." + "reason": "Dequantized save failure is unrelated to loading Phi-4 multimodal with latest transformers." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Model saving failure is unrelated to loading a specific multimodal model." + "reason": "Cached-file kwargs forwarding is a different path from chat-template crashes on tool-call messages." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Different tokenizer behavior regressions: version-to-version tokenization drift vs continue_final_message with mistral_common." + "reason": "Different tokenization-related symptoms, but not the same underlying bug or code path." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Qwen3 offset mapping and multimodal assistant mask generation are separate tokenizer/template problems." + "reason": "Wrong offset_mapping and zero assistant_masks are distinct tokenizer/template bugs." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation concerns." + "reason": "A missing ReLU in DSA indexing is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer.save_pretrained metadata mismatch affect different components." + "reason": "Qwen3-VL-Moe model bug vs tokenizer.save_pretrained class metadata bug." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Empty results in an example classification script and Gemma 4 mm_token_type_ids defaults are different issues." + "reason": "Empty multi-label classification results and missing mm_token_type_ids defaults are different failures." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." + "reason": "num_labels propagation and flash_attention_3 degenerate training are not the same bug." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Qwen3-VL-Moe and position_ids buffer reading are unrelated." + "reason": "Model-type warning for SAM 3 video vs missing fpn_position_embeddings attribute." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Model-type warning for sam3_video vs sam3_tracker is not the same as missing fpn_position_embeddings on Sam3VisionEncoderOutput." + "reason": "Qwen3-VL-Moe loading bug is unrelated to position_ids buffer reading." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models and gguf_file failures in from_pretrained are different code paths." + "reason": "Dequantized save_pretrained issue is unrelated to gguf_file breaking from_pretrained calls." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Version-dependent tokenization differences are unrelated to batched apply_chat_template padding=False crashes." + "reason": "Different tokenizer-related crashes: version-to-version tokenization change vs batched chat-template crash with padding=False." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe loading issues are distinct from FP8 save_pretrained for moe." + "reason": "Qwen3-VL-Moe load failure vs FP8 save_pretrained for moe are different operations and bugs." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import failures, but Qwen2_5_VLForConditionalGeneration missing and HybridCache missing are different symbols and regressions." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import is not the same as missing HybridCache import." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 save_pretrained behavior, but one is a saved-checkpoint regression and the other is a from_pretrained error; not clearly the same bug." + "reason": "Both concern Qwen3.5, but one is save_pretrained checkpoint corruption and the other is from_pretrained instantiation failure." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "A missing transformers.onnx module and tokenizer slow/fast inconsistency are unrelated." + "reason": "onnx module import failure is unrelated to slow/fast tokenizer inconsistency." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but is_offline_mode from huggingface_hub and HybridCache from transformers are different dependency issues." + "reason": "Different missing symbols from different packages: huggingface_hub offline mode vs transformers HybridCache." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and empty multi-label classification example output are unrelated." + "reason": "Tensor parallel training bug is unrelated to the classification example returning empty results." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype change during evaluate is unrelated to incorrect outputs under pipeline parallelism." + "reason": "dtype drift in evaluation is not the same as incorrect outputs under pipeline parallelism." } ] }, @@ -14286,8 +14195,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -14351,14 +14260,14 @@ "issue:44188|issue:46328", "issue:42673|issue:45072", "issue:43611|issue:46002", - "issue:44355|issue:46231", "issue:42371|issue:43874", "issue:43116|issue:43493", + "issue:44355|issue:46231", "issue:44038|issue:45478", "issue:44625|issue:46002", "issue:43976|issue:45446", - "issue:42222|issue:43441", "issue:44075|issue:44936", + "issue:42222|issue:43441", "issue:45357|issue:45478", "issue:43116|issue:43825", "issue:45083|issue:45446", @@ -14369,210 +14278,217 @@ "issue:44380|issue:46077", "issue:44117|issue:45588", "issue:43827|issue:45446", - "issue:39401|issue:44779" + "issue:39401|issue:44779", + "issue:43673|issue:46328" ], - "prepared_review_unit_hash": "fbcf486132484307c976f8a244ac7014896b73d96f5462ca4e614e50fb1ced09", + "prepared_review_unit_hash": "31703d21ba9be87440ee29927c5ca07cabf2cc8e0712a012685d198f1f184d32", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36051, - "estimated_input_tokens": 9013, - "estimated_eval_tokens": 18282 + "soft_pair_count": 30, + "serialized_chars": 36348, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly loosely similar regression reports, but none of the soft pairs look like the same underlying bug/change closely enough to merge. I rejected all candidate duplicate links.", - "confidence": 0.86, - "canonical_issue_reason": null, + "summary": "No strong duplicate cluster emerges from these items: most pairs are only loosely similar by subsystem or version, not the same concrete bug. I would not merge any of the soft edges based on the available titles/bodies alone.", + "confidence": 0.87, + "canonical_issue_reason": "If a single issue must anchor the cluster, issue:45278 is the broadest umbrella because it reports multiple import failures after a version upgrade, while most other items are narrower and unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a clear canonical for this set: the items span many unrelated bugs, regressions, and doc/API problems rather than one duplicate cluster.", + "best_issue_reason": "issue:45278 is the best representative only as the most general regression report in the set; it is not a true duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Both are import/loading failures, but one is a missing backend dependency and the other is a Python 3.14 startup failure; different causes and fixes." + "reason": "Different failure modes: backend/package extras missing vs Python 3.14 load failure." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Both mention Qwen3.5, but one is a model discrepancy vs JAX and the other is an infinite-loop image bug; not the same defect." + "reason": "Different models and symptoms; SigLIP2 discrepancy is unrelated to Qwen3.5 infinite-loop behavior." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Unrelated: missing `transformers.onnx` module import vs a layoutlmv3 validation error message issue." + "reason": "An import-path/module-not-found bug is unrelated to a LayoutLMv3 error-message clarity issue." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Both involve config propagation/loading paths, but one is missing `embed_tokens.weight` in UMT5Encoder and the other is AutoProcessor kwargs not reaching `cached_file`." + "reason": "Different code paths: model weight loading vs AutoProcessor/cached_file kwargs forwarding." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different code paths and symptoms: decoder type vs incorrect Deepseek tokenization." + "reason": "Both are tokenizer regressions, but they affect different models and concrete behaviors." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both concern GLM-5, but one is invalid GenerationConfig handling and the other is RoPE implementation discussion; not the same bug." + "reason": "GLM-5 config validation and RoPE implementation are distinct issues, not the same bug." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Both are import errors after version changes, but the former is a specific missing symbol and the latter is a broad upgrade breakage report." + "reason": "45278 is a broad upgrade regression, but the specific import error is not clearly the same underlying cause from the title alone." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Different areas entirely: attention-kernel divergence under `torch.compile` vs a performance issue in `SequenceFeatureExtractor.pad`." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a SequenceFeatureExtractor padding performance issue." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "Both are runtime issues, but one is VRAM leakage in `Qwen3ForCausalLM` and the other is dtype mismatches in CI inference for different models." + "reason": "VRAM leakage in multithreaded Qwen3ForCausalLM and bfloat16 dtype mismatches are different bugs." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Base-model-prefix loading regression vs NaNs in classification heads; different failure modes and likely different fixes." - }, - { - "left": "issue:44355", - "right": "issue:46231", - "accept": false, - "reason": "Compiled Python load errors are unrelated to a docs/API parameter-name mismatch in `set_training()`." + "reason": "Model loading with base_model_prefix and NaNs after checkout/init are separate training/loading problems." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API settings warning is unrelated to a missing image-processor method breaking multimodal token counting." + "reason": "TF32 API guidance and a missing image-processor method are unrelated." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label output bug is unrelated to the SigLIP2 implementation discrepancy." + "reason": "Example-script multi-label output behavior is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file loading errors and a documentation parameter-name mismatch are not the same bug." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5/Moe and Transformers v5, but one is a general bug report and the other is a specific from_pretrained error; not enough evidence of the same root cause." + "reason": "Both involve Qwen3 MoE variants, but the reported failures are different model/version-specific load paths." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 is unrelated to NaNs in classification heads." + "reason": "num_labels propagation and NaNs in classification heads are different issues." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version support breakage and a PyTorch version check bug are different compatibility issues." + "reason": "Python-version compatibility and a PyTorch version gate for flex_attention are separate concerns." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Different model families and symptoms: vitpose model breakage vs Ministral FlashAttention failure." + "reason": "Optimizer argument handling and trainer.evaluate() failure after train() are not the same code-path bug." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Optimizer SGD argument handling is not the same as `trainer.evaluate()` failing after training; different code paths." + "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated model-specific regressions." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 Moe regressions, but one is save_pretrained key serialization and the other is from_pretrained loading; distinct bugs." + "reason": "Both are Qwen3.5 MoE-related, but one is save_pretrained key corruption and the other is a from_pretrained loading error." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script behavior is unrelated to pipeline() task-support error messaging." + "reason": "Empty multi-label outputs in an example script and stale pipeline error messaging are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Different subsystems: qwen3_omni_moe feature-length helper vs flex_attention import/version-check logic." + "reason": "A feature-extractor length helper bug is unrelated to a flex_attention version check." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to Ministral tokenizer BPE marker handling." + "reason": "VRAM leakage in inference threads and tokenizer BPE-marker handling are distinct bugs." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer-state mismatch is unrelated to missing GenerationMixin cache during chunked prefill." + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache during chunked prefill." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation and stale `num_return_sequences` warning are different generation issues." + "reason": "GenerationConfig validation and a stale warning about num_return_sequences are not the same bug." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression is not the same as Qwen3 wrong offset mapping; both are tokenizer-related but distinct." + "reason": "Tokenizer-loading regression is too broad to equate with a specific Qwen3 offset_mapping defect." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both involve attention behavior, but GPT2 scaling under SDPA/FlashAttention is not the same as Gemma4 using causal masks for bidirectional attention." + "reason": "GPT2 attention-scaling being ignored and Gemma4 bidirectional masks are different attention bugs." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping lookup failure is unrelated to a flash-attention crash on `s_aux=None`." + "reason": "Tokenizer mapping assumptions and flash_attention crash on s_aux=None are unrelated." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing removed pipeline() APIs is unrelated to a PyTorch version check bug." + "reason": "Documentation references to removed pipeline APIs are unrelated to a flex_attention import/version check." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer bugs, but one is offset mapping and the other is incorrect tokenization results in Deepseek; not the same issue." + "reason": "Different tokenizer families and symptoms; offset mapping vs incorrect results in v5 are not enough to merge." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and numpy-to-list conversion performance are unrelated." } ] }, @@ -14591,8 +14507,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -14609,7 +14525,6 @@ "issue:43122", "issue:43408", "issue:43450", - "issue:43673", "issue:43742", "issue:43906", "issue:43937", @@ -14636,6 +14551,7 @@ "issue:45405", "issue:45446", "issue:45478", + "issue:45542", "issue:45561", "issue:46002", "issue:46178", @@ -14647,27 +14563,26 @@ ], "soft_pairs": [ "issue:42673|issue:43906", - "issue:43673|issue:46328", "issue:44291|issue:45071", "issue:44466|issue:46002", "issue:43450|issue:43986", "issue:43937|issue:44977", "issue:45405|issue:45446", "issue:44410|issue:45310", - "issue:45341|issue:46328", "issue:45341|issue:45561", - "issue:43122|issue:46298", + "issue:45341|issue:46328", "issue:38617|issue:41628", + "issue:43122|issue:46298", "issue:44117|issue:45081", "issue:42222|issue:46178", "issue:45071|issue:46512", "issue:44829|issue:45216", - "issue:45362|issue:46328", "issue:43408|issue:43742", + "issue:45362|issue:46328", "issue:42617|issue:45341", - "issue:42490|issue:42673", "issue:42371|issue:44261", "issue:44877|issue:46231", + "issue:42490|issue:42673", "issue:44484|issue:45310", "issue:39401|issue:46209", "issue:43937|issue:44496", @@ -14675,210 +14590,205 @@ "issue:44933|issue:45278", "issue:42371|issue:42831", "issue:43066|issue:43122", - "issue:44410|issue:45478" + "issue:44410|issue:45478", + "issue:42222|issue:45542" ], - "prepared_review_unit_hash": "25ba51af11ca9d0438db341ccc0ffae3e257e65d585c2c9b6feacb22bca606c2", + "prepared_review_unit_hash": "4a9423d56d432fcea0e2b32d56c12248950fd418131600127d643b42d1d40e57", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36439, - "estimated_input_tokens": 9110, - "estimated_eval_tokens": 18476 + "serialized_chars": 36459, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenizer, import/API, model-loading, training, and testing-utils reports that are not the same underlying bug. No soft-edge pair looks mergeable with high confidence; the clearest duplicate-like subcluster is the repeated Qwen3.5 MoE `from_pretrained` regression (45310/45478), though it is not one of the provided soft pairs.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45310 is the best canonical anchor for the only clear duplicate subcluster: it is the earlier, concrete report of the Qwen3.5 MoE `from_pretrained` error, and 45478 appears to be the later twin report with the same title.", + "summary": "This cluster is a loose mix of Transformers issues across import regressions, tokenizer behavior, Qwen-specific bugs, testing utilities, and model-loading problems. The soft pairs mostly share only broad subsystem names, not the same concrete defect, so they should be kept separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the best representative of the cluster because it captures the broad v5 upgrade/import-regression theme that overlaps most with the other API-breakage items, even though the cluster is still heterogeneous overall.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the broadest triage anchor for the cluster as a whole because it captures the general import-regression theme after upgrading, even though it does not truly subsume the unrelated model- and test-specific bugs.", + "best_issue_reason": "issue:45278 is the strongest issue anchor here: broad, user-facing, and closest to the shared import/API-breakage subset. It is not a true duplicate of the others, but it is the most central representative available.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "Both mention Qwen3 and threading/repro context, but one is a VRAM leak in dataloader threads and the other is an isolated reproduction of a different issue; not the same bug." - }, - { - "left": "issue:43673", - "right": "issue:46328", - "accept": false, - "reason": "Chunked-prefill cache handling and feature-extractor padding performance are unrelated code paths and symptoms." + "reason": "Different Qwen/threading VRAM leak vs an isolated reproduction of another issue; no shared code-path bug." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both are v5-era regressions, but one is an init-empty-weights argument error and the other is a PreTrainedConfig type-checking break; different failures." + "reason": "Both are v5 regressions, but one is init_empty_weights/_is_hf_initialized and the other is PretrainedConfig type checking; different failures." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "One is tied-weights serialization/device-dependent state, the other is NaNs during checkout+init; not the same underlying defect." + "reason": "Serialization/tied-weights problem vs NaNs after checkout+init; unrelated symptoms and mechanics." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Both involve video models, but one is batched video processor shape output and the other is AutoProcessor crashing without torchvision; distinct issues." + "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision; different root causes." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 invalid GenerationConfig and Qwen3.5 flash-attention generation failures are different model-specific bugs." + "reason": "Different models and different generation failures; same broad area only." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A PEFT minimum-version bump and a PyTorch version guard for AuxRequest are separate dependency/version checks." + "reason": "PEFT version pinning issue vs PyTorch version check for flex_attention import; unrelated." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Qwen3Next missing projections is a model-architecture loading issue, while Qwen3.5 MoE `from_pretrained` is a different model family regression." + "reason": "Qwen3Next missing projections vs Qwen3.5 MoE from_pretrained error; distinct architectures and bugs." }, { "left": "issue:45341", - "right": "issue:46328", + "right": "issue:45561", "accept": false, - "reason": "Testing utility bug and feature-extractor padding performance bug are unrelated." + "reason": "Generic testing_utils bug vs xdist race on captured_info.txt; not the same defect." }, { "left": "issue:45341", - "right": "issue:45561", + "right": "issue:46328", "accept": false, - "reason": "Both touch testing utils, but one is a generic bug report and the other is a specific xdist race on `captured_info.txt`; different problems." + "reason": "Testing utils issue vs SequenceFeatureExtractor.pad performance bug; unrelated." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Tokenizer behavior regression and noisy logging are unrelated." + "reason": "Both are import errors, but for different missing symbols and different code paths." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different APIs and do not indicate the same bug." + "reason": "Tokenizer behavior regression vs noisy logging; no actual bug overlap." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping fallback behavior and Mistral regex patching/backend_tokenizer crash are different tokenizer-loading issues." + "reason": "TOKENIZER_MAPPING_NAMES None handling vs Mistral regex patch crash; different tokenizer-loading failures." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose breakage and a tensorflow_text backend-mapping error are separate subsystem failures." + "reason": "Vitpose model breakage vs tensorflow_text backend mapping error; unrelated." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "One is a PreTrainedConfig type-checking regression, the other is stale `config.dtype` after `from_config(dtype=...)`; related theme, but not the same bug." + "reason": "PretrainedConfig type-check regression vs stale dtype after from_config; different config bugs." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degeneration and incorrect `save_pretrained` checkpoint serialization are different Qwen3.5-related problems." - }, - { - "left": "issue:45362", - "right": "issue:46328", - "accept": false, - "reason": "Chat/model crash for Qwen3.5-35B and a feature-extractor padding performance issue are unrelated." + "reason": "Flash-attention training degeneration vs save_pretrained checkpoint regression; unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "SAM3 model-type warning and MobileLLM key error are different loading/configuration bugs." + "reason": "Model-type warning for sam3_tracker vs MobileLLM key error; different loading issues." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and MLA `rms_norm_eps` precision error are unrelated." + "reason": "TF32 API warning vs RMS norm epsilon precision issue; unrelated." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading for granite_speech and a documentation parameter-name mismatch are not the same issue." + "reason": "Strict granite_speech config loading vs a docs parameter-name typo; not the same bug." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:42490", + "right": "issue:42673", "accept": false, - "reason": "A missing import from `image_utils` may be part of broader upgrade fallout, but this is not the same concrete bug as the general 'many import errors' report." + "reason": "Trailing-slash import warning vs VRAM leak in dataloader threads; different problems." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "`max_shard_size` question and Qwen3.5 MoE `from_pretrained` failure are unrelated." + "reason": "Question about max_shard_size vs Qwen3.5 MoE from_pretrained error; unrelated." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and FP8 inference failure on B200 are unrelated." + "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200; no overlap." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and unrecognized model/model_type config loading are different classes of loading errors." + "reason": "GenerationConfig invalid vs unrecognized model_type in config.json; different loading paths." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for `layer_type_validation` and a feature-extractor helper bug are unrelated." + "reason": "ImportError for a missing symbol vs audio feature-extraction bug; unrelated." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "General import errors after upgrade are broader than, and not identical to, the specific missing import from `image_utils`." + "reason": "Both are import-regression themed, but this is a specific missing import from image_utils while the other is a broad upgrade-wide import breakage." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 settings API migration and FineGrainedFP8 accuracy regression are unrelated." + "reason": "TF32 API control issue vs FineGrainedFP8 accuracy problem; unrelated." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Wrong tokenizer decoder type and tokenization differences across versions are distinct tokenizer regressions." + "reason": "Tokenizer decoder-type issue vs tokenization change between versions; same area but not the same concrete bug." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Qwen3Next projection mismatch and Qwen3.5 MoE `from_pretrained` error are different model-loading failures." + "reason": "Qwen3Next projection bug vs another Qwen3.5 MoE from_pretrained error; distinct defects." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model warning vs undefined tf backend due to missing TensorFlow; unrelated." } ] }, @@ -14897,8 +14807,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -14952,14 +14862,13 @@ "issue:46369" ], "soft_pairs": [ - "issue:42222|issue:45542", "issue:44075|issue:45656", "issue:42175|issue:42222", "issue:44483|issue:45464", "issue:43097|issue:44493", "issue:43673|issue:45341", - "issue:43012|issue:43577", "issue:43874|issue:44261", + "issue:43012|issue:43577", "issue:44263|issue:44485", "issue:41628|issue:45071", "issue:45071|issue:45542", @@ -14980,245 +14889,239 @@ "issue:43986|issue:44484", "issue:44117|issue:44987", "issue:44261|issue:44485", - "issue:43531|issue:45341", - "issue:45440|issue:46172", "issue:43986|issue:45372", - "issue:43064|issue:44315", + "issue:45440|issue:46172", + "issue:43531|issue:45341", "issue:38617|issue:42757", + "issue:43064|issue:44315", "issue:43097|issue:45588" ], - "prepared_review_unit_hash": "ccdb07e0fbc89448eaa3fb61eed4c3559a0155469f01c4e9376fc63ff8f503e6", + "prepared_review_unit_hash": "d35822b931c3d11af8b81bc5560ecbd6d26bb23b132bd5ce80dee17150cfbe65", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37602, - "estimated_input_tokens": 9401, - "estimated_eval_tokens": 19058 + "soft_pair_count": 33, + "serialized_chars": 37307, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose similarity cluster rather than a true duplicate set. The issues span unrelated import errors, model-specific loading bugs, optimizer/runtime regressions, and docs/test nits, so I rejected every soft edge as not the same underlying bug or change.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43097 is the clearest representative of the set: it has a specific regression claim, clear version context, and broader downstream impact than the more model-specific or incidental reports.", + "summary": "This cluster is mostly heterogeneous: it contains many v5-era regressions and import/model-loading failures, but the soft pairs are not the same underlying bug. No pull requests are present.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43097 is the closest umbrella representative for the v5 breaking-change/regression subset, but it is not a true duplicate of most others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best single issue to anchor the cluster because it is well-scoped, user-facing, and described as a concrete v5 regression with some follow-up traffic.", + "best_issue_reason": "Issue 43097 is the best overall cluster representative because it is a concrete, broadly applicable API-break report rather than a highly model-specific one-off.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42222", - "right": "issue:45542", - "accept": false, - "reason": "Both mention TensorFlow/backend behavior, but one is about broken vitpose models and the other about installing torch-only extras; not the same code-path bug." - }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Different optimizer problems: SGD args ignored vs deepspeed causing a double optimizer step." + "reason": "Both mention optimizer behavior, but one is SGD args being ignored and the other is deepspeed causing a double optimizer step; different code paths." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Package/backend installation issue versus model breakage; too broad and not the same failure." + "reason": "TensorFlow extras install problem and broken vitpose models are unrelated failures." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both hit chat/completions, but one is a general API rejection and the other is a specific streaming inference failure on Qwen3.5-0.8B." + "reason": "One is a general /v1/chat/completions API rejection, the other is a Qwen3.5 streaming inference issue; not the same bug." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "One is a removed config method in v5.0.0; the other is unexpected position-id keys across many models. Different regressions." + "reason": "One is removal of tie_embeddings_and_encoder_decoder, the other is unexpected position-id keys; different regression." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Chunked-prefill cache handling and a testing_utils bug are unrelated." + "reason": "Generation cache/chunked_prefill bug vs a testing_utils bug; unrelated." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Both involve dtype behavior, but one is a warning during bfloat16 compilation and the other is model components staying float32 when loading BLIP2." + "reason": "Missing image-patch-count method and MLA rms_norm_eps precision mismatch are distinct model bugs." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Different GLM-family bugs: missing image-patch method vs missing rms_norm_eps in layernorm config." + "reason": "One is a PyTorch warning during bfloat16 compilation, the other is a dtype loading mismatch in BLIP2; different symptoms and fixes." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split return issue in a DSA indexer is not the same as a RoPE implementation bug." + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Importing AutoImageProcessor and PreTrainedConfig type checking are unrelated failures." + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are separate API regressions." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking breakage in config classes is unrelated to a TensorFlow backend installation problem." + "reason": "Type-checking regression in PreTrainedConfig vs undefined tf backend when only tensorboard is installed; not the same issue." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but one is XLM-Roberta support and the other is NemotronHForCausalLM support; different model paths." + "reason": "Both involve Flash Attention 2, but different models and different support problems; not mergeable as one fix." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Save-pretrained shard size behavior is unrelated to Qwen3.5 MoE from_pretrained loading." + "reason": "A question about max_shard_size is not the same as a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek/GLM internals and different bugs; no shared code-path evidence." + "reason": "GlmMoeDsaIndexer torch.split handling and deepseek-v4 transpose logic are different code paths." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to the deepseek-v4 dtype/transpose issue." + "reason": "Missing ReLU in the DSA indexer is unrelated to the deepseek-v4 dtype/transpose bug." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-family loading issues, but one is a weight-shape mismatch and the other is missing projections in layer 0." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are distinct model-loading failures." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Different FlashAttention problems: one is model support in v5 RC, the other is degenerate training with flash_attention_3." + "reason": "Ministral-3 FlashAttention failure and flash_attention_3 causing degenerate training are different bugs and fixes." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen-VL/Qwen3-VL-MoE loading issues with no concrete overlap in failure mode." + "reason": "Different Qwen3-VL-family issues with different failure modes; not the same underlying bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Config method removal and gguf_file handling are unrelated." + "reason": "Tie-embeddings removal and gguf_file loading breakage are unrelated regressions." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is not the same as a testing_utils bug." + "reason": "Unsafe sys.modules access is not the same as the testing_utils bug." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Missing torchvision during AutoProcessor loading is unrelated to the testing_utils issue." + "reason": "Missing torchvision during AutoProcessor loading and a testing_utils bug are unrelated." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "An infinite loop on a specific image is not the same as a memory overflow in sam3-litetext." + "reason": "Infinite-loop behavior on one image and memory overflow in sam3-litetext are different failure modes." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "A bad import from image_utils and a docs/parameter-name mismatch are unrelated." + "reason": "A missing import from image_utils and a documentation/parameter-name mismatch are not duplicates." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM bugs with different failing methods and symptoms." + "reason": "Different GLM internals: one missing method, the other torch.split output handling." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache missing in chunked_prefill and MaskGenerationPipeline dropping partial-batch results are different pipeline bugs." + "reason": "Chunked_prefill cache handling and MaskGenerationPipeline final-batch dropping are unrelated." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor without torchvision and max shard size in save_pretrained have no common underlying bug." + "reason": "AutoProcessor torchvision crash and a shard-size question have no shared bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping returning None may be related in theme, but the reported failure modes are not clearly the same bug." + "reason": "Tokenizer mapping None handling and loading physical-intelligence/fast are separate loading issues." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to GLM-5 RoPE implementation." + "reason": "MLA rms_norm_eps precision error and GLM-5 RoPE implementation are different model defects." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + "reason": "Both are import/loading problems, but one is missing torchvision and the other is a mistral_common ReasoningEffort import error." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepSeekV3MoE divergence from remote impl and a deepseek-v4 comb dtype/transpose issue are different problems." + "reason": "DeepseekV3MoE divergence from remote implementation is not the same as the deepseek-v4 transpose bug." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Missing torchvision for video AutoProcessor loading is unrelated to the ReasoningEffort import error in Gemma 4 processor loading." + "reason": "Qwen3-MoE sliding_window behavior and the testing_utils bug are unrelated." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Wrong optimizer states on nonzero ranks with FSDP2/PEFT is unrelated to Liger Kernel not being applied in model_init." + "reason": "Different missing imports from different modules; same broad symptom, but not the same underlying breakage." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Both are import errors from upstream packages, but they affect different missing symbols and different dependencies." + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applying under model_init are different training-stack issues." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Removed tie_embeddings method and flash_attention.py crashing on s_aux=None are unrelated failures." + "reason": "Tie-embeddings removal and an AttributeError in integrations/flash_attention.py are unrelated bugs." } ] }, @@ -15237,8 +15140,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -15307,8 +15210,8 @@ "issue:44938|issue:46178", "issue:43992|issue:44484", "issue:43208|issue:43550", - "issue:43066|issue:43906", "issue:42907|issue:44655", + "issue:43066|issue:43906", "issue:43012|issue:44368", "issue:43012|issue:43550", "issue:45712|issue:46298", @@ -15325,232 +15228,226 @@ "issue:43064|issue:44380", "issue:44222|issue:45478" ], - "prepared_review_unit_hash": "49a1ec11dd89819d7c46d27d9edc917c4679d70c492407559534950f4a8ceb82", + "prepared_review_unit_hash": "cb740c35e1797ef0370c9327e52d47eb02f136c9ea08bb07f9ff8e49af421414", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36859, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "serialized_chars": 36855, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most pairs are only loosely similar by subsystem or model family, not the same underlying defect. I would not merge any soft edge as a duplicate based on the available evidence.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45478 is the most concrete, version-scoped runtime failure in the set; the rest are mostly distinct bugs or ancillary warnings, so it is the best single representative if one issue must be chosen.", + "summary": "The set is highly heterogeneous: import errors, model-specific regressions, tokenizer/loading issues, trainer bugs, and warning/config regressions. None of the proposed soft pairs look like the same underlying bug or change, so I rejected all soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43097 is the broadest, clearest standalone v5 regression in the set and the best representative anchor if one issue must be chosen, though there is no true duplicate cluster here.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45478 is the most actionable and specific report here: it names a clear model family, a version boundary, and a failing from_pretrained path.", + "best_issue_reason": "Issue 43097 is the most representative user-facing regression among these unrelated reports: it describes a concrete API/behavior change in Transformers v5 with clear impact and discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Different bugs: a removed config flag warning versus a quantized model save/load regression." + "reason": "Different problems: a v5 embeddings-tie API removal vs quantized save/load breakage after serialization." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Different failure modes: stray API requests with local_files_only versus a missing encoder weight on load." + "reason": "Both involve loading behavior, but one is an unwanted API request despite local_files_only and the other is a missing embed_tokens weight on UMT5Encoder." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Same broad Qwen family, but one is missing attention projections and the other is a config field being dropped; not the same bug." + "reason": "Both are Qwen-family issues, but one is missing attention projections in qwen3next and the other is a config field being dropped in Qwen3_5MoeVisionConfig." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-related, but one is a generic v5/Qwen3-VL-Moe issue and the other is a specific missing-projection defect." + "reason": "Different model families and failures: Qwen3-VL-Moe bug versus qwen3next missing projections." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Separate import errors for different symbols; no shared code-path." + "reason": "Both are import errors, but they concern different symbols and likely different missing exports." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer construction conflict versus tokenizer mapping returning None; different root causes." + "reason": "One is an AddedToken constructor argument conflict; the other is TOKENIZER_MAPPING_NAMES returning None during from_pretrained." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Test flakiness from missing seeding is unrelated to a noisy logging message." + "reason": "A flaky integration test due to missing set_seed is unrelated to a noisy logging message." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "A v5 removal warning is not the same as a quantization/offloading behavior issue." + "reason": "Different code paths: missing indication for a removed config field versus offloading failure with quantization." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer evaluation failure after training is unrelated to importing Trainer failing because of datasets." + "reason": "Trainer.evaluate failing after train is not the same as Trainer import breaking when datasets is installed." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different subsystems: cached_file kwargs forwarding versus auto_docstring annotation handling." + "reason": "AutoProcessor cached_file kwargs passthrough and auto_docstring crashes under future annotations are unrelated subsystems." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video-model loading without torchvision is unrelated to tokenizer mapping assumptions." + "reason": "A crash loading video models without torchvision is unrelated to tokenizer mapping returning None." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Backend attention scaling bug versus cache lazy-init recompilation issue; different code paths." + "reason": "GPT2 attention scaling being ignored under SDPA/FlashAttention is a different issue from cache lazy initialization causing recompilation." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Both are import/load problems, but they affect different objects and dependencies." + "reason": "Different failures: missing Qwen2.5-VL class export versus AutoProcessor/torchvision loading crash." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python version load failure and tensorflow_text backend validation error are unrelated." + "reason": "Python 3.14 import/load failure and missing BACKENDS_MAPPING entry for tensorflow_text are unrelated." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing encoder weights versus max_shard_size semantics; not the same defect." + "reason": "A missing encoder weight on load is unrelated to the 50GB shard-size behavior in save_pretrained." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are different model-specific bugs." + "reason": "Distinct model-specific training bugs affecting xLSTM versus Bamba SDPA torch.compile." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction report." + "reason": "Saving dequantized models and saving Pipeline objects are different save_pretrained failure modes." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Save/load of dequantized models versus saving Pipeline objects; different object types and failure modes." + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another unrelated issue." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both are warning-related, but they concern different config fields and different behaviors." + "reason": "A bfloat16 precision warning during compile is unrelated to a tie_word_embeddings warning in Qwen3.5 fine-tuning." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision warning is unrelated to a compile-time SDPA failure." + "reason": "These are different model/backend problems with no shared failing code path." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Repository dummy-class cleanup is unrelated to logging noise." + "reason": "Leftover dummy classes and noisy logging are separate maintenance issues." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Model save/load failure and a specific-image infinite loop are not the same bug." + "reason": "Saving dequantized models has nothing to do with a Qwen3_5 image-specific infinite loop." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline task-support messaging and pipeline serialization are distinct issues." + "reason": "An incorrect translation-task suggestion in pipeline() is unrelated to saving Pipeline objects." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed flag behavior and noisy logging do not share a concrete code-path problem." + "reason": "A v5 API regression is not the same as a noisy logging message." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different attention-backend problems on different models; not mergeable as one fix." + "reason": "Both mention attention backends, but one is missing Flash Attention 2 support and the other is attention scaling being ignored under SDPA/FlashAttention." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash-Attention support on one model is unrelated to Python-version compatibility." + "reason": "Unsupported Flash Attention 2 on one model is unrelated to a Python-version compatibility failure." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor-transpose issue are separate model bugs." + "reason": "ESM2 breakage and a deepseek-v4 tensor transpose issue are unrelated model bugs." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper generation edge case is unrelated to importing Trainer." - }, - { - "left": "issue:44380", - "right": "issue:46132", - "accept": false, - "reason": "Attention scaling config ignored versus register() changing function behavior; different APIs." + "reason": "Whisper generation on empty transcription is unrelated to importing Trainer failing because datasets is installed." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "PatchTSMixer post_init validation and Trainer import failure have no shared root cause." + "reason": "A model config rule for patchtsmixer is unrelated to a Trainer import-time dependency conflict." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention backend scaling bug and degenerate classification loss are unrelated." + "reason": "Attention scaling being ignored and degenerate zero loss in sequence classification are different bugs." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is not the same as attention scaling behavior under SDPA/FlashAttention." + "reason": "Distributed optimizer state corruption is unrelated to GPT2 attention scaling under backend changes." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention MoE/quantization context, but one is FP8 save_pretrained while the other is a Qwen3.5 from_pretrained error; not the same concrete bug." + "reason": "FP8 save_pretrained issues and a Qwen3.5 MoE from_pretrained error are related only superficially; they are not the same concrete failure." } ] }, @@ -15569,8 +15466,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -15628,9 +15525,9 @@ "issue:42175|issue:46365", "issue:42490|issue:43012", "issue:38617|issue:43502", - "issue:43208|issue:43526", - "issue:43012|issue:44683", "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:43208|issue:43526", "issue:42757|issue:43824", "issue:45600|issue:46298", "issue:45698|issue:46172", @@ -15640,9 +15537,9 @@ "issue:44483|issue:45290", "issue:43299|issue:43867", "issue:42994|issue:44655", - "issue:42898|issue:43066", "issue:44625|issue:46365", "issue:36683|issue:43475", + "issue:42898|issue:43066", "issue:43756|issue:44485", "issue:45276|issue:46077", "issue:36010|issue:42757", @@ -15656,227 +15553,230 @@ "issue:43352|issue:45593", "issue:46077|issue:46082" ], - "prepared_review_unit_hash": "736308b63d9a42ca755562993f9e91399fb1bfd732380bc16df8071df455eff8", + "prepared_review_unit_hash": "5b2d151c5654c0f8fa990c489d4c957ae4e84551b2cafc8d67e0c7b5feb260b8", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36531, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "serialized_chars": 36525, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous mix of unrelated issues; the soft-similarity links do not look like true duplicates, so I rejected all of them. The most representative issue is the high-activity save/load regression report.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45698 is the most active and broadly framed bug report in the set, with detailed repros and inbound references around a save_pretrained/from_pretrained regression.", + "summary": "This cluster is mostly a set of unrelated Transformers issues linked only by broad textual similarity. The only plausible duplicate pair is the CLIP v5 regression around missing vision-model outputs; everything else is too semantically different to merge as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43761 is the most complete and specific representative of the CLIP v5 regression family, with a clear reproducer and broader regression framing; it also covers the same forward-output omission class as the related attentions report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best global representative because it has the strongest discussion signal and describes a concrete, reusable serialization/loading failure mode.", + "best_issue_reason": "issue:43761 is the best duplicate target here because it is detailed, regression-focused, and most useful as the anchor for the CLIP output-missing bug family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Different failures: Gemma3 config missing vocab_size vs Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Different failures in different areas: Gemma3 config attribute error vs Apple Silicon allocator TypeError." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Both mention dependency/import problems, but one is torch backend packaging and the other is Trainer import conflict with datasets." + "reason": "Unrelated import/install problems; one is missing TensorFlow backend in extras, the other is Trainer import affected by datasets." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Unrelated warnings: local path slash import warning vs bfloat16 compile warning." + "reason": "Both are runtime warnings, but the underlying bugs are unrelated: local path slash import warning vs bfloat16 compilation precision warning." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Different code paths: missing configuration_utils symbol vs local_files_only still making API requests." + "reason": "Different code paths: missing import from configuration_utils vs local_files_only still triggering network requests." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Distinct model bugs in different components (xLSTM training issues vs BeitImageProcessorFast label reduction)." + "reason": "One is an OpenAI-compatible chat-completions acceptance issue, the other is a chat-template crash on batched tool-call inputs." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "One is a PyTorch warning, the other is a flex_attention compile failure on newer torch." + "reason": "Distinct compiler/backend issues; bfloat16 warning is not the same as compiled flex_attention failing on torch >= 2.9." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Different surfaces: /v1/chat/completions request rejection vs Qwen2_5_VLProcessor batched chat template crash." + "reason": "Completely different models/components: xLSTM training bugs vs BeitImageProcessorFast label reduction behavior." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols from different modules." + "reason": "Both are ImportErrors, but for different missing symbols from different packages and different fixes." }, { "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "CI break from removed Sam3LiteText config refs is unrelated to a noisy logging message." + "reason": "CI break from removed Sam3LiteText configs is unrelated to a noisy logging message." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Serialization/loading regression vs a DeepSeek-V4 dtype/transpose bug; not the same issue." + "reason": "Different persistence/serialization paths: wrong custom module reload vs DeepSeek tensor dtype/transpose bug." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same model family, but one is a general Qwen3-VL-Moe bug and the other is fp8 inference support." + "reason": "Same model family, but one is a loading regression and the other is an fp8 inference support request; not the same bug." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP attentions missing is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + "reason": "CLIP missing attentions and GPT2 attention scaling under SDPA/FlashAttention are different model/back-end regressions." }, { "left": "issue:43618", "right": "issue:43761", - "accept": false, - "reason": "Related CLIP regressions, but different outputs and likely separate forward-path bugs." + "accept": true, + "reason": "Same CLIP v5 forward-output regression family: both report missing outputs from the CLIP vision forward path and could plausibly be fixed together." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat-completions endpoint validation issue vs assistant tool-call template crash; different failure modes." + "reason": "Different request parsing layers and symptoms; chat-completions rejection is not the same as tokenized chat-template crashes." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are load/save problems, but one is Qwen3.5 checkpoint regression and the other is a sorted-state_dict loading error." + "reason": "Different model-loading failures: Qwen3VL MoE incompatibility vs state_dict ordering causing load errors." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure is not the same as Pipeline.save_pretrained failing." - }, - { - "left": "issue:42898", - "right": "issue:43066", - "accept": false, - "reason": "Tokenizer behavior change and wrong decoder type are both v5 tokenizer issues, but not the same bug." + "reason": "Both involve save/load APIs, but one is quantized model saving and the other is Pipeline serialization; not the same concrete bug." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug is unrelated to the Trainer import conflict." + "reason": "Different issues in different subsystems: Qwen3.5 config propagation vs Trainer import interference from datasets." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different model-specific attribute errors in Gemma3 config and SAM 3 Video output classes." + "reason": "Both are attribute errors, but they affect unrelated models and missing fields." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Separate v5 behavior changes: tokenization-space cleanup vs wrong tokenizer decoder type." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but one is a Smollm3 architecture mismatch and the other is a GLM-5 implementation issue." + "reason": "Smollm3 RoPE layer mismatch and GLM-5 RoPE implementation discussion are related only at a very high level, not the same bug." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Same family (Gemma4), but resize_token_embeddings and bidirectional attention are separate code paths." + "reason": "Both are Gemma4 issues, but resize-token-embeddings and bidirectional attention mask construction are different code-path bugs." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Import errors in different modules: GenerationMixin from transformers.generation vs is_offline_mode from huggingface_hub." + "reason": "Both are import errors, but they concern different missing symbols and different dependency boundaries." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Nemotron Flash Attention support and GLM-5 GenerationConfig validation are unrelated." + "reason": "Flash Attention support limitation is unrelated to a GenerationConfig validation error." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model loading with base_model_prefix is distinct from saving Pipeline objects." + "reason": "Different loading/saving failures: base_model_prefix breakage vs Pipeline save_pretrained serialization." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both involve save_pretrained/from_pretrained, but one is Pipeline persistence and the other is quantized sinq round-trip." + "reason": "Both are save_pretrained/from_pretrained-related, but one is Pipeline persistence and the other is quantized-model restoration." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "No meaningful overlap: Gemma3 config attribute error vs patchtsmixer post_init validation." + "reason": "Different model/config validation problems; no shared concrete bug." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both are checkpoint/loading regressions, but they affect different mechanisms and models." + "reason": "State_dict sorting load bug and Qwen3.5 checkpoint regression are distinct save/load issues." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Separate Python-version compatibility problems for different releases." + "reason": "Python-version compatibility failure and Python 3.14 load failure are not the same regression." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different Gemma4/Qwen3.5 bugs with no shared failing code path." + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masking are unrelated model bugs." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Nemotron Flash Attention support is unrelated to D-FINE auxiliary losses." + "reason": "FlashAttention 2 support error is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Different model/config issues: Gemma4 bidirectional attention vs LlamaConfig head_dim validation." + "reason": "Different Gemma4/Llama config behaviors; attention masking and head_dim validation are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft pairs. The only accepted duplicate pair, issue:43618 and issue:43761, is plausibly the same CLIP v5 forward-output regression family. The other pairwise rejections are appropriately cautious and do not overclaim sameness across distinct bugs or subsystems." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15888,8 +15788,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -15960,9 +15860,9 @@ "issue:43010|issue:45850", "issue:43992|issue:45478", "issue:43867|issue:45357", - "issue:43010|issue:43976", "issue:36296|issue:43575", "issue:43618|issue:44077", + "issue:43010|issue:43976", "issue:28282|issue:33453", "issue:43618|issue:46285", "issue:43618|issue:44857", @@ -15976,14 +15876,14 @@ "issue:44222|issue:45125", "issue:43010|issue:43065" ], - "prepared_review_unit_hash": "077aa8ca16956a1997f861fb4a558384e1e59d43b904c3a602837026427254b0", + "prepared_review_unit_hash": "ce00ff266c7a5619775599b688c2b1a2ab58bf23cfed86e0484aa26dd4dcece9", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, @@ -15998,211 +15898,214 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose thematic cluster of unrelated Transformer regressions and CI issues. A few items share broad language around import/loading/version-upgrade problems, but none of the listed soft pairs look like true duplicates of the same concrete bug path.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster\u2019s recurring theme: import/load regressions after upgrading Transformers. It is still not a true duplicate umbrella, but it is the most central summary issue among the set.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers regression reports (loading, config, tensor-parallel, CI, save_pretrained, etc.). I only see one credible duplicate edge: the two import-slowdown reports around `import transformers`.", + "confidence": 0.59, + "canonical_issue_reason": "issue:41669 is the most concrete report in the only credible duplicate pair: it identifies an import-time slowdown and a likely cause, making it a better anchor than the more generic follow-up report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 best fits as the global representative because it captures the widest version-upgrade regression surface and is the closest to the common thread across the issues, even though the cluster is not actually duplicate-heavy.", + "best_issue_reason": "issue:41669 is the clearest representative of the cluster\u2019s only true duplicate relationship and describes a concrete performance regression with actionable detail.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different model configs and different missing attributes; both are config errors, but not the same bug." + "reason": "Both are config-attribute errors, but they affect different models and different missing fields (`vocab_size` vs `pad_token_id`)." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "One is about CLIPOutput attentions assignment, the other about Qwen3.5 save_pretrained checkpoint correctness; unrelated code paths." + "reason": "Unrelated bugs: missing CLIP attentions assignment vs Qwen3.5 checkpoint save corruption." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Both involve config propagation, but they affect different models and different fields." + "reason": "Different model-specific config propagation bugs; not the same underlying issue." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different model-loading failures for different architectures; no shared concrete bug." + "reason": "Different failure modes and code paths: missing UMT5 weights vs Qwen3.5 MoE `from_pretrained` error." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Trainer/FSDP/PEFT optimizer-state bug versus a typo in cache strategy text; unrelated." + "reason": "Training optimizer state corruption is unrelated to a cache-strategy typo." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Decorating cache update methods with no_grad is a specific runtime behavior bug; 45278 is a broad import-error regression report." + "reason": "`torch.no_grad` cache-update behavior and broad import errors after upgrade are different issues." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "SGD argument handling is unrelated to an import failure that disappears after uninstalling datasets." + "reason": "Optimizer argument handling is unrelated to `Trainer` import failing because of `datasets`." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import-related, but one is about compiled Python files and the other about a Python 3.13 torch.jit parsing issue." + "reason": "Both are import-time failures, but one is compiled-file handling and the other is a Python 3.13 `torch.jit.script` parsing issue." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State-dict loading error versus a missing Qwen3.5 VisionConfig field; different failure mechanisms." + "reason": "State-dict loading order error and missing Qwen3.5 vision config field are different bugs." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Checkpoint loading sort-order bug versus Gemma pipeline roundtrip tokenization; not the same issue." + "reason": "Different model-loading regressions with no clear shared code-path." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are distinct problems." + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking regression are unrelated." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Different subsystems: config attribute loading versus training/optimizer state under FSDP2." + "reason": "Config attribute errors and FSDP/PEFT optimizer-state bugs are unrelated." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Both mention import performance, but one is about removing import * in models and the other is a general slow-import report." + "accept": true, + "reason": "Both report the same import-time slowdown for `transformers`; one is a concrete cause analysis, the other the user-facing symptom." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "A flaky test from missing set_seed is not the same as an xdist race on captured_info.txt." + "reason": "A missing `set_seed` in one model test is unrelated to an xdist file-write race in patched testing utils." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "One is a specific no_grad decorator request; the other is a vague broad complaint about v5 breaking many models." + "reason": "Cache-update decoration and a broad complaint about many broken models are not the same bug." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both concern model loading, but they are different models and different missing keys/errors." + "reason": "These are different model-loading issues for different architectures and symptoms." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State-dict ordering/load failure is not the same as incorrect visual encoder keys being saved." - }, - { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "No_grad decoration on cache update methods is unrelated to Python-version compatibility failures." + "reason": "State-dict sort/load failure is unrelated to incorrect visual encoder keys in `save_pretrained`." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM during model load." + "reason": "Tensor-parallel training bug and OOM while loading a large Qwen2 model are different problems." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions regression and patchtsmixer post_init policy are unrelated." + "reason": "CLIP attentions regression and `patchtsmixer` post-init policy are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "`torch.no_grad` cache update behavior is unrelated to Python-version compatibility failure." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "AutoModel PyTorch dependency error and tokenizer-loading regression are different issues." + "reason": "Missing PyTorch ImportError and tokenizer-loading regression are different code paths." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIP attentions assignment and CLIP text-model structure inconsistency are related only at a broad CLIP level, not the same concrete bug." + "reason": "Both mention CLIP, but the bugs are different: attentions assignment vs structural inconsistency in CLIP text models." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "No connection between missing CLIP attentions and a float16 AMP crash in LwDetrImageLoss." + "reason": "No shared underlying bug; one is a CLIP output regression, the other an AMP crash in a different model." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to a DeepSeekV3MoE implementation divergence." + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeekV3 MoE divergence." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network leakage and AddedToken keyword conflicts are different tokenizer/runtime bugs." + "reason": "Offline-loading API requests and `AddedToken` kwarg collisions are unrelated tokenizer issues." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky integration test and a Phi-4 multimodal loading failure are unrelated." + "reason": "Test seeding flakiness and Phi-4 multimodal loading failure are unrelated." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Missing set_seed in a SamHQ test is not the same as a stale device override failure in GraniteSpeech CI." + "reason": "Two CI/test failures, but not the same underlying race or code-path." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Test seeding instability and auto_mappings referencing removed configs are different CI problems." + "reason": "Missing `set_seed` in a test and stale auto-mapping references are unrelated CI issues." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading in v5 and checkpoint reload compatibility after upgrading versions are both loading regressions, but not the same bug." + "reason": "Tokenizer loading regression and checkpoint reload failure after upgrade are similar in theme but not the same concrete bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 CUDA memory regression and checkpoint reload failure are unrelated." + "reason": "Int4 quantization memory growth and checkpoint reload failure are different issues." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan metadata are different Qwen3.5 issues." + "reason": "FP8 `save_pretrained` corruption and missing `_tp_plan` for tensor parallelism are distinct Qwen3.5 MoE problems." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update no_grad semantics and a dummy Conv2d in Sam3PixelDecoder are unrelated code changes." + "reason": "Cache update decoration and the dummy Conv2d in Sam3PixelDecoder are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only accepted duplicate edge, issue:41669 \u2194 issue:44246, is plausible from the titles and reference signal, and the rejected pairs are mostly justified by clearly different models, failure modes, or code paths. No obvious overstatement of evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16214,8 +16117,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -16306,250 +16209,250 @@ "issue:43673|issue:44492", "issue:45362|issue:45850" ], - "prepared_review_unit_hash": "7d319c0a0acc624ca02e54c3f93f1459abb2b4f62d1d113b5edc16d9275d4682", + "prepared_review_unit_hash": "37b7203b473f711255da3eebcefcd476959491225993dc821b6aa1d5ca3fab6f", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 37714, - "estimated_input_tokens": 9429, - "estimated_eval_tokens": 19114 + "serialized_chars": 37710, + "estimated_input_tokens": 9428, + "estimated_eval_tokens": 19112 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: most items are unrelated regressions, import errors, docs issues, or model-specific bugs that only share Transformers/v5 similarity. No soft edge looks like the same underlying bug or change.", - "confidence": 0.77, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster, but issue 43576 is the best anchor because it is a concrete, user-facing v5 regression with some discussion/inbound attention and broader reach than the model-specific reports.", + "summary": "Mostly a false-positive similarity cluster: these issues span unrelated v5 regressions, import errors, model-loading failures, cache/generation bugs, docs, and model-specific architecture problems. No soft pair looks like the same concrete bug/change; issue 43576 is the clearest representative, but it is not a true umbrella duplicate for the rest.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43576 is the most concrete and centrally positioned item in the cluster: a user-facing v5 regression with some discussion/inbound references, whereas most others are narrower model-specific or unrelated breakages.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43576 is the most generally representative and actionable item in the set; the others are mostly narrower, separate failures or docs problems.", + "best_issue_reason": "issue:43576 is the best single issue to anchor the cluster because it is a specific, actionable regression and the closest thing here to a shared v5 compatibility theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Both touch v5-era behavior, but one is a broken env command and the other is AttentionInterface.register semantics; different code paths and symptoms." + "reason": "Both involve v5 behavior changes, but one is the env command and the other is AttentionInterface.register semantics; different code paths and fixes." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network leakage is unrelated to GLM-5 RoPE implementation." + "reason": "local_files_only network requests and GLM-5 RoPE are unrelated bugs in different subsystems." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 MoE, but one is tensor-parallel plan support and the other is a from_pretrained loading failure; too different to merge as one bug." + "reason": "Both concern Qwen3.5-MoE loading, but one is tensor-parallel _tp_plan support and the other is a from_pretrained regression; not clearly the same bug." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and post-upgrade slowdown are different problems." + "reason": "Compiled Python file errors and slower filtering after upgrade are different symptoms and code paths." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Different missing imports for different symbols; likely separate export/version issues." + "reason": "Two import errors, but for different symbols and likely different export/import breakages." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting after failed training and tokenizer loading regression are unrelated." + "reason": "MLFlow reporting on training failure and tokenizer loading regression are unrelated." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5 MoE tensor-parallel support and missing vision config field are different defects." + "reason": "Both are Qwen3.5-MoE related, but one is tensor parallel support and the other is a missing config field; different underlying defects." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both involve generation/cache internals, but one is about no_grad decoration and the other about sync_gpus/update_model_kwargs behavior; not the same bug." + "reason": "Cache/layer no_grad decoration and generation kwarg updates after sync_gpus are different generation bugs." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only network calls and FP8 save_pretrained on MoE are separate issues." + "reason": "Offline/local-files-only network behavior and FP8 save_pretrained for MoE are unrelated." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading hang for Sentence Transformers is unrelated to documentation confusion in model.forward." + "reason": "Sentence Transformers loading hang and forward-doc confusion are different classes of issue." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version-regression complaints, but they hit different model families and failure modes." + "reason": "Qwen3VL model loading failure and v4.57-to-v5.2/5.3 checkpoint reload issues are different model/version breakages." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "No relation between offline-mode network requests and the unrelated 'racoon' issue." + "reason": "A concrete offline-mode bug versus an unrelated placeholder issue; no shared code-path." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FineGrainedFP8 accuracy and a missing image-processor method are different problems." + "reason": "FP8 accuracy regression and missing image-patch method are different problems." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting and tensor-parallel training bugs are unrelated." + "reason": "MLFlow reporting failure and tensor-parallel training bug are unrelated." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file loading errors and PretrainedConfig type-checking regressions are different issues." + "reason": "Compiled file errors and PretrainedConfig type-checking breakage are different failure modes." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and the unrelated 'racoon' issue do not match." + "reason": "Docs still mentioning pipeline() and an unrelated issue title do not match." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Both are loading/saving related at a high level, but compiled-file errors and save_pretrained failure are different code paths." + "reason": "Compiled-file runtime errors and Pipeline save_pretrained behavior are different features." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but tokenizer loading and Llama 3.2 Vision model loading are distinct failures." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are distinct model-loading failures." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer loading regression." + "reason": "XLM-Roberta Flash Attention 2 support and tokenizer loading regression are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application and a DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel integration and a DSA indexer/ReLU discussion are unrelated subsystems." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub import and broken env command are different failures." + "reason": "Missing huggingface_hub import and broken env command are separate v5 issues." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "A broken CLI env command and a PretrainedConfig typing regression are not the same bug." + "reason": "Env command regression and PretrainedConfig typing breakage are different code paths." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env breakage is unrelated to Qwen2.5-VL import errors." + "reason": "Env command failure and Qwen2.5-VL import error are not the same bug." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and missing layer_type_validation import are separate issues." + "reason": "Documentation confusion and an ImportError for layer_type_validation are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unrelated placeholder issue versus Gemma-4 audio positional encoding bug." + "reason": "Placeholder issue title and Gemma-4 audio positional encoding bug are not duplicates." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env command and Python 3.14 load failure are different problems." + "reason": "Broken env command and Python 3.14 import/load failure are different platform regressions." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." + "reason": "GLM-5 RoPE implementation and a placeholder issue are unrelated." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and 'racoon' are unrelated." + "reason": "Scheduler kwargs bug and a placeholder issue are unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both are FP8/MoE-adjacent, but one is save_pretrained behavior and the other is inference support; not the same concrete fix." + "reason": "FP8 save_pretrained on MoE and FP8 inference support are related only broadly by FP8, not the same bug." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both concern RoFormer, but one is kwargs forwarding and the other is attention-interface integration; separate code-path problems." + "reason": "Missing kwargs propagation and not using AttentionInterface are adjacent but distinct RoFormer issues." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and text-classification docs mention are unrelated." + "reason": "Tensor-parallel training bug and text-classification docs mismatch are unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different import symbols failing from transformers; likely separate export regressions." + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different symbols with different fixes." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels behavior are unrelated." + "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels bug are unrelated." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel/model_init behavior and FP8 inference on B200 are different bugs." + "reason": "Liger Kernel application and FP8 inference on B200 are separate accelerator/backend issues." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing in v5 and a cache-strategy typo are not the same issue." + "reason": "Missing GenerationMixin cache in chunked prefill and a cache-strategies typo are not the same defect." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 complaints, but one is a specific Qwen3.5 chat crash and the other is a generic 'too many models' report." + "reason": "Qwen3.5-35B chat crash is a concrete model bug; the other is a broad meta complaint and not a matching code-path." } ] }, @@ -16568,8 +16471,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -16630,8 +16533,8 @@ "issue:44273|issue:45003", "issue:44393|issue:45753", "issue:43576|issue:44556", - "issue:41669|issue:43673", "issue:43525|issue:45850", + "issue:41669|issue:43673", "issue:44230|issue:46095", "issue:44556|issue:45092", "issue:43572|issue:45850", @@ -16666,286 +16569,280 @@ "issue:44273|issue:44908", "issue:43576|issue:46218" ], - "prepared_review_unit_hash": "301aeb561b30cc1e517103e43297bc9079034010501c1fa4016145c25201d468", + "prepared_review_unit_hash": "308d064de3d4c292b93a68fa0fa5c6353aea7db51eec61773cfdf1e3d8c4aaff", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 39694, - "estimated_input_tokens": 9924, - "estimated_eval_tokens": 20104 + "serialized_chars": 39691, + "estimated_input_tokens": 9923, + "estimated_eval_tokens": 20102 }, "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 regression reports, with only a few weakly similar v5/import/lazy-loading complaints. I would not merge any of the soft edges; none are clearly the same underlying bug or change.", - "confidence": 0.87, - "canonical_issue_reason": "No single issue cleanly represents this set: the items span docs, model-specific bugs, import/loading regressions, and unrelated API breakages. If forced, issue:45850 is the broadest umbrella for the v5-breakage reports, but it is too vague to be a true canonical duplicate target.", + "summary": "The cluster is mostly heterogeneous: it mixes generic v5 regression reports, import/loading problems, model-specific bugs, and a few unrelated config/test/performance issues. I did not find any soft-edge pair that clearly describes the same underlying bug.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the many v5 breakage/regression reports in this set, though it is too vague to be a strong duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the closest umbrella representative because it captures the broad v5 regression theme seen across several reports, but it is still not specific enough to serve as a reliable duplicate anchor.", + "best_issue_reason": "If one issue must represent this noisy cluster, 45850 is the closest global catch-all; the rest are narrower and more specific, but none form a clean duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "45230 is only a generic bug report; there is no evidence it refers to the same save_pretrained/file-missing problem." + "reason": "Specific processor save bug vs a generic bug report; no shared concrete failure." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Both mention runtime behavior, but one is lazy-loading/import behavior and the other is a TensorFlow backend/package issue; different bugs." + "reason": "Lazy-loading/import behavior vs TensorFlow backend detection; different code paths." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen3/MoE, but one is a model-support regression and the other is missing tensor-parallel metadata; not the same defect." + "reason": "Different Qwen3-VL/MoE issues: one general model bug, one tensor-parallel plan missing." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "These are unrelated: a Qwen3-VL bbox-generation issue versus a PretrainedConfig type-checking regression." + "reason": "Vision model output error vs PretrainedConfig type-checking regression; unrelated failures." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading/import behavior and unsafe sys.modules access are different code paths and different failure modes." + "reason": "Lazy loading problem vs unsafe sys.modules access; not the same bug." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen-related, but one is 2D bbox output error and the other is an infinite-loop case on a specific image; not the same bug." + "reason": "Both are Qwen vision bugs, but one is bbox output error and the other is an infinite-loop/image-specific issue." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 upgrade regressions, but one is the env command and the other is checkpoint reload compatibility; different concrete problems." + "reason": "transformers env CLI breakage vs checkpoint reload incompatibility after upgrade." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Import-time slowdown from import * removal and missing GenerationMixin cache during chunked prefill are unrelated." + "reason": "Specific Llama4Config attribute error vs a broad generic complaint about v5 breaking models." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "45850 is a vague umbrella complaint; it does not match the specific Llama4Config pad_token_id AttributeError." + "reason": "Import-star performance issue vs GenerationMixin cache missing in chunked prefill; different problems." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 Qwen3-VL/MoE support and a DeepSeek weight-conversion question are different topics entirely." + "reason": "FP8 inference support request vs DeepSeek weight-conversion question; unrelated." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern upgrade/reload compatibility, but one is general checkpoint reload after v4.57 and the other is remote-code/meta-init incompatibility for InternVL2; not clearly the same bug." + "reason": "Both are upgrade regressions, but one is reload incompatibility and the other is remote-code/meta-init incompatibility." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "The StableLm pad_token_idx regression is too specific to be the same as the broad, vague v5-breakage complaint." + "reason": "StableLmConfig pad_token issue vs generic v5 breakage report; not the same underlying defect." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies is not the same underlying issue as a generic report that v5 breaks many models." + "reason": "A typo in cache strategies vs a broad regression complaint." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 regression reports, but one is specifically about import errors after upgrade and the other is a vague general complaint; not the same concrete bug." + "reason": "General import failures after upgrade vs a vague catch-all complaint; too indirect to merge." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and a cache-strategy typo are unrelated documentation/API issues." + "reason": "TF32 API guidance issue vs cache-strategy typo; unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import slowness from model imports and failure to import Qwen3_5ForCausalLM are distinct issues." + "reason": "Import performance due to import-star usage vs missing Qwen3_5 module import; different symptoms and fixes." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "A wrong model-type warning and Liger Kernel not being applied with model_init are separate behaviors." + "reason": "sam3 tracker config warning vs Liger kernel/model_init behavior; unrelated subsystems." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated test/stability and scheduler issues." + "reason": "Test seed flakiness vs scheduler kwargs being ignored; different layers." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 support for Nemotron and Qwen3-VL bbox hallucination are different model-specific problems." + "reason": "FlashAttention support gate for Nemotron vs Qwen3-VL bbox output error." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both touch import/lazy-loading performance, but one is a general intermittent import slowness report and the other is a specific lazy-loading bug; insufficient evidence they are the same defect." + "reason": "Import slowness is only loosely related to lazy loading; no clear same root cause from the titles alone." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "The env command regression and scheduler kwargs handling are unrelated." + "reason": "CLI env command breakage vs inverse_sqrt scheduler kwargs bug." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL bbox output are unrelated." + "reason": "Python version compatibility issue vs Qwen3-VL output bug; unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "A position_ids buffer access error is not tied to the generic bug report." + "reason": "position_ids buffer access error vs generic bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is a different issue from the generic bug report." + "reason": "Tokenizer save metadata mismatch vs generic bug report." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + "reason": "Scheduler kwargs issue vs config type-checking regression; different code paths." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs and different bugs." + "reason": "AutoProcessor kwargs forwarding vs inverse_sqrt scheduler kwargs; both mention kwargs but are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Model import performance and missing HybridCache import are unrelated import-path issues." + "reason": "Import-star cleanup/performance vs HybridCache import failure; not the same bug." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and feature-extractor pad performance are not the same code-path problem." + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance regression and a testing_utils bug do not match." + "reason": "Import-star usage issue vs a testing_utils bug; unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python support issues are not the same as a broad claim that v5 breaks too many models." + "reason": "Python version support problem vs generic v5 breakage complaint; not a duplicate." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "They are both Qwen-related, but one is bbox output hallucination and the other is a Qwen3.5 MoE from_pretrained error; not the same underlying bug." - }, - { - "left": "issue:43976", - "right": "issue:46218", - "accept": false, - "reason": "Python compatibility and missing Qwen3_5ForCausalLM import are unrelated." + "reason": "Qwen3-VL bbox output bug vs Qwen3.5 MoE from_pretrained error; different concrete failures." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init enforcement for patchtsmixer and _get_tied_weight_keys crashing on list are distinct implementation issues." + "reason": "patchtsmixer post_init validation vs tied-weights key handling crash; unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Pipeline docs referencing removed pipeline() and scheduler kwargs handling are unrelated." + "reason": "Docs still mentioning pipeline() vs scheduler kwargs bug; different scopes." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion around forward arguments and tokenizer loading regression are different bugs." + "reason": "Documentation confusion vs tokenizer loading regression; only superficially related." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application with model_init and degenerate training under flash_attention_3 are different failure modes." + "reason": "Liger kernel application in model_init vs flash_attention_3 training degeneration; different fixes." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "The env command regression and lazy-loading issue are not the same concrete problem." + "reason": "transformers env CLI breakage vs lazy loading malfunction; both loading-related but not the same issue." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "A ReLU discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "DSA/ReLU discussion vs Gemma4 audio positional encoding bug; unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained support and tied-weight key handling are separate save/serialization issues." + "reason": "Pipeline save_pretrained failure vs tied-weight key AttributeError; different serialization paths." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report does not establish the same Qwen3.5 MoE from_pretrained error." + "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained error; no shared concrete bug." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading/import behavior and scheduler kwargs handling are unrelated." + "reason": "Lazy loading issue vs scheduler kwargs bug; unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command and missing Qwen3_5ForCausalLM import are different issues." + "reason": "CLI env command failure vs missing module import; both import-adjacent but not the same underlying defect." } ] }, @@ -16964,8 +16861,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -17026,8 +16923,8 @@ "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:43298|issue:46095", @@ -17066,20 +16963,20 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "c01201a6112e71ed5363463a43e39a92e7ad5ca503ee423b41b207f042350fcc", + "prepared_review_unit_hash": "ecb469931eba972557635f8505f7bd779ff34c6e375dfe4819ba600c6f865e12", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883384, - "estimated_input_tokens": 220846, - "estimated_eval_tokens": 441948 + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 47, - "serialized_chars": 40307, + "serialized_chars": 40306, "estimated_input_tokens": 10077, "estimated_eval_tokens": 20410 }, @@ -17088,294 +16985,270 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose grab-bag of unrelated issues, with one dominant theme around Transformers v5/model-loading regressions and tokenizer/config breakages. No soft-edge pair looks like the same concrete bug, so none are merged.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the cluster and best matches the dominant v5 regression / model-breakage theme.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports and regressions across tokenizers, model loading, configs, and model-specific behavior. I do not see any soft pair that clearly describes the same concrete underlying bug/change, so all soft edges are rejected. The broad \u2018since 5.0 breaks many models\u2019 report is the best umbrella representative.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set and best matches the overall theme of multiple breakages after v5, even though it is still too general to be a precise duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best single representative because it summarizes the widespread version-5 breakage pattern seen across several other issues.", + "best_issue_reason": "Issue 45850 is the most representative cluster anchor because it summarizes the cross-cutting regression pattern, while the other items are narrower, model-specific, or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Both are model-specific correctness bugs, but one is Qwen3VL timestamp calculation and the other is GLM-5 RoPE implementation; different code paths and symptoms." + "reason": "Different problems: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Qwen3VL timestamp math and inverse_sqrt scheduler kwargs are unrelated subsystems." + "reason": "Different code paths: processor timestamp math vs scheduler kwargs handling." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 shared-expert gating and a comb.transpose dtype issue are different DeepSeek problems with different fixes." + "reason": "Different DeepSeek-V4 issues: expert gating vs a tensor transpose/casting bug." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/performance issue is unrelated to a Qwen3ForCausalLM VRAM leak in dataloader threads." + "reason": "Different scope: import-star cleanup/perf issue vs a VRAM leak in Qwen3ForCausalLM." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion for forward args is not the same as a model-loading regression for Llama 3.2 Vision." + "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-API documentation confusion are different issue types and different code paths." + "reason": "Checkpoint loading slowness and forward-argument documentation are unrelated." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3 threading and GLM-5 RoPE implementation are unrelated bugs." + "reason": "Unrelated model bugs affecting different mechanisms." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE math and Gemma-4 audio positional encoding are different model implementations." + "reason": "GLM RoPE implementation and Gemma audio positional encoding are separate model-specific bugs." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:45850", + "right": "issue:46218", "accept": false, - "reason": "TF32 settings guidance and a Qwen3 memory leak do not share the same bug." + "reason": "A broad v5 breakage complaint is not the same as a specific import failure for Qwen3_5ForCausalLM." }, { - "left": "issue:45850", - "right": "issue:46218", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "A broad v5 breakage meta-issue is not the same as a Qwen3.5 import failure." + "reason": "TF32 settings guidance is unrelated to a VRAM leak." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network requests and Qwen3VL timestamp calculation are unrelated." + "reason": "local_files_only network leakage and timestamp calculation are different bugs." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation in a processor and missing save_pretrained files are different defects." + "reason": "Processor timestamp logic and processor.save_pretrained file output are different paths." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are different feature requests/bugs." + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are unrelated." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp math and Qwen3 threading VRAM leak are distinct model/runtime issues." + "reason": "Timestamp calculation and VRAM leak do not share the same failure mode." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in one model is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split behavior in GLM MoE indexing is unrelated to Gemma audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch for bark-small is a different failure mode than Gemma-4 audio positional encoding." + "reason": "CPU offload device mismatch is a different bug from Gemma audio encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps precision issue in MLA q_a_layernorm is not the same as Gemma-4 audio positional encoding." + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to Gemma audio positional encoding." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM import are different missing-symbol regressions." + "reason": "Both are import errors, but for different symbols and likely different causes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2 support for NemotronH and Qwen3.5 import failure are unrelated." + "reason": "Flash Attention support limitation is not the same as a module import failure." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Unexpected tokenizer behavior differences and wrong tokenizer decoder type are both tokenizer-adjacent, but not the same bug." + "reason": "Both concern tokenizer v5 behavior, but one is a generic behavior difference and the other is a specific decoder-type mismatch; not clearly the same bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs propagation and the unrelated 'Unemployment' issue are not duplicates." + "reason": "Scheduler kwargs handling has nothing to do with the unrelated noise issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and a nonsensical unrelated issue title do not match." + "reason": "Cache strategy typo is unrelated to the nonsensical 'Unemployment' issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression and the unrelated 'Unemployment' issue are not the same bug." + "reason": "CLIPOutput attention assignment and the unrelated noise report are not duplicates." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "A spam/off-topic issue is not the same as a broad v5 breakage report." + "reason": "The 'Unemployment' issue is junk and does not map to the v5 breakage umbrella." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure and the unrelated 'Unemployment' issue are unrelated." + "reason": "Python 3.14 loading failure is unrelated to the junk issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "_get_tied_weight_keys crash and apply_chat_template tool-call crash affect different code paths." + "reason": "Tied-weights helper crash and chat-template tool-call crash are different code paths." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4 pad_token_id AttributeError and tied-weight-key handling are different configuration/model-loading bugs." + "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 and missing layer_type_validation import are unrelated." + "reason": "Checkpoint loading slowness and an ImportError for layer_type_validation are unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig missing pad_token_idx and tied-weight-key crash are unrelated config issues." + "reason": "StableLmConfig pad_token_idx regression is not the same as tied-weights attribute handling." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 Qwen3-VL/MoE support and processor.save_pretrained missing files are different topics." + "reason": "FP8 support request and processor.save_pretrained missing files are different issues." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed training jobs and slow checkpoint loading are unrelated." + "reason": "MLflow reporting on failed training jobs is unrelated to from_pretrained checkpoint slowness." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow checkpoint loading and tensor-parallel training bug are different defects." + "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different problems." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 Moe from_pretrained error are different issues." + "reason": "FP8 inference support request is not the same as a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading and tokenizer loading regression are different problems." + "reason": "Checkpoint load slowness and tokenizer loading regression are related only at a very high level, not the same bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and FP8 inference support are unrelated feature gaps." + "reason": "Audio continuous batching support and Qwen3-VL FP8 support are different feature gaps." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated model implementations." + "reason": "Mamba init_weights usage and RoFormer attention interface are unrelated model internals." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value misuse and DeepSeek-V4 shared expert gating are different model bugs." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 expert gating are unrelated." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT config type hint and tokenizer regex warning are not the same bug." + "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are unrelated." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value bug and missing kwargs in loss calculation are unrelated." + "reason": "A missing ignore_value use and kwargs not forwarded to loss calculation are different bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs propagation and RoFormer attention interface usage are different code paths." + "reason": "Loss kwargs forwarding and RoFormer attention implementation do not match." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value and tokenizer regex warnings are unrelated." + "reason": "Mask2Former ignore_value handling is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value bug and RoFormer attention interface issue are different models and fixes." + "reason": "Mask2Former loss handling and RoFormer attention interface are different code paths." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value and a quantization_operation typo are unrelated." - }, - { - "left": "issue:43240", - "right": "issue:43668", - "accept": false, - "reason": "Loss kwargs propagation and ModernBERT norm_eps type hint are unrelated." - }, - { - "left": "issue:43668", - "right": "issue:43813", - "accept": false, - "reason": "ModernBERT type-hint mismatch and quantization typo are unrelated." - }, - { - "left": "issue:37934", - "right": "issue:43668", - "accept": false, - "reason": "Llama4TextL2Norm/RMS norm question and a ModernBERT type hint issue are unrelated." - }, - { - "left": "issue:42936", - "right": "issue:43668", - "accept": false, - "reason": "Mask2Former ignore_value and ModernBERT norm_eps typing are different bugs." + "reason": "Mask2Former ignore_value usage and a quantization-operation typo are unrelated." } ] }, @@ -17394,8 +17267,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -17408,52 +17281,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "3ec353ecfd76e7191747003ad58b33c0e441f043e14593c3e79c78521b1323df", + "prepared_review_unit_hash": "4a8043693b4869843dc75090d6f3924d4ff51d481b1d29ff395cfa3397a2deca", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: they cover unrelated topics across tokenizer truncation, learning-rate scheduling, and Wav2Vec2 word timestamps. No single issue serves as a meaningful cluster canonical.", + "summary": "These three issues are not duplicates: they cover unrelated topics in NLP preprocessing, learning-rate scheduling, and Wav2Vec2 word timing offsets.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the issues describe different feature requests in different areas and do not share the same underlying problem.", + "canonical_issue_reason": "No clear canonical issue: the cluster does not share a single underlying problem, so none of the issues is a valid duplicate representative for the others.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a good cluster representative; if forced, 10519 is the most self-contained, but it is still unrelated to the others.", + "best_issue_reason": "If one must be picked as a representative, issue 11307 is the most concrete and self-contained, but it is still unrelated to the other two issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different subjects: tokenizer truncation behavior vs. Wav2Vec2 word boundary timestamps." + "reason": "Truncation direction in tokenization is unrelated to extracting word start/end timestamps from Wav2Vec2." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated requests: text truncation option vs. ReduceLROnPlateau-like scheduler functionality." + "reason": "Token truncation behavior and ReduceLROnPlateau-like functionality are different feature requests in different areas." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No common underlying bug or change; one is about LR scheduling, the other about audio word offsets." + "reason": "A learning-rate scheduler feature request does not match a Wav2Vec2 timing-offset request." } ] }, @@ -17472,8 +17345,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -17485,12 +17358,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "7ef7defb32fd41c2cc5f9c3ecd5f2c85ab87db28085daf81b5e84c01ea1da200", + "prepared_review_unit_hash": "a33e71e57828aed687d4bee038ca264fe960b198e326bbb277b3292ae128e3f1", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17498,7 +17371,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17507,24 +17380,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: one is about Tapas tokenization differences, one is about a misleading private-model auth error, and one is about failing to load bert-base-uncased. The only commonality is vague model/tokenization/HF-loading similarity, not the same underlying bug.", - "confidence": 0.93, - "canonical_issue_reason": "No single issue clearly represents a shared bug here; the cluster appears to be a loose similarity grouping rather than true duplicates.", + "summary": "The three issues do not form a strong duplicate cluster: one is about Tapas tokenization, one about private-model auth/error messaging, and one about a generic model-loading failure. No soft edges should be merged.", + "confidence": 0.68, + "canonical_issue_reason": "Issue #16618 is the broadest and most central-looking of the three (generic model loading), but it is not a clear duplicate of the other two.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #16618 is the most general of the three and the only one directly about model loading, but it still does not cover the others.", + "best_issue_reason": "#16618 is the best representative only because its title is the most general and likely to capture a wider failure mode than the other two, which are more specific and unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a different problem from a model-loading failure for bert-base-uncased; they affect different code paths and symptoms." + "reason": "Different problem domains: Tapas tokenization vs. bert-base-uncased model loading. Shared wording is too weak to imply the same bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "A bad private-model login error and a failure to load a public model are distinct issues with different root causes and user-facing behavior." + "reason": "Both mention model loading, but one is specifically an unauthenticated private-model download error while the other is a generic inability to load bert-base-uncased; not clearly the same underlying issue." } ] }, @@ -17543,8 +17416,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -17554,7 +17427,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "fcba337161f68748bd79fd7701cf80c90e5ae9e5d538ceb6fe8b66b7a749b5b4", + "prepared_review_unit_hash": "0809aff36efe46c9056259d2296555b4894b1a044d33757bbcc0a4ac02a7a922", "component_budget": { "node_count": 2, "item_count": 2, @@ -17576,18 +17449,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct feature requests: one for Flash Attention 2 architecture support and one for GGUF architecture support. They share only a broad \u201ccommunity contribution\u201d framing, not the same underlying change.", + "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They are both broad community-contribution feature requests, but they target different subsystems and code paths.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue across this pair; the requests are for different features and should remain separate tracking threads.", "canonical_pr_reason": null, - "best_issue_reason": "issue #33260 is the cleaner standalone request: it is more narrowly scoped and has more inbound references, so it is the better representative issue in this cluster.", + "best_issue_reason": "Neither issue is a good canonical for the cluster because they are unrelated enhancements. If forced to pick one as the more established thread, issue #26350 has higher discussion activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different features and code paths (Flash Attention 2 vs GGUF support); not the same bug or change." + "reason": "Different feature requests: Flash Attention 2 architecture support vs GGUF architecture support. They do not describe the same underlying bug or change." } ] }, @@ -17606,8 +17479,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -17646,12 +17519,12 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "6466810d1b85a4e72b8732a1bb3b40f6adffb2cb18904d37de8ff98180b60390", + "prepared_review_unit_hash": "a96ce0e712a6680a57a0ab04e1b491b551a88ed094affe339e55bb8847c7ad9e", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13531, + "serialized_chars": 13529, "estimated_input_tokens": 3383, "estimated_eval_tokens": 7022 }, @@ -17659,7 +17532,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13531, + "serialized_chars": 13529, "estimated_input_tokens": 3383, "estimated_eval_tokens": 7022 }, @@ -17668,166 +17541,163 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly a set of separate i18n translation requests by language, not one true duplicate cluster. The only clear duplicate subgroups are the three identical placeholder-template issues and the two identical Thai-titled issues.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43834 is the clearest representative of the duplicate placeholder-template subgroup; issue:44365 and issue:44370 match it closely, while the language-specific requests are distinct and should not be collapsed into the same issue.", + "summary": "These are not true duplicates: they are separate i18n translation requests for different languages, plus a few generic/template or spammy-looking issues. The high textual similarity comes from a shared issue template, not the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the best overall issue to keep as the canonical representative because it is the most generic/central of the exact-duplicate subgroup and has the broadest overlap with the other template-like entries.", + "best_issue_reason": "Issue 28936 is the clearest concrete translation request (Spanish) and is more representative than the template-placeholder or malformed entries, but it is still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language requests; same translation theme but not the same underlying issue." + "reason": "Different i18n targets; one is Turkish, the other is a generic placeholder translation request. Similar template text does not make them the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language requests; not a duplicate bug/change." + "reason": "Different i18n targets; Turkish vs a generic placeholder issue. Same subsystem, but not the same request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish translation request vs generic template issue; related topic, but not the same issue." + "reason": "Different i18n targets; Turkish vs generic placeholder. Shared template language only." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language request (Turkish vs Romanian); not a duplicate." + "reason": "Different i18n targets; Turkish vs Romanian. Separate translation requests, not duplicates." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different language request (Turkish vs Spanish); not the same underlying issue." + "reason": "Different i18n targets; Turkish vs Spanish. Same category, but distinct issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request is distinct from the generic template issue." + "reason": "Spanish translation request versus a generic placeholder issue. Not the same underlying issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language request; only broadly similar by template." + "reason": "Spanish vs generic placeholder; similarity is just the template." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different language request (Spanish vs Romanian); not duplicates." + "reason": "Spanish vs Romanian translation requests; distinct languages and distinct issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language request; same theme, different issue." + "reason": "Spanish vs generic placeholder; same template, different request." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request vs generic template issue; related but not the same issue." + "reason": "Romanian translation request versus a generic placeholder issue. Not the same change/request." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request vs generic template issue; not a duplicate." + "reason": "Romanian vs generic placeholder; shared template text only." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request is distinct from the generic placeholder issue." + "reason": "Romanian vs generic placeholder; not a duplicate." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different language/request content; not the same underlying issue." + "reason": "Romanian translation request and a Thai-titled issue are unrelated language requests." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different language/request content; not duplicates." + "reason": "Romanian translation request and a Thai-titled issue are unrelated language requests." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Same placeholder title/body pattern; looks like the same template issue duplicated." + "accept": false, + "reason": "Both are template-placeholder translation issues, but there is no evidence they refer to the same concrete language request." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Same generic template issue with identical title/body structure; likely duplicate." + "accept": false, + "reason": "Near-identical template text, but these appear to be separate placeholder issues rather than one concrete duplicate." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Placeholder-template issue vs unrelated Thai-titled issue; not the same content." + "reason": "Generic placeholder translation issue versus a Thai-titled issue; different content and likely different intent." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Placeholder-template issue vs unrelated Thai-titled issue; not a duplicate." + "reason": "Generic placeholder translation issue versus a Thai-titled issue; not the same issue." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Identical placeholder-template issues; same underlying issue." + "accept": false, + "reason": "Both are generic placeholder translation issues, but the evidence does not show they are the same underlying request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue vs Thai-titled issue; similar only at a high level." + "reason": "Template-placeholder translation issue versus Thai-titled issue; different requests." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue vs Thai-titled issue; not the same issue." + "reason": "Template-placeholder translation issue versus Thai-titled issue; not duplicates." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue vs Thai-titled issue; not a duplicate." + "reason": "Template-placeholder translation issue versus Thai-titled issue; different underlying content." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue vs Thai-titled issue; not the same underlying issue." + "reason": "Template-placeholder translation issue versus Thai-titled issue; not the same issue." }, { "left": "issue:46222", "right": "issue:46226", - "accept": true, - "reason": "Same exact Thai title/body pattern; these appear to be duplicate issues." + "accept": false, + "reason": "These titles are identical, but without evidence they are the same underlying report; treat as separate issues rather than duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet: it separates the language-specific requests, and only groups the near-identical placeholder-template pairings and the Thai pair. The soft-edge accepts are conservative enough given the very high textual similarity and matching titles." - }, - "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 }, @@ -17839,8 +17709,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -17899,52 +17769,52 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "08ee66004d9577990c1ac2896cab2a23192adc6315199d2f9a6f51eafff5836a", + "prepared_review_unit_hash": "adbdf0a1c70f6f11a3e830af0211ca712eafcee97879ef52bee1604790f95fe4", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21663, - "estimated_input_tokens": 5416, - "estimated_eval_tokens": 11088 + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21663, - "estimated_input_tokens": 5416, - "estimated_eval_tokens": 11088 + "serialized_chars": 21657, + "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 loose pile of unrelated model-request issues that only resemble each other at a very broad \u201cadd model support\u201d level. There are no convincing duplicates here, so all soft edges should be rejected.", - "confidence": 0.88, - "canonical_issue_reason": "No true duplicate cluster exists; if one issue must represent the set, 46133 is the most active and detailed generic model-request thread among otherwise heterogeneous requests.", + "summary": "This cluster is a noisy mix of distinct model-request issues across different model families and modalities. None of the soft-edge pairs look like the same underlying change or bug, so all should stay separate.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43671 is the most central/open representative of the cluster: it has strong discussion/activity and sits in the most connected subcluster of related model-support requests, making it the best single issue to anchor triage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46133 is the best triage representative because it has the strongest discussion/inbound activity, but it still does not unify the other requests as duplicates.", + "best_issue_reason": "Issue 43671 is the best overall issue candidate because it is active, open, and broad enough to represent the cluster\u2019s request-heavy theme better than the more niche model-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests (EuroBert vs DEIMv2); same broad theme, not the same change." + "reason": "Different model families (EuroBERT vs DEIMv2); both are separate model requests, not the same concrete change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support vs Qwen3-TTS support are different models and code paths." + "reason": "EuroBERT config support vs Qwen3-TTS audio support are unrelated model additions." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config vs RF-DETR support are unrelated model additions." + "reason": "Different architectures/models (EuroBERT vs RF-DETR); no shared code-path change." }, { "left": "issue:36879", @@ -17956,157 +17826,157 @@ "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Object-detection model request vs audio model request; not the same underlying bug/change." + "reason": "RF-DETR vision detector vs LFM2.5 Audio are unrelated modalities and implementations." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR support and weight-sparse transformer support are unrelated." + "reason": "RF-DETR and a weight-sparse transformer request are separate model additions." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR are different model families and implementations." + "reason": "RF-DETR vision detection and Qwen3-ASR audio support are not the same change." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." + "reason": "RF-DETR and Qwen3-TTS are different models and likely different integration paths." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model additions." + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and sparse-transformer support are distinct changes." + "reason": "NeoBERT vs OpenAI weight-sparse transformer are distinct model integrations." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "BERT-style model request vs audio model request; not duplicates." + "reason": "NeoBERT text model support is unrelated to LFM2.5 Audio support." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model requests." + "reason": "RF-DETR and NeoBERT are different model families with no concrete duplicate evidence." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different models, even if both are BERT-like." + "reason": "NeoBERT and ModernVBERT are separate model additions, not one merged change." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture vs Qwen3-ASR support are unrelated." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model-specific tasks." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture work is not the same as sparse-transformer support." + "reason": "MiniCPM3 and circuit-sparsity transformer support are distinct code-path changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + "reason": "MiniCPM3 architecture work and ModernVBERT model support are not the same request." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture vs Voxtral TTS support are different code paths." + "reason": "MiniCPM3 and Voxtral TTS support are different model families/modality integrations." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 and Qwen3-TTS are different models with different implementation targets." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are different additions." + "reason": "ModernVBERT and Qwen3-ASR are separate model support requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are separate model families." + "reason": "ModernVBERT and Qwen3-TTS are different model additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT support and a generic BERT-with-RoPE request are not the same concrete change." + "reason": "ModernVBERT model support and a generic BERT-like RoPE request are not the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE vs Voxtral TTS support are unrelated." + "reason": "A generic RoPE-related BERT request is unrelated to Voxtral TTS support." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are distinct audio modalities and separate support work." + "reason": "TTS and ASR are related modality areas but still different concrete model supports and likely separate PRs." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." + "reason": "Qwen3-TTS support and Voxtral TTS support are different models, not one duplicate change." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "TTS support vs OCR model support are unrelated changes." + "reason": "Audio TTS support and DeepSeek-OCR2 are distinct model integrations." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support is not the same as sparse-transformer support." + "reason": "Qwen3-TTS support and weight-sparse transformer support are unrelated code paths." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "TTS and audio-model request are different model-specific integrations." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests, not the same underlying change." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio models and requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are different model-specific support requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support and EUPE vision/perception encoder support are unrelated." + "reason": "ASR support and EUPE model addition are unrelated implementations." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and sparse-transformer support are different code-path changes." + "reason": "Qwen3-ASR support and weight-sparse transformer support are different changes." }, { "left": "issue:43909", @@ -18118,31 +17988,31 @@ "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE support are not the same underlying change." + "reason": "OpenAI weight-sparse transformer support and EUPE support are distinct model integrations." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model integrations." + "reason": "Qwen3-ASR and Voxtral TTS are different audio models with separate support work." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and DeepSeek-OCR2 support are different model requests." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families and modalities." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are distinct vision-language model requests." + "reason": "EUPE and TIPSv2 are separate vision-language model requests, not the same change." } ] }, @@ -18172,40 +18042,40 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "a39f994d8a71ea13e668db1a185be83c93ae916c911520ce0bab7f6998efbe5b", + "prepared_review_unit_hash": "a20113b137a4b25d92804b98d0e13639412e269eb2fb3d39b7b6cb885d94bc6d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1504, - "estimated_input_tokens": 376, - "estimated_eval_tokens": 1008 + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1504, - "estimated_input_tokens": 376, - "estimated_eval_tokens": 1008 + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. No shared targets or filenames, and the topics do not indicate the same underlying change.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 46443 is the more substantive code-change item; issue 38740 is a standalone documentation request and does not appear related.", + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, while the other is an open Vision RoPE refactor. No duplicate or same-underlying-bug signal is present.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46443 is the more substantive and actionable technical item; 38740 is a documentation request about an unrelated topic.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 best represents the cluster\u2019s technical work because it concerns an actual model architecture refactor rather than documentation.", + "best_issue_reason": "Issue 46443 is the best representative issue here because it describes a concrete code refactor, whereas 38740 is a standalone docs enhancement.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and scopes: docs/framework listing vs Vision RoPE refactor. No shared files or explicit linkage, so they are not the same underlying issue." + "reason": "Different topics and artifact types: docs/framework addition versus Vision RoPE refactor. No evidence they describe the same underlying problem." } ] }, @@ -18224,8 +18094,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -18235,12 +18105,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "b109d2da563161a29894e068cf438e6bf170931298b1c7d903b240f244adecc8", + "prepared_review_unit_hash": "29d9e4b11bc315f05f0ca518cf9d3e9b95c466a5ccd6975b428209dc85aa68c6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1478, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -18248,7 +18118,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1478, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -18257,18 +18127,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests Set Block Decoding support, while the other requests DeepSeek v3.2 support. They refer to different model/features with no shared targets or code-path evidence.", + "summary": "The two issues are unrelated: one asks for block decoding, the other requests DeepSeek v3.2 support. There is no duplicate relationship or shared underlying bug/change.", "confidence": 0.98, - "canonical_issue_reason": "Issue #43037 is the more concrete, actionable request; #41084 is a broader/ambiguous decoding topic.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43037 is the best representative issue in this set because it is specific and clearly scoped to a single model-support request.", + "best_issue_reason": "No single issue is a good canonical representative here because the items address different problems and should not be clustered as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: block decoding vs DeepSeek v3.2 support. No shared files, targets, or evidence of the same bug/change." + "reason": "Different feature requests with no shared code path or concrete bug; only a weak topical similarity." } ] }, @@ -18287,8 +18157,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -18298,12 +18168,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "3f7d0ebd870fcf6b5ffa56130a244e9f9b95dbe16d8f89da5e16e2295e806067", + "prepared_review_unit_hash": "872ec0ed47ac7b15d1a2541ca0115beb360238a0641bd21ddd37cbdaffde27bc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18311,7 +18181,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18320,18 +18190,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both mention custom trainers, but they target different Trainer behaviors: one is about `remove_unused_column` customizability, the other about FLOPs estimation. They do not look like the same underlying bug.", + "summary": "These are related only at a high level (Trainer extensibility/custom trainers), but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. I would not treat them as duplicates.", "confidence": 0.91, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue #43598 is the more general and clearly scoped Trainer customizability problem; it reads like the primary design-change request in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue 43598 is the more concrete and actionable report, but it addresses a different code path than FLOPs estimation, so there is no true canonical duplicate here.", + "best_issue_reason": "Issue #43598 is the best representative because it centers on a concrete Trainer behavior change and is broader/more foundational than the FLOPS-estimation request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Shared mention of custom trainers is too broad; one issue concerns `remove_unused_column` behavior while the other concerns FLOPs counting, so they are not the same bug." + "reason": "Both mention custom trainers, but one is about `remove_unused_column` customization and the other about estimating FLOPS. They affect different code paths and are not the same underlying bug or change." } ] }, @@ -18350,8 +18220,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -18361,7 +18231,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "c6f52a94191bbea14f6d73945f562802be2f94f512a4ffe92144a609cc91eb84", + "prepared_review_unit_hash": "ba573bbea8192647f0b595f9ee6eea836c4107f64a35ba362c3eb765fa9e775f", "component_budget": { "node_count": 2, "item_count": 2, @@ -18383,18 +18253,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related at a high level (both ask for Qwen family AutoModel support), but they target different model/config combinations and different auto classes, so they should not be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43684 is the broader, more foundational request: register Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, which is the clearer canonical tracking item for auto-class registration work.", + "summary": "These two issues are not duplicates: one requests Qwen3-Omni auto-model registration, while the other requests sequence-classification support for Qwen3.5. They touch different model families and different AutoModel entry points.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43684 is the broader auto-model registration request and is the better representative issue in this small cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the best representative of the cluster because it is the more general auto-registration gap, while 44405 is a separate, narrower request for sequence-classification support on Qwen3.5.", + "best_issue_reason": "Issue #43684 is the most general and canonical request here, but it does not subsume #44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: one is Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other is Qwen3.5 AutoModelForSequenceClassification support. They involve different model families/configs and different auto heads, so they are not the same bug/change." + "reason": "Different model families and different capabilities: Qwen3-Omni registration vs Qwen3.5 sequence-classification support. Not the same underlying bug/change." } ] }, @@ -18413,8 +18283,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -18431,80 +18301,77 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "c0a00ce36dfba26aaf9ef10c63c055ebfb5ff6397b71c29516c00218ca479d05", + "prepared_review_unit_hash": "343a192f30b467da9a5ce349356b4fddcad6ebcfbe6b6154ca743ed3472c3b9a", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three \"huggingface\" issues are likely duplicates of one another based on identical titles and high similarity, but the evidence is limited to metadata. \"Fett\" looks separate. I\u2019d anchor the cluster on the earliest huggingface issue.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface\" issues and is the best anchor for the likely duplicate set, given the identical titles and high similarity.", + "summary": "All four items are closed issues with almost no content; three share the same generic title \"huggingface\" and one is unrelatedly titled \"Fett\". The cluster looks like weakly related/possibly duplicate issues, but there isn\u2019t enough evidence to confidently merge them all.", + "confidence": 0.55, + "canonical_issue_reason": "Issue 43859 is the best representative of the near-identical \"huggingface\" issues because it is the most recent and the only one with any discussion activity; 43835 has a different title and no evidence tying it to the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the cleanest representative of the likely duplicate cluster because it is earliest and shares the exact repeated title with the other huggingface issues.", + "best_issue_reason": "43859 is the strongest single issue to keep as the cluster representative, but only because it is the most active of the otherwise content-poor \"huggingface\" reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title and no concrete content overlap; soft similarity alone is not enough to treat them as duplicates." + "reason": "Different titles and no body evidence; \"Fett\" is not demonstrably the same report as \"huggingface\"." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no concrete evidence of the same underlying report." + "reason": "Different titles and no body evidence tying the issues together." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and only weak similarity evidence; not enough to accept as duplicates." + "reason": "Different titles and no concrete bug description in either issue to justify duplication." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Likely duplicate based on identical title and high similarity, though the packet does not expose the underlying issue text." + "accept": false, + "reason": "Same generic title, but there is no substantive issue text or target to confirm they describe the same underlying problem." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Likely duplicate based on identical title and high similarity, with no evidence they are different reports." + "accept": false, + "reason": "The titles match, but the reports are too empty to verify they are the same bug rather than separate low-detail submissions." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Likely duplicate based on identical title and high similarity, but the available evidence is limited to metadata." + "accept": false, + "reason": "Identical generic titles alone are insufficient; no concrete shared problem statement is available." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster anchor is reasonable, but several soft-edge justifications overstate the evidence. The packet only gives identical titles, body lengths, and soft-similarity scores; it does not provide concrete issue content showing the reports are the same. Phrases like \"clearly overlapping issue report\" are too strong here. Please keep the duplicate verdicts more conservative, e.g. \"likely duplicate based on identical title and high similarity.\"" - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18516,8 +18383,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -18538,12 +18405,12 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "6e65ec30bc4253951e92f3965429250922f6ba2c2e9eb38cd178d4ddc7acffc0", + "prepared_review_unit_hash": "44d7f37711850160166a1799f4e805994fc08ed890cf5c00ceb0253ff509008a", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5785, + "serialized_chars": 5788, "estimated_input_tokens": 1447, "estimated_eval_tokens": 3150 }, @@ -18551,7 +18418,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5785, + "serialized_chars": 5788, "estimated_input_tokens": 1447, "estimated_eval_tokens": 3150 }, @@ -18560,73 +18427,76 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is dominated by low-information spam/placeholder issues. The only exact duplicate-looking items are the two \"\" issues, but there is still no evidence they describe the same underlying bug or change beyond identical placeholder titles, so I would not merge any pair on that basis alone.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 44371 is the earliest exact \"\" placeholder entry and is as representative as any other low-information spam issue in this cluster.", + "summary": "This cluster is mostly low-signal placeholder/spam issues. The only clear duplicate set is the three identical \"\" issues; the documentation suggestion and \"Google LLC\" item do not look like the same underlying problem.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44371 is the earliest of the identical \"\" issues and is a good representative of that duplicate trio.", "canonical_pr_reason": null, - "best_issue_reason": "44371 is the cleanest canonical representative because it is an exact placeholder title and the earliest of the identical spam-like issues.", + "best_issue_reason": "issue:44371 is the clearest canonical issue because it matches the other two identical spam reports exactly and appears first chronologically.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": false, - "reason": "Both are titled \"\", but that is not enough to establish the same underlying bug or change; these look like separate spam placeholders." + "accept": true, + "reason": "Same title, same minimal body signal, and both are identical spam placeholders; likely the same report." }, { "left": "issue:44371", "right": "issue:44573", - "accept": false, - "reason": "Identical placeholder titles alone are insufficient to confirm duplication of the same concrete problem." + "accept": true, + "reason": "Same title and same sparse content pattern as the other spam issues; looks like a duplicate." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is generic spam and the other is a vague documentation suggestion; no concrete shared issue is visible." + "reason": "One is a spam placeholder and the other is a documentation enhancement request; no evidence they are the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated; there is no indication they describe the same bug or requested change." + "reason": "\"\" and \"Check out \\\"Google LLC\\\"\" are different subjects with no concrete overlap." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A vague docs suggestion and a spam placeholder do not appear to be the same underlying item." + "reason": "Documentation enhancement vs spam placeholder; not the same bug/change." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A documentation enhancement request is not the same as an unrelated spam placeholder." + "reason": "Documentation enhancement vs spam placeholder; not the same bug/change." }, { "left": "issue:44572", "right": "issue:44573", - "accept": false, - "reason": "Although both are titled \"\", there is no evidence they refer to the same underlying report rather than two separate spam entries." + "accept": true, + "reason": "Both are identical \"\" issues with no distinguishing content, so they likely duplicate the same report." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "The titles do not match and there is no shared concrete problem or change target." + "reason": "Spam placeholder and a Google LLC check-out item are unrelated." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No meaningful overlap beyond being closed issues; they do not look like duplicates." + "reason": "Spam placeholder and a Google LLC check-out item are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The duplicate call among the three \"\" issues is supported by identical titles and matching sparse metadata, and the rejections for the documentation suggestion and \"Google LLC\" item are appropriately cautious. Minor wording like \"identical exactly\" is a bit stronger than the packet strictly proves, but not enough to invalidate the overall assessment." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18638,8 +18508,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -18649,7 +18519,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "ccc52389b5c8a5d1d1f9864401cbd918f5aa7bc7727bea700c4a80a3886c7a12", + "prepared_review_unit_hash": "df3dae17c12c9bb32ae9003625e577fd6334228f92a1b8271cf5713ce83a8cbf", "component_budget": { "node_count": 2, "item_count": 2, @@ -18671,24 +18541,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues have the same title and nearly identical metadata, so they are very likely duplicate reports of the same energy-optimization proposal. Issue #45145 is the better canonical issue because it was created first and has an inbound reference.", - "confidence": 0.98, - "canonical_issue_reason": "#45145 was opened first and appears to be the original report; #45151 is effectively the same issue with no distinguishing links or files.", + "summary": "The two closed issues appear to be duplicates: they have the exact same title and very similar body length/content, with no distinguishing links or filenames.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created earlier and already has an inbound reference, making it the more established thread.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest representative because it is earlier and slightly better connected (it has an inbound reference).", + "best_issue_reason": "Issue #45145 is a strong representative of the cluster for the same reasons: earliest, already referenced, and indistinguishable in topic from #45151.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title, same topic, and no evidence of distinct scope; these look like duplicate copies of the same issue." + "reason": "Accept: the issues have identical titles and highly similar bodies, indicating the same underlying request/problem rather than related but distinct reports." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is grounded in the packet: the issues have identical titles, close creation times, no distinct links/files, and one has only a slight inbound-reference advantage. The duplicate/ canonical-candidate call is conservative enough given the limited evidence, and the soft-edge accept does not overstate beyond the available metadata." + "feedback": "The summary is grounded in the packet: both issues have the same title, close body lengths, and only soft-similarity evidence, so treating them as likely duplicates is conservative. Canonical issue selection is also reasonable: issue 45145 is earlier and has an inbound reference, while 45151 does not. No overstatement beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -18758,8 +18628,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -18769,7 +18639,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "7a3b6b2ef07228a7b3922690a274594ce9fbae157b9f41cb05b1f97e9c3a2bae", + "prepared_review_unit_hash": "b5bc9c33fa6784d70d8d94cc6bd549f8088098dbf339d64c9b421b5d3c21316d", "component_budget": { "node_count": 2, "item_count": 2, @@ -18791,18 +18661,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate 4-bit inference bugs in the same general area, but they do not look like duplicates: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig skip-modules regression that drops the default lm_head exclusion and triggers an AssertionError.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue is evident here because the issues describe different failure modes and different root causes.", + "summary": "These are related only at a high level (both involve 4-bit inference), but they describe different bugs and code paths: one is a Gemma4/audio-module uint8 `torch.finfo()` TypeError, the other is a BitsAndBytesConfig `llm_int8_skip_modules` regression that drops the default `lm_head` exclusion and triggers an AssertionError.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #45674 is the better cluster anchor because it is the broader, more general 4-bit inference regression; #45672 is a narrower Gemma4/audio-module-specific failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue 45674 is the clearest representative of the cluster\u2019s broader 4-bit inference/BitsAndBytes regression theme, with a more specific and actionable root-cause description.", + "best_issue_reason": "#45674 best represents the shared configuration/regression class, while #45672 appears to be a model- and module-specific manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "The reports concern different code paths and symptoms: Gemma4 audio modules failing in torch.finfo on uint8 weights versus BitsAndBytesConfig clearing the default lm_head exclusion and asserting in 4-bit inference. Similar subsystem, but not the same bug." + "reason": "Do not merge: the titles point to distinct failures in different paths\u2014Gemma4 audio-module `torch.finfo()` on uint8 weights versus BitsAndBytesConfig handling of `llm_int8_skip_modules` clearing the default `lm_head` exclusion. Shared 4-bit context is too broad to treat as the same bug." } ] }, @@ -18821,8 +18691,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -18832,7 +18702,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "cc53002243c7fafdf54318f45149fca1c891d85abf4cfade38755b4481ed1546", + "prepared_review_unit_hash": "28beedda223b048073db4348500a5bcb8314eb06d8ff0cc9e3008b653d1ebe46", "component_budget": { "node_count": 2, "item_count": 2, @@ -18854,18 +18724,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are bare-name/date issues with no body or technical context, so they do not appear to describe the same bug or change and are not good canonical triage candidates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "Two closed issues with only superficial similarity in title format; they do not appear to describe the same underlying bug or request.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: both are unrelated, name-and-date titled issues with no body or shared context.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a strong representative for the cluster; the similarity is only textual and does not indicate a duplicate problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Titles are different personal-name entries with different dates and no shared bug report content; likely unrelated/spam rather than the same underlying issue." + "reason": "Different people/names and dates; no evidence of the same bug, feature, or code-path problem." } ] }, @@ -18884,8 +18754,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -18895,40 +18765,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "9c051256cc1dca01ffc7e8a478879cf42bd3fc9cf8e3c9582ae8054c381e477a", + "prepared_review_unit_hash": "c723f80e836afd1ea0e1608a50e037aba1bb0d73feae857107d4189328e6a62b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues do not look like duplicates; they appear to be unrelated name/date entries rather than the same bug or request. No PRs are present.", + "summary": "These two closed issues look like unrelated low-context entries, likely spam or placeholder records, with only weak name/date similarity and no shared substance.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No clear canonical issue: the titles reference different people and dates, and there is no body or linkage indicating the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a plausible canonical representative here; the items do not share a clear underlying problem or change.", + "best_issue_reason": "Neither issue is a strong representative for the cluster because they do not describe a shared bug, request, or workflow; the similarity is only superficial.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles are unrelated personal-name/date entries with no shared subject, code path, or explicit linkage; this does not look like the same underlying issue." + "reason": "Weak title similarity only; different names and dates, no body, no links, and no evidence of the same underlying issue." } ] }, @@ -18947,8 +18817,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -18958,12 +18828,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "dd379e76b76a6de5d7299e6a03345af513ec3f51f706e2aa32b25de36259d837", + "prepared_review_unit_hash": "0f5933199b4afe796dab2d655298075661605606ee26bf041122170bf53ca913", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -18971,7 +18841,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -18980,18 +18850,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature requests: one asks for a new Qwen3_5 token-classification/value-model class, the other asks for FP8 training support. They should not be clustered together.", - "confidence": 0.99, - "canonical_issue_reason": null, + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45810 is the more concrete, model-specific feature request and is better as a representative issue for this pair.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45810 is the clearest standalone request; issue 46295 is a separate training-capability topic and does not fit this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests and code changes: model/class support for token classification vs numerical precision/training support. No shared target or concrete overlapping bug/change." + "reason": "Different underlying requests: adding a specific Qwen3_5 token-classification/value-model class vs. enabling FP8 training support. They do not describe the same bug or change." } ] }, @@ -19010,8 +18880,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -19031,12 +18901,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "04242ae3784a557f29efbe57071946174e149fc4fc7387eb789313cb17d81950", + "prepared_review_unit_hash": "bffd1fd2d28c15037796935e5cb6ed60426fbfbb0354ea267c723d143995f4bc", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19044,7 +18914,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19053,66 +18923,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is about a dataset bundle and does not look like the same underlying request as the DataForge example/service issues.", - "confidence": 0.98, - "canonical_issue_reason": "45870 is a strong canonical representative for the 'Example: Financial time series prediction with DataForge' pair because it is an exact duplicate of 45871 and is the earlier issue; 45872/45873 form a separate duplicate pair, so there is no single canonical issue for all five items.", + "summary": "The cluster splits into two exact duplicate issue pairs: 45870\u219445871 and 45872\u219445873. Issue 45869 looks unrelated to those topics.", + "confidence": 0.97, + "canonical_issue_reason": "45872 is the strongest single representative: it has the fuller description and an exact duplicate in 45873. The 45870/45871 pair is a separate duplicate topic, and 45869 is unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best overall issue to keep as the representative of its duplicate pair: it is earliest, fully duplicated by 45871, and its title is stable and specific. The other items are either a separate duplicate pair (45872/45873) or a different topic (45869).", + "best_issue_reason": "45872 is the best overall issue to anchor the cluster because it is a clear duplicate pair member with the richer, more specific DataForge/scaping-service framing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a financial data bundle promo versus a DataForge example issue; similar keywords but not the same underlying request." + "reason": "Different topics: a financial dataset bundle request vs. a financial time-series example. Similar wording only, not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: dataset bundle promotion versus DataForge example; not the same bug/change." + "reason": "Different topics: dataset bundle request vs. example/prediction issue. Not the same concrete change or bug." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate title and matching metadata/body length indicate the same underlying issue." + "reason": "Same title and effectively the same issue text; this looks like a direct duplicate." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series/DataForge, but one is an example issue and the other is a scraping-service request; not the same underlying item." + "reason": "Both are finance/DataForge themed, but one is a dataset bundle request and the other is a time-series + scraping-service example. Not the same issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45870/45872: related theme, but different request and not the same issue." + "reason": "Different underlying requests: dataset/example vs. DataForge scraping-service topic." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete request: example prediction issue versus scraping-service issue." + "reason": "Different issue themes despite some shared keywords; they do not describe the same concrete problem." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete request: example prediction issue versus scraping-service issue." + "reason": "Different underlying requests; this is not a duplicate of the DataForge scraping-service issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate title and matching metadata/body length indicate the same underlying issue." + "reason": "Same title and matching body length; this is a direct duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, while 45869 is clearly a different topic. The soft-edge verdicts are conservative, with no obvious overstatement beyond the evidence available." + "feedback": "The cluster summary is grounded in the packet: 45870\u219445871 and 45872\u219445873 are the only clearly supported duplicate pairs, and the rejection of cross-pair links is conservative. 45869 is reasonably treated as separate rather than forced into either duplicate set." }, "evaluator_used": true, "retried": false, @@ -19128,8 +18998,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -19139,40 +19009,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "366a0731ebf344bedb4ce1324517c0534f5993c8cbb193dd4b2cd1e1e6e61275", + "prepared_review_unit_hash": "e09181a2c1e53383e79580a9f5cc151ded24630b5b7a6d2e9145b6665879135a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern static-cache failures around linear-attention models, but they describe different failure modes: one is shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention` on Qwen3.5. They are related in subsystem, but not the same underlying bug.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes a more general and concrete static-cache code-path failure with a clear runtime consequence and root area (`early_initialization` / shape corruption).", + "summary": "Both issues involve static cache handling around linear attention, but they describe different failure modes: one is a shape corruption/runtime error during early initialization, the other is a Qwen3.5 `KeyError` for `linear_attention`. Related, but not clearly the same underlying bug.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the more general and likely root-cause-oriented failure in static cache `early_initialization` affecting linear-attention layers.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest representative of the cluster because it is more broadly applicable and closer to an actionable engine-level bug than the Qwen3.5-specific `KeyError` report.", + "best_issue_reason": "Issue 46439 is the strongest representative of the cluster: it names the cache path and the concrete corruption mechanism, making it more useful for tracking a fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related static-cache/linear-attention breakage, but the symptoms differ materially: wrong tensor shapes in early initialization vs a missing `linear_attention` key on Qwen3.5. Not the same concrete bug." + "reason": "Reject: both mention static cache and linear attention, but one reports shape corruption in `early_initialization` while the other is a `KeyError` in Qwen3.5. The evidence does not show the same concrete underlying bug or a single fix." } ] }, @@ -19186,7 +19056,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19232,154 +19102,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "fbe6d1dc136efee300e92e6897b981172d8e192b77ad5876aea6e5f1087cb3c8", + "prepared_review_unit_hash": "93b0b80457dcbee5e494069d7467228c45d19048c1615ef51205244f63671c36", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38087, - "estimated_input_tokens": 9522, - "estimated_eval_tokens": 19300 + "serialized_chars": 38083, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38087, - "estimated_input_tokens": 9522, - "estimated_eval_tokens": 19300 + "serialized_chars": 38083, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a loose thematic similarity set of unrelated Transformers PRs. The only true duplicate-style match is the two `fixed_cross_entropy` patches (#43251 and #43254), which change the same function in the same file for the same issue. All other candidate pairs are different model additions, refactors, docs, or unrelated fixes.", - "confidence": 0.82, + "summary": "Only one soft duplicate pair is credible: the two `fixed_cross_entropy` PRs are the same fix in the same file. The rest are unrelated model additions, refactors, or tests and should remain separate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "#43251 is the clearest representative of the only real duplicate pair: it has the explicit issue target, a concrete `fixed_cross_entropy` implementation change, and fuller discussion than #43254.", + "canonical_pr_reason": "PR 43251 is the better canonical representative: it explicitly targets issue 43240, fixes the concrete `fixed_cross_entropy` kwargs path, and is the clearer primary implementation of the change.", "best_issue_reason": null, - "best_pr_reason": "#43251 is the best global representative because it is the most complete and directly issue-linked fix in the only genuine duplicate pair in this cluster.", + "best_pr_reason": "PR 43251 is the strongest overall representative of the cluster\u2019s only true duplicate pair because it has the explicit issue target, a direct code-path fix, and clearer linkage to the underlying bug than the near-duplicate 43254.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different changes: VideoPrism model/docs integration vs an ExecuTorch dynamic-shape test." + "reason": "VideoPrism model integration vs an ExecuTorch dynamic-shape test; different code paths and different changes." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different models/features: Mistral tokenizer methods vs adding MobileLLM." + "reason": "Mistral tokenizer method additions vs adding a new MobileLLM model; unrelated changes." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fix vs ExecuTorch export test; unrelated code paths." + "reason": "Tokenizer API fix vs export test coverage; not the same underlying bug or change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor/pretrained robustness changes vs a new model implementation." + "reason": "Processor robustness/autoloading work vs a new model implementation; separate changes." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy loss kwargs support is unrelated to adding MobileLLM." + "reason": "Cross-entropy kwargs fix vs MobileLLM model addition; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model refactoring." + "reason": "Loss helper fix vs Mistral4 test/model work; different code paths." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch test coverage and Mistral4 fixes are different changes." + "reason": "ExecuTorch export test vs Mistral4 test/model work; not duplicates." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export test vs new MobileLLM model files." + "reason": "Dynamic export test vs new MobileLLM model code; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model vs class config-resolution fix; different underlying problems." + "reason": "New MobileLLM model vs config-resolution refactor; different scope and bug." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition and Falcon output-interface refactor are unrelated." + "reason": "MobileLLM model addition vs Falcon output-interface refactor; unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor is unrelated to the model-creation skill PR." + "reason": "Falcon refactor vs model-creation skill/docs; not the same underlying change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized-output refactor vs Mistral4 test fixes are not the same bug/change." + "reason": "Falcon output collection refactor vs Mistral4 fixes; different models and code paths." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model work vs CLIP-like `layrnorm` renaming are different code-path issues." + "reason": "Mistral4 test/model work vs CLIP-family `layrnorm` rename; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes vs chat-response parsing updates are unrelated." + "reason": "Mistral4 test/model work vs chat-response parsing updates; different subsystems." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes vs TDT loss kernel integration are unrelated." + "reason": "Mistral4 test/model work vs TDT loss kernel integration; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests/model work is unrelated to the config-resolution order fix." + "reason": "Mistral4 work vs config-resolution ordering fix; different bug and code path." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Only broad auto-modeling overlap; one is Mistral4 tests, the other is a model-creation skill draft." + "reason": "Mistral4 work vs model creation skill PR; clearly unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM is not the same as introducing a model-creation skill scaffold." + "reason": "New MobileLLM model addition vs model-creation skill/docs; the latter is tooling, not the model change itself." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both patches modify `src/transformers/loss/loss_utils.py` for the same `fixed_cross_entropy` behavior, adding support for the same kwargs on the same code path." + "reason": "Both PRs patch the same `fixed_cross_entropy` helper in the same file to pass supported kwargs to `nn.functional.cross_entropy`; these are duplicate implementations of the same fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, #43251/#43254, is supported by shared issue target 43240 and the same file/function (`src/transformers/loss/loss_utils.py` / `fixed_cross_entropy`). The rest of the pairwise rejections are consistent with the previews and filenames, with no obvious overstatement of evidence." + "feedback": "The summary is well grounded in the packet. The only accepted duplicate pair, 43251/43254, is supported by the shared issue target, same file, and near-identical `fixed_cross_entropy` changes. The other pair verdicts are conservative and their reasons stay within the evidence shown." }, "evaluator_used": true, "retried": false, @@ -19390,7 +19260,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19406,7 +19276,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "8ecb72ef5c1d63d42da20f0985471855d01127fd52860d71cb141730537a739a", + "prepared_review_unit_hash": "f76745643bd23e87982111ad8a14e23e030886e606327a97ba98da3b91feba83", "component_budget": { "node_count": 2, "item_count": 2, @@ -19428,18 +19298,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs share the VibeVoice codebase, but they target different deliverables: the core VibeVoice implementation versus a separate VibeVoice Realtime add-on with acoustic-tokenizer and generation changes. They are related, but not duplicates.", - "confidence": 0.88, + "summary": "Two open PRs for the VibeVoice model family, but they are not duplicates: one is the base VibeVoice implementation, the other adds a realtime variant plus acoustic-tokenizer support.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the more canonical core VibeVoice implementation: it is broader, less experimental, and already organizes the main model/docs/auto wiring without the realtime-specific extension work.", + "canonical_pr_reason": "PR 40546 is the original, broader VibeVoice implementation and the natural anchor for the cluster; 42781 is a later extension rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best representative PR for the cluster because it captures the primary VibeVoice integration path and is more mature than the draft realtime follow-up.", + "best_pr_reason": "PR 40546 is the best representative because it introduces the core codepath and model docs, while 42781 is a follow-on realtime-focused expansion.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: these PRs overlap on the same model family and some shared files, but #42781 adds VibeVoice Realtime plus a new acoustic-tokenizer path and generation changes, which is a distinct extension rather than the same concrete bug/change." + "reason": "Shared VibeVoice files are not enough to make these the same PR: 40546 implements the base model, while 42781 adds realtime-specific functionality and acoustic-tokenizer pieces. They are related, but not the same concrete fix/change." } ] }, @@ -19453,7 +19323,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19469,12 +19339,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "143c0aaca4030d9760e614ed650c0d0a17398fc8223678dfe7ed0b45317a17e9", + "prepared_review_unit_hash": "b6c55fec6ea56ca3b235b2393d2bc00a51700f2c54360e8ac613aa2970fff852", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19482,7 +19352,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19491,18 +19361,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. No duplicate or mergeable overlap is present.", + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not share the same bug, code path, or fix target, so this is not a duplicate cluster.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target different models, different code paths, and different user-facing capabilities.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduplication purposes; neither PR is a plausible duplicate of the other.", + "best_pr_reason": "PR 41224 is the better standalone PR to highlight because it is a focused model-capability addition with clear model, auto-model, and test coverage; PR 40755 is a separate forecasting feature in a different subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different subsystems and tasks: TimesFM time-series forecasting with covariates vs. DINOv3 image classification support. They do not fix the same underlying bug or change." + "reason": "Different model families and code paths: TimesFM covariate forecasting vs. DINOv3 image classification. They cannot plausibly be merged as one fix/change." } ] }, @@ -19516,7 +19386,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19579,7 +19449,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19597,7 +19467,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "6edbe723ebbc2bc74af6e2fb588d19e6e47fdcf78e48a1fc22e2339c42922d7b", + "prepared_review_unit_hash": "c05bae6b6e01ccf19753a826d35b2e0195eb4f330f0157b7bb4797b52399c357", "component_budget": { "node_count": 3, "item_count": 3, @@ -19619,24 +19489,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are independent new-model additions; they share repository plumbing but do not fix the same bug or implement the same model change. No duplicate merge candidate among the soft edges.", + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6). They share Transformers integration scaffolding, but each targets a different model family and code path, so they are not duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for deduplication: these are distinct model-addition PRs for DeepSeek OCR, Isaac, and Kimi2-6, each with its own implementation and model files.", + "canonical_pr_reason": "No canonical PR: each PR introduces a different model package and associated docs/auto-registry changes, so they should not be collapsed together.", "best_issue_reason": null, - "best_pr_reason": "If a representative PR is needed, pull_request:45630 is the strongest candidate because it has the highest review activity and the broadest, most developed model-addition footprint among the three.", + "best_pr_reason": "No single PR is a true cluster representative; 45630 is the broadest implementation-wise, but it is still unrelated to the other two model additions.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model families (DeepSeek OCR vs Isaac). Shared docs/auto-registration plumbing is not enough to treat them as the same underlying change." + "reason": "Different model families (DeepSeek OCR vs Isaac) with different model/config/processing code; shared registration and docs plumbing is not enough to make them the same change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model families (Isaac vs Kimi2-6) with distinct implementations and targets; they only overlap on generic model-registration files." + "reason": "Isaac and Kimi2-6 add different models and touch different underlying implementations; they are not the same bug or patch and would not be merged as one PR." } ] }, @@ -19650,7 +19520,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19666,7 +19536,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "4aeafd95a351140424aa76e154a2f617e9607fcbb8cc4327dccf7cbd83144b4b", + "prepared_review_unit_hash": "031bb66bc5b9b37f1ed2c3adfd25c0434b4f8cc47e2fa96ef134c4e1633c238f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19688,18 +19558,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions across workflow files, but they target different dependency families and problems: one is a broad Node 24 compatibility sweep, the other is a docker/build-push-action version bump. They are related at the workflow-maintenance level but not the same underlying change.", - "confidence": 0.93, + "summary": "These are related GitHub Actions maintenance PRs, but they address different upgrades and should not be merged as duplicates: one is a broad Node 24 compatibility bump across many workflows, the other is a narrower Docker action version update.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader workflow Actions compatibility update and touches more files; it is the best representative of this cluster if a single PR must be chosen.", + "canonical_pr_reason": "PR 42975 is the better representative because it is the broader, more explicit upgrade effort for GitHub Actions Node 24 compatibility across many workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the most suitable canonical PR because it addresses a clearly defined platform compatibility refresh across multiple workflows, whereas 42976 is a narrower action-version bump for docker image builds.", + "best_pr_reason": "PR 42975 is the strongest cluster representative due to its wider scope and clearer umbrella purpose compared with the narrower Docker action version bump in 42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: 42975 upgrades assorted GitHub Actions for Node 24 compatibility, while 42976 specifically bumps docker/build-push-action from v5 to v6 in build workflows. They are different dependency updates affecting different code paths and could be merged independently." + "reason": "Different changes: 42975 updates multiple GitHub Actions to versions compatible with Node 24, while 42976 only bumps docker/build-push-action and a few related workflow actions to newer versions. They touch overlapping files but not the same underlying fix." } ] }, @@ -19713,7 +19583,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19736,7 +19606,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "8c4b72f4403cd45107ea1a34055a83180130134ae1919fe082056cc9a0a84d2a", + "prepared_review_unit_hash": "70ab2aad60f2ce56ca99b688e5196947106c33a2b2e111b1076386a3329f5d72", "component_budget": { "node_count": 4, "item_count": 4, @@ -19758,48 +19628,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are separate model-addition pull requests (ViT NEPA, Molmo, Molmo2, CTSM). They share framework/registry/docs touchpoints, but they are different model integrations and not duplicates of the same underlying change.", - "confidence": 0.97, + "summary": "All four PRs are separate model-addition efforts that only overlap on shared Transformers scaffolding (docs, auto mappings, package exports). They do not look like the same underlying change, so none of the soft edges should be merged.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR among these; the closest representative is #43451 because it is the most developed model-addition PR and has the highest review activity, but it is still a distinct Molmo2 integration, not a duplicate of the others.", + "canonical_pr_reason": "No canonical PR: the cluster contains distinct additions for ViT NEPA, Molmo, Molmo2, and CTSM, so there is no single duplicate change to canonize.", "best_issue_reason": null, - "best_pr_reason": "#43451 is the strongest standalone PR to anchor the cluster because it has the broadest implementation surface and far more discussion/review than the others, indicating the most complete integration work. It is not interchangeable with the other PRs.", + "best_pr_reason": "If forced to pick a representative PR, 43451 (Molmo2) is the most extensive and most reviewed, 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 integrations: ViT NEPA vs Molmo. Overlap is limited to shared docs/auto-registry scaffolding, not the same concrete code-path change." + "reason": "Different model additions (ViT NEPA vs Molmo); shared files are only framework registration/docs, not the same code-path fix." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model integrations: ViT NEPA vs Molmo2. Shared framework files do not indicate the same bug or the same feature implementation." + "reason": "ViT NEPA and Molmo2 are unrelated model implementations with only generic auto/doc overlap." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model integrations: ViT NEPA vs CTSM. They touch common transformer registry/docs code, but they are unrelated model additions." + "reason": "ViT NEPA and CTSM are separate model additions; overlap is limited to common Transformers plumbing." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name, but these are separate model families with distinct configs, processors, and model code; not one mergeable fix/change." + "reason": "Molmo and Molmo2 are different models with different configs/processors/tests; not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions. Similarity is only in shared registration and documentation files." + "reason": "Molmo and CTSM target different models and code paths; shared edits are only broad package/auto-mapping updates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model integrations with different code paths and files; shared auto/model registry edits are too broad to call them duplicates." + "reason": "Molmo2 and CTSM are unrelated additions; the similarity is superficial and not mergeable as one PR." } ] }, @@ -19813,7 +19683,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19842,94 +19712,94 @@ "pull_request:44815|pull_request:46380", "pull_request:46380|pull_request:46539" ], - "prepared_review_unit_hash": "fea27d137c94c94d51f709baa4d63041645e6103fbdff4cbcce5ca99125be675", + "prepared_review_unit_hash": "ed419e285bb40e318d817cc8fb1791e0746e1e8abf2f5fc50b06c648923163be", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16425, - "estimated_input_tokens": 4107, - "estimated_eval_tokens": 8470 + "serialized_chars": 16422, + "estimated_input_tokens": 4106, + "estimated_eval_tokens": 8468 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16425, - "estimated_input_tokens": 4107, - "estimated_eval_tokens": 8470 + "serialized_chars": 16422, + "estimated_input_tokens": 4106, + "estimated_eval_tokens": 8468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates of one another; they span unrelated fixes across Whisper tokenization, CLIP/ViT tests, FP8 dequantization, generation watermarking validation, PhiMoE integration tests, and trainer tests. The similarity signal is mostly generic \"fix\" wording rather than the same underlying bug.", - "confidence": 0.9, + "summary": "No true duplicates here; the PRs are all separate fixes across unrelated models/test suites, with one substantive code fix standing out.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46380 has the clearest concrete product bug fix: it patches generation config validation for watermarking_config dicts and updates the related generation path, with tests across several models. It is more substantive than the mostly test-only PRs and more narrowly about one underlying code-path issue than the broader fp8/dequant change.", + "canonical_pr_reason": "PR #44815 is the strongest representative: it fixes a concrete fp8 dequant/loading path bug in core model loading and fine-grained FP8 integration, with supporting tests and targeted code changes.", "best_issue_reason": null, - "best_pr_reason": "PR 46380 is the best representative of the cluster because it contains an actual functional fix in core generation code plus validation coverage, whereas the others are either test-only, placeholder-like, or fix different subsystems.", + "best_pr_reason": "PR #44815 is the best global choice because it addresses a specific runtime code-path defect rather than only adjusting tests, and its diff is cohesive and technically substantive.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:46541", "accept": false, - "reason": "Both touch tests, but they fix different areas: Whisper tokenizer/model tests vs trainer tests. No shared bug or mergeable common code-path issue." + "reason": "Whisper tokenizer/test changes vs trainer batch-size tests; different subsystems and different failure modes." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenization behavior is unrelated to CLIP/ViT test edits; the latter looks like generic test noise, not the same defect." + "reason": "Both are test-oriented, but one is Whisper tokenization behavior and the other is unrelated CLIP/ViT test edits; no shared underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding logic and FP8 dequant/loading are different subsystems with different failure modes." + "reason": "Whisper decode logic vs fp8 dequant/loading path; unrelated code paths and models." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper decode/timestamp handling is unrelated to generation watermarking validation and generation utils." + "reason": "Whisper tokenizer fixes vs generation watermarking/config and broad generation-test updates; not the same bug." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "CLIP/ViT test changes are unrelated to PhiMoE integration-test setup; these do not fix the same underlying bug." + "reason": "Generic CLIP/ViT test edits vs PhiMoE integration-test changes; different models and different purposes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test edits in vision models are unrelated to the FP8 dequantization/code-loading fix." + "reason": "Test-file churn in vision models vs a concrete fp8 loading/kernel fix; no same underlying change." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "The CLIP/ViT test-only changes do not match the generation watermarking/config fix." + "reason": "Unrelated model test adjustments vs generation/watermarking bug fix; not mergeable as one PR." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading behavior and PhiMoE integration-test setup are unrelated code paths." + "reason": "FP8 dequant/loading fix vs PhiMoE integration test setup; different components and no shared bug." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Both are real code fixes, but they address different problems in different parts of the stack: FP8 tensor padding/loading vs generation watermarking validation." + "reason": "Both touch large areas, but they fix different concrete issues: fp8 loading/padding versus generation watermarking validation." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and PhiMoE integration-test setup are different issues, not a single mergeable fix." + "reason": "Generation-config validation fix vs PhiMoE integration-test changes; unrelated code paths." } ] }, @@ -19943,7 +19813,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19959,7 +19829,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "2339fd85d0d6e725aed29302c93d82e609dc28f396f389ae65347c7ab94da828", + "prepared_review_unit_hash": "a1d9ce8bc1c2ebaf0559613211f2413c1fac86cdc34e0e107881af94e0216f47", "component_budget": { "node_count": 2, "item_count": 2, @@ -19981,18 +19851,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one is a narrow repo-bot/version-format test change, while the other is a larger CI/workflow and test-infrastructure change. The shared Vit test file is incidental, not evidence of the same underlying fix.", - "confidence": 0.97, + "summary": "The two PRs are not duplicates: #43488 is a setup/version/dependency tweak for repo-bot testing, while #43532 changes GitHub workflow and testing utility code. The shared Vitest file is incidental.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address different concerns and are not merge-equivalent changes.", + "canonical_pr_reason": "No canonical PR: these changes target different code paths and would not be merged into one PR.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the better representative of the cluster because it is the more substantial, self-contained change; however, it is still not a duplicate of PR #43488.", + "best_pr_reason": "No good global best PR for this cluster; the PRs are unrelated and neither subsumes the other.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: they do not fix the same concrete problem. #43488 is a small repo-bot/version-format test PR, while #43532 changes CI workflows and testing/notification files across multiple paths." + "reason": "Different underlying changes: #43488 updates setup/versioning and a test dependency, while #43532 rewrites CI/workflow and testing utility behavior. Shared test filename is not enough." } ] }, @@ -20006,7 +19876,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20022,7 +19892,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "cc2006136813fc8ba00c7c89c95fe945222249d489c7e468298a3ee805109319", + "prepared_review_unit_hash": "24e903f445016db11887da0251505dd80b64dde424325b571b42be545f96fbd1", "component_budget": { "node_count": 2, "item_count": 2, @@ -20044,18 +19914,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They are related at the subsystem level, but they are not the same underlying change.", - "confidence": 0.94, + "summary": "These are related pipeline additions, but they are different features: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. The shared docs/registry/test scaffolding is boilerplate, not evidence of the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: 43612 and 43613 target different segmentation pipelines and should remain separate.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the stronger standalone PR in this cluster because it is more concrete and broader in implementation, with multiple model integrations and dedicated tests/docs for promptable visual segmentation.", + "best_pr_reason": "If a representative is needed, 43613 is the broader PR, but it is still not a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features and code paths: concept segmentation vs visual segmentation. They share some docs/registry plumbing, but they are not the same change and would not plausibly be merged into one PR." + "reason": "Different concrete features and code paths: concept segmentation vs visual segmentation. They share framework/docs plumbing, but not the same underlying bug or change, so they should not be merged as duplicates." } ] }, @@ -20069,7 +19939,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20085,7 +19955,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "075504e244662d2cf6a94e7671e8a764a4db7306fb411ff3efc0ae46e75232f8", + "prepared_review_unit_hash": "b4e9101463235f8c36da8ffe86148e211231b1d27b9bed3ce78a4dc14b932af8", "component_budget": { "node_count": 2, "item_count": 2, @@ -20107,18 +19977,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs touch the same file but fix different trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT models. They are not duplicates and should not be clustered as the same change.", - "confidence": 0.97, + "summary": "The two PRs both touch `trainer.py`, but they address different trainer code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not duplicates and should not be merged together.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 43651 and 43663 address unrelated code paths in `Trainer` (loss scaling vs. input-column filtering), so neither can represent the other.", + "canonical_pr_reason": "No canonical PR: these are separate changes in the same file, but they fix different behaviors and do not represent the same underlying bug or feature.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the better standalone representative only in the sense that it fixes a concrete training-step bug; however, it is not a duplicate of 43663 and should not be merged with it.", + "best_pr_reason": "PR 43651 is the more concrete behavior change in the cluster (loss scaling in `training_step`), but it still does not subsume PR 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different concrete changes in `trainer.py`: 43651 adds `_loss_is_scaled_for_ga` and alters gradient accumulation loss normalization, while 43663 adds `_get_signature_columns` for column filtering. Shared file/subsystem is not enough to treat them as the same fix." + "reason": "Different underlying changes: 43651 alters gradient accumulation loss scaling via `_loss_is_scaled_for_ga`, while 43663 adds `_get_signature_columns` to change trainer input-column filtering. Same file only, not the same fix." } ] }, @@ -20132,7 +20002,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20148,12 +20018,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "6468b004b99687cfc0488a545ad13a98474bd563cc5981dbe716dfd08da92822", + "prepared_review_unit_hash": "d119c3bf0a5873262c2fb1982b9c715dea3366a053e16cb65955e062a459249c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20161,7 +20031,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20170,18 +20040,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both mention NameError, but they fix different runtime-typing problems. PR #43656 is about postponed annotations / missing transformer types in `serve.py`; PR #43842 is about `TypeAdapter` being unavailable when pydantic is not installed. They should not be deduplicated.", - "confidence": 0.92, + "summary": "Two PRs touch the same CLI file but appear to fix different NameError/type-annotation problems, so they should not be deduplicated.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#43842 is the more narrowly scoped and directly targeted fix: it explicitly handles `TypeAdapter` only under `TYPE_CHECKING` and quotes the validator annotation to avoid a runtime import-time NameError when pydantic is absent.", + "canonical_pr_reason": "PR #43842 is the more concrete fix: it directly guards the TypeAdapter import/annotation for environments without pydantic, matching the explicit issue target and narrow failure mode.", "best_issue_reason": null, - "best_pr_reason": "#43842 is the best standalone PR in this cluster because it addresses a concrete optional-dependency failure path with a minimal change set. #43656 is a separate typing/runtime-annotation cleanup for a different NameError mechanism.", + "best_pr_reason": "PR #43842 is the strongest standalone candidate because it targets a specific runtime import-error path in the CLI and has the clearest bug-to-fix correspondence.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and similar symptom, but different underlying bugs: #43656 changes annotations/imports around transformer types and `from __future__ import annotations`; #43842 specifically fixes `TypeAdapter` resolution when pydantic is not installed. They are not the same concrete code-path problem." + "reason": "Same file, but different underlying bugs: #43656 updates future-annotation/type-hint usage more broadly, while #43842 fixes TypeAdapter being unavailable when pydantic is not installed. They are not the same concrete change and would not be merged as one PR." } ] }, @@ -20195,7 +20065,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20261,7 +20131,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -20325,14 +20195,14 @@ "pull_request:44018|pull_request:44086", "pull_request:44068|pull_request:44086", "pull_request:44071|pull_request:44085", - "pull_request:44085|pull_request:44086", "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44161", - "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", "pull_request:44068|pull_request:44071", "pull_request:43997|pull_request:44073", "pull_request:44071|pull_request:44086", @@ -20373,12 +20243,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "a749a8fc471f68908bed225ad0bfa6e0ee655927acf7e44c11b3b0f2fe67f9db", + "prepared_review_unit_hash": "3392d99fdb1cb7f41cddf1e2d0bb4ae8b5e329f08c46017e66ec3a39a16f0f34", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, + "serialized_chars": 84895, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -20386,7 +20256,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75091, + "serialized_chars": 75089, "estimated_input_tokens": 18773, "estimated_eval_tokens": 37802 }, @@ -20395,339 +20265,327 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific PRs under the shared output-tracing umbrella of issue #43979. The true duplicates are the GPT-J/CodeGen line and the GPT-Neo line; the rest are separate per-model refactors and should not be merged as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #43979 is the shared umbrella target for the standardized output-tracing refactor across these PRs.", - "canonical_pr_reason": "PR #44722 is the broadest and latest representative of the GPT-J/CodeGen refactor line, overlapping the same concrete output-tracing path as the other GPT-J PRs.", - "best_issue_reason": "#43979 best captures the common underlying refactor theme that these PRs converge on.", - "best_pr_reason": "#44722 is the strongest representative PR: it is later, broader, and covers the same GPT-J output-tracing code path as the duplicate GPT-J PRs.", + "summary": "Mostly a batch of model-specific output-tracing refactors. I only accepted soft edges where the two PRs touch the same concrete model/code path; cross-model similarity and shared umbrella references were not enough.", + "confidence": 0.87, + "canonical_issue_reason": "No standalone issue artifact is included. The closest umbrella is #43979, but only a subset of PRs explicitly link it; the rest share the broader output-tracing refactor theme without proving they all belong to one issue.", + "canonical_pr_reason": "PR 44066 is the clearest representative of the tight GPT-J/CodeGen subgroup: it changes the same concrete output-tracing code path and explicitly points at the umbrella tracking issue used by that subset.", + "best_issue_reason": "No issue node is available to select. If one were needed, #43979 best matches the subset of PRs that explicitly reference it and the broader output-tracing refactor theme.", + "best_pr_reason": "PR 44066 is the strongest single representative of the actual duplicate subgroup because it spans the shared GPT-J/CodeGen path and is the most umbrella-like of the same-model refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; only the umbrella issue is shared." + "reason": "Different models and code paths; same refactor theme is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families; both are output-tracing refactors but not the same change." + "reason": "Cvt/FNet and DeBERTa-v2 are separate model refactors." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same code path; same underlying change." + "reason": "Same GPT-J output-tracing change family on the same concrete file path." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet-related refactor vs EfficientNet; same theme, different concrete change." + "reason": "RegNet and EfficientNet are different model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen; unrelated model code paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; different concrete refactors." + "reason": "GPT-J/CodeGen vs EfficientNet are different concrete changes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTaV2; not the same underlying bug/change." + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated model changes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; different model implementations." + "reason": "GPT-J/CodeGen and MGP-STR are different models and forward paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; only the output-tracing framework is shared." + "reason": "GPT-J/CodeGen and MPT are separate code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both touch GPT-Neo output tracing in the same model file; same underlying refactor." + "reason": "Both are GPT-Neo output-tracing refactors on the same model code path." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; different model code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same umbrella issue, different refactor target." + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet/RT-DETR related work vs GPT-J/CodeGen; not the same change." + "reason": "ResNet and GPT-J/CodeGen are unrelated model changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; unrelated code paths." + "reason": "ResNet and GPT-J are different code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; different model-specific changes." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated models." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; only broad refactor similarity." + "reason": "GPT-Neo and ResNet are separate refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; different concrete refactors." + "reason": "ResNet and MPT are different model changes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; not the same model or bug." + "reason": "GPT-Neo and Flaubert are different models/code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; different code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated refactors." }, { "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "MPT vs MGP-STR; unrelated model implementations." + "reason": "MPT and GPT-J/CodeGen are different code paths." }, { - "left": "pull_request:44085", + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are separate model changes." + }, + { + "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; different underlying changes." + "reason": "GPT-Neo and MGP-STR are unrelated models." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs MGP-STR; not the same concrete fix." + "reason": "GPT-2 and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different models." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; different model-specific changes." + "reason": "ViLT and Flaubert/XLM are unrelated model changes." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 vs GPT-J/CodeGen; same umbrella theme only." + "reason": "GPT-2 and GPT-J/CodeGen are different concrete refactors." }, { - "left": "pull_request:44068", + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT; different code paths." + "reason": "GPT-Neo and MPT are not the same code path." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs Flaubert/XLM; unrelated refactors." + "reason": "SegFormer and LongT5 are unrelated code paths." }, { "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet vs LongT5; different model-specific output handling." + "reason": "MPNet and Flaubert/XLM are different model refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet vs GPT-Neo; different concrete changes." + "reason": "RegNet and SegFormer are separate model changes." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet vs MPNet; same framework, different model paths." + "reason": "RegNet and MPNet are unrelated concrete changes." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT vs ImageGPT; unrelated model refactors." + "reason": "MPT and ImageGPT are different model code paths." }, { "left": "pull_request:44074", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs LongT5; not the same underlying issue." + "reason": "TextNet and Flaubert/XLM are unrelated model refactors." }, { "left": "pull_request:44056", - "right": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs SegFormer; different model code paths." + "reason": "MPNet and LongT5 are different models." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs GPT-Neo; only the shared output-tracing theme matches." + "reason": "RegNet and GPT-Neo are separate changes." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5; different concrete changes." + "reason": "RegNet and LongT5 are unrelated refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44076", "accept": false, - "reason": "MPT vs SpeechT5; unrelated model implementations." + "reason": "TextNet and ImageGPT are different model implementations." }, { - "left": "pull_request:44010", + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert vs MPT; different code paths." + "reason": "GPT-Neo and MPT are not the same code path." }, { "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert vs VisualBert; same umbrella refactor, not the same change." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-Neo vs SpeechT5; different model-specific fixes." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet vs Flaubert/XLM; not a duplicate." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet vs LongT5; different concrete refactors." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet vs GPT-Neo; unrelated model code paths." + "reason": "SqueezeBERT and MPT are unrelated model changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet vs LongT5; only broad theme overlaps." + "reason": "SqueezeBERT and VisualBERT are different code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44722", "accept": false, - "reason": "MPT vs SpeechT5; different implementations." + "reason": "SqueezeBERT and GPT-J/CodeGen are unrelated refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "SqueezeBert vs GPT-Neo; not the same bug/change." + "reason": "DeBERTa-v2 and TextNet are different models." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44044", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBert vs DeBERTaV2; different code paths." + "reason": "DeBERTa-v2 and Flaubert/XLM are unrelated changes." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 vs TextNet; different model-specific changes." + "reason": "DeBERTa-v2 and SpeechT5 are different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a later overlapping version." + "reason": "Same GPT-J/CodeGen output-tracing family on the same files; plausible duplicate merge." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both modify GPT-J output tracing in the same file and can plausibly be merged into one PR." + "reason": "Both are GPT-J output-tracing refactors on the same file path." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5; unrelated model code paths." + "reason": "GPT-J and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet vs RegNet/ResNet; not the same underlying change." + "reason": "Cvt/FNet and RegNet are different model changes." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet vs SpeechT5; different concrete refactors." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTaV2 vs SpeechT5; different model-specific changes." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTaV2 vs ViTS; not the same code path." + "reason": "Cvt/FNet and SpeechT5 are unrelated code paths." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The accepted pairs are plausibly mergeable into single bugfix PRs within the same model/file family, while the rejected pairs correctly avoid conflating shared output-tracing theme with actual duplicate changes across unrelated model code paths." + "accept": false, + "feedback": "Most soft-edge decisions are conservative and the accepted pairs are plausibly mergeable within the same model/code path. However, the canonical issue reasoning overstates the evidence: the packet shows only some PRs explicitly link #43979, not all of them. Please soften that claim and keep the issue-language limited to the linked subset or the broader cluster theme." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20735,7 +20593,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 35, + "component_count": 37, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -20762,12 +20620,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "83a75a5438b645fb3f14dfaf887b1f670098c7a2a55f2aa5fc2d0e24c298f4af", + "prepared_review_unit_hash": "cab81ec9285b39a00589d340c5ee17ff63df3c2a8d10ee220b3ad662e3a341be", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, + "serialized_chars": 84895, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -20775,57 +20633,57 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17123, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17127, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of model-specific migrations to standardized output tracing/capture_outputs, not duplicate fixes for the same concrete code path.", + "summary": "These are model-specific PRs in the same broad standardized-output refactor wave, but they touch different model implementations and code paths, so they are not duplicates and should not be merged together.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44129 is the cleanest representative: it has an explicit issue link, a concrete model-scoped refactor, and the clearest standardized output-capture transition.", + "canonical_pr_reason": "PR 44129 is the best representative: it has an explicit issue target, a clear model-specific refactor, and a substantial output-tracing change in one concrete code path.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44129 is the best representative PR for the cluster because it is scoped, linked to a tracking issue, and most clearly implements the output-tracing standardization pattern.", + "best_pr_reason": "44129 is the most representative cluster member because it is the most explicit about the underlying task and reads like the clearest standalone instance of the standardized output-capture migration.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both adopt the same output-capture pattern, but they touch different model code paths (FocalNet vs ImageGPT) and are not mergeable as one fix." + "reason": "Both are output-tracing migrations, but they apply to different models (FocalNet vs ImageGPT) and different forward paths; not the same bug/change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same broad refactor theme, but VisualBert and TextNet are distinct implementations with different forward/output handling; not the same underlying change." + "reason": "Same refactor theme, but VisualBert and TextNet are separate implementations with separate output semantics and tests." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both standardize tracing, but MPNet and VisualBert change separate model internals and do not fix one shared bug." + "reason": "MPNet vs VisualBert: different model code paths and not plausibly one merged fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model migrations with different output-capture wiring; too model-specific to count as duplicates." + "reason": "MPNet and TextNet are unrelated model implementations; this is only the same migration pattern, not the same underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated code paths; the similarity is only the shared migration pattern." + "reason": "RegNet and SqueezeBert are distinct model files and architectures; same broad cleanup, but not duplicate work." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both refactor output collection, but SqueezeBert and SpeechT5 are distinct model implementations and would not plausibly merge into one PR." + "reason": "These target different models and forward signatures; they share a refactor style, not a concrete shared defect." } ] }, @@ -20839,7 +20697,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20876,13 +20734,16 @@ "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:44000|pull_request:44026", "pull_request:44001|pull_request:44002", - "pull_request:44001|pull_request:44003", "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", "pull_request:44002|pull_request:44003", + "pull_request:44000|pull_request:44003", "pull_request:44003|pull_request:44028", "pull_request:44003|pull_request:44004", "pull_request:43998|pull_request:44004", @@ -20905,274 +20766,292 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "4887dae1a8f431899318328d4f52593b3dbbfae849e098c8933bc1b53c309504", + "prepared_review_unit_hash": "e1ab94b2a043fab16650b1e9cf7758a6a29970d14c00c959700b3e6ff389ac48", "component_budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "soft_pair_count": 43, + "serialized_chars": 41327, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 }, "budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "soft_pair_count": 43, + "serialized_chars": 41327, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all model-specific refactors around output tracing / `can_return_tuple`, not the same underlying bug or a single mergeable change.", - "confidence": 0.93, + "summary": "These are not duplicates; they are separate per-model refactor PRs that all follow the same output-tracing/can_return_tuple pattern across different architectures.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR exists here; the cluster is a family of similar refactors across different models. If one representative is needed, PR 44003 is the broadest/most infrastructure-heavy example (touches `mamba` and `falcon_mamba`) and best captures the theme.", + "canonical_pr_reason": "PR 44003 is the broadest representative here: it applies the output-tracing refactor across the Mamba family and includes the supporting capture/output-recording plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best representative because it has the broadest scope in the set and includes the most substantial output-tracing plumbing, but it still does not subsume the others as duplicates.", + "best_pr_reason": "PR 44003 is the best single representative of the cluster because it is the most complete instance of the recurring refactor pattern and changes both model code and shared output-capturing infrastructure.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model code paths (`timm_backbone` vs `upernet`)." + "reason": "Same refactor theme, but different model code paths and files; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models and different wrapper logic; only share output-tracing cleanup." + "reason": "Different architectures (timm_backbone vs vision_text_dual_encoder); similar output-tracing cleanup only." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Both are output-tracing refactors, but they affect unrelated model implementations." + "reason": "Same generic tracing refactor, but unrelated model implementation and code path." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Distinct model families (`timm_backbone` vs `mamba`/`falcon_mamba`), not one concrete bug/change." + "reason": "Different model families and different plumbing; not a single fix that could plausibly be one PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Separate model implementations; too broad to treat as the same change." + "reason": "Both are tracing-related, but they affect different model families and different internal execution paths." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model code paths (`mobilenet_v1` vs `univnet`)." + "reason": "Different models and different output-capturing details; only the refactor style is shared." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Related refactor pattern, but unrelated model code." + "reason": "Separate model implementations; same broad cleanup theme is not enough for duplication." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different models and likely different output-capture details; not the same PR-worthy fix." + "reason": "Different model families with distinct forward methods; not the same concrete bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Same broad subsystem theme only; distinct encoder-decoder wrapper code." + "reason": "Different model targets and code paths; similar decorator/tracing refactor only." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different architectures and code paths." + "reason": "Different encoder-decoder wrapper model; not the same underlying change as MobileNetV1." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Both refactor output handling, but on unrelated models (`vision_text_dual_encoder` vs `univnet`)." + "reason": "Both are refactors, but they target unrelated model code and do not fix the same concrete behavior." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations; no shared concrete bug." + "reason": "Distinct model architectures and forward paths; only the tracing pattern matches." }, { "left": "pull_request:44000", - "right": "pull_request:44003", + "right": "pull_request:44025", "accept": false, - "reason": "Same pattern, but `vision_text_dual_encoder` and `mamba` are not mergeable into one fix." + "reason": "Different model families and output types; not one mergeable bug fix." }, { "left": "pull_request:44000", - "right": "pull_request:44025", + "right": "pull_request:44026", "accept": false, - "reason": "Different tasks in different model families, not one underlying change." + "reason": "Vision-text dual encoder vs vision-encoder-decoder are separate code paths, so this is not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Unrelated models; similarity is only in output-tracing cleanup." + "reason": "Separate models with separate output plumbing; same refactor style only." }, { "left": "pull_request:44001", - "right": "pull_request:44003", + "right": "pull_request:44025", "accept": false, - "reason": "Distinct code paths and model families." + "reason": "Different model families and implementations; not the same underlying issue." }, { "left": "pull_request:44001", - "right": "pull_request:44025", + "right": "pull_request:44026", "accept": false, - "reason": "Different depth-anything code vs audio generation code." + "reason": "Unrelated model code paths despite the shared output-tracing refactor theme." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model stacks; no single shared bug/change." + "reason": "UperNet and RWKV touch unrelated execution paths; not the same fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different tracing behavior; no duplicate relationship." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and different plumbing changes; only superficially similar." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and refactor scope." + "reason": "Different architectures and code paths; not one underlying bug or change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families; shared refactor theme is too broad to merge as duplicates." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba` output tracing and `superpoint` output tracing are unrelated implementations." + "reason": "Different models with distinct forward implementations; not the same code-path problem." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths (`mamba` vs `codegen`), so not one duplicate PR." + "reason": "Mamba-family refactor vs CodeGen cache/output refactor are different concrete changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and forward implementations; only the refactor style matches." + "reason": "Different model targets and different behavior changes; not a duplicate fix." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` changes are unrelated beyond generic output handling." + "reason": "Different model implementations and output semantics; only a shared refactor theme." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "No shared concrete bug; only a common refactor motif." + "reason": "UperNet and CodeGen are unrelated code paths, so this is not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different model-specific refactors, not mergeable into one PR." + "reason": "Different architectures and code paths; similar output-tracing wording only." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Closely related wrapper models, but still separate encoder/decoder code paths and not the same change." + "reason": "Different model wrappers and different files; not the same bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`)." + "reason": "Depth Anything vs Speech Encoder-Decoder are unrelated implementations; same refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different architectures and output contracts; not one underlying fix." + "reason": "Different model families and forward paths; not mergeable as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models and different tracing refactors." + "reason": "Different model code paths and different output-capturing mechanisms; not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Separate model implementations; same theme only." + "reason": "Separate models with separate refactor scopes; too broad to treat as the same change." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different code paths (`vision_encoder_decoder` vs `rwkv`)." + "reason": "Vision-encoder-decoder and RWKV are unrelated code paths; no duplicate fix here." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different wrapper models; not the same fix." + "reason": "Different model wrappers and different output behavior; not the same underlying bug." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and output semantics." + "reason": "Different model implementations; shared tracing refactor is not enough to accept." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations; only generic refactor similarity." + "reason": "Different concrete model changes with no shared code path." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths." + "reason": "Speech encoder-decoder and SuperPoint are unrelated; similar refactor style only." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and output-handling changes." + "reason": "Different models and different execution paths; not a duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model families; not a single concrete bug/change." + "reason": "Distinct model code paths and output semantics; no single underlying fix." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated implementations." + "reason": "SuperPoint and RWKV are unrelated architectures; same refactor theme only." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models and output pathways." + "reason": "Different models and different concrete behavior changes; not the same PR-worthy fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Distinct model code paths; same output-tracing motif only." + "reason": "RWKV output-recording changes are separate from DPR's wrapper refactor; not the same underlying change." } ] }, @@ -21186,7 +21065,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21202,12 +21081,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "67138856af8cdb8f25da57a6dbc38dacfd38a579e18f3569890f1a48912e59e1", + "prepared_review_unit_hash": "9d758703b84a061e8777621978a13b87b1188accd7ea678248df1071f98012de", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21215,7 +21094,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21224,18 +21103,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-implementation PRs: one adds PenguinVL, the other adds Voxtral TTS. They overlap only in shared Transformers registration/docs plumbing, not in the underlying model or code path.", + "summary": "These are not duplicates: PR #44662 adds PenguinVL, while PR #45401 adds Voxtral TTS. They share only common Transformers scaffolding (auto registries, docs, model package plumbing), not the same model or code-path fix.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target different models and different implementations, so they are not duplicates.", + "canonical_pr_reason": "No canonical PR for duplication: the two PRs implement different model integrations and should remain separate.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a suitable cluster representative for the other; each is a standalone model addition with its own scope.", + "best_pr_reason": "PR #45401 is the better representative of the set because it has an explicit issue target and a focused single-model scope.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions (PenguinVL vs Voxtral TTS). Shared registry/docs files are incidental and do not indicate the same underlying change or fix." + "reason": "Different model additions (PenguinVL vs Voxtral TTS) with only shared integration boilerplate; they do not fix the same underlying problem." } ] }, @@ -21249,7 +21128,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21265,7 +21144,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "0e66142f2c831df07c2a8b51f20b3ab89ba582171a70657482e19b2d58bd5f89", + "prepared_review_unit_hash": "92fb08c3d8c9e3a7685735b61da9f57a4292ebfa148a0b19d0d31b0d90fc0c5b", "component_budget": { "node_count": 2, "item_count": 2, @@ -21287,18 +21166,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same broad fusion area, but they target different layers: one introduces a generic Module Fusion API, the other adds n-to-1 kernel fusion plumbing via KernelConfig. They are related concepts, not the same concrete change set.", + "summary": "These two PRs are related to fusion, but they target different layers and are not the same change: one adds a standalone Module Fusion API, while the other wires n-to-1 kernel fusion into KernelConfig/model loading. I would not triage them as duplicates.", "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "Pick #45363 as the better cluster representative because it implements the more concrete end-to-end fusion feature path (KernelConfig, model integration, and example usage), whereas #44979 is a lower-level API foundation for module fusion.", + "canonical_pr_reason": "PR #45363 is the more concrete, user-facing fusion feature: it integrates KernelConfig into model loading and adds an end-to-end example, whereas #44979 is lower-level API scaffolding for module fusion.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the strongest representative of the cluster topic because it changes the actual fusion behavior across model loading/integration rather than only adding a standalone API module and tests.", + "best_pr_reason": "PR #45363 is the best representative of the cluster because it captures the broader end-user workflow and actual integration path; #44979 looks like an enabling library/API layer rather than the main feature.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but not the same underlying bug/change: #44979 adds a general Module Fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and model integration. They would not plausibly be merged as one PR." + "reason": "They share the general fusion theme, but #44979 defines a module fusion API and #45363 implements n-to-1 kernel fusion through KernelConfig; different code paths, different deliverables, not one mergeable fix." } ] }, @@ -21312,7 +21191,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21328,12 +21207,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "d3177ef652fd99208f5527d931b784ed4b49472241505f411c5b0a1c212204ca", + "prepared_review_unit_hash": "873fef7dae20efd36c01a3dc7c9f5e0bd1ca368c879b8788e5d4e07de790138c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -21341,7 +21220,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -21350,18 +21229,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex AttributeError in the same code path and differ mainly by test coverage; they are duplicates, with 45317 the better canonical PR.", - "confidence": 0.98, + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path for the same issue target. The second PR is the stronger canonical candidate because it includes tests and slightly broader validation.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the more complete version of the same fix: same code change plus tests, and it directly targets the AttributeError in _patch_mistral_regex.", + "canonical_pr_reason": "PR #45317 is the better canonical PR: it addresses the same bug as #45086, adds test coverage, and appears to be the more complete fix for the same code path.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative because it covers the same bug fix as 45086 and adds validation via tests.", + "best_pr_reason": "PR #45317 is the best overall representative of this fix cluster because it is the same bug fix with accompanying tests and more discussion/activity.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same fix in the same file; 45317 is essentially the patched-and-tested version of 45086, so they could plausibly be merged into one PR." + "reason": "Same underlying AttributeError fix in the same function and file, with the same issue target; the second PR is a direct extension of the first and could plausibly be merged as one change." } ] }, @@ -21375,7 +21254,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21391,7 +21270,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "bbed382227bb80df4ac977e293b05325c0b16b710afe43f5a343240b715199aa", + "prepared_review_unit_hash": "d62a3163e61bc7c77896e772646d368c6bc5738995c9b1327f360e083ed395a1", "component_budget": { "node_count": 2, "item_count": 2, @@ -21413,18 +21292,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH workstreams, but they are not the same change: one is a refactor/compatibility rename pass, the other adds the proper NemotronH 3/2 split with docs and new model packages.", - "confidence": 0.91, + "summary": "These are related NemotronH workstreams but not the same PR: one focuses on conversion-mapping/inheritance refactors, while the other splits NemotronH into dense/sparse implementations with docs and tests. The soft similarity is too broad to treat as a duplicate.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue present; as a PR cluster, 45569 is the better canonical representative because it is the broader, more user-facing implementation change with docs and model packaging, whereas 45115 is a narrower refactor/conversion mapping update.", + "canonical_pr_reason": "PR 45569 is the better canonical PR because it is broader and more complete: it introduces the dense/sparse model split, updates auto-mapping and docs, and includes tests. PR 45115 is narrower and mainly refactors inheritance and checkpoint conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "45569 is the most complete and externally visible NemotronH change in the set: it updates docs, auto-mappings, model files, and adds the dense/sparse variants. 45115 is narrower and more implementation-specific.", + "best_pr_reason": "PR 45569 is the best overall representative of the cluster because it covers the main architectural change and supporting integration work, whereas PR 45115 is a smaller refactor around conversion mappings and model inheritance.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both touch NemotronH internals, but the diffs indicate different goals: 45115 focuses on conversion-mapping/refactor compatibility for NemotronH, while 45569 introduces the actual NemotronH dense/sparse split and documentation. They are not the same concrete fix and would not plausibly merge into one PR without conflating separate changes." + "reason": "They touch overlapping NemotronH files, but the changes are not the same underlying fix/change: 45115 adds checkpoint conversion and inheritance refactors, while 45569 splits NemotronH into dedicated dense/sparse models with docs and tests. They would not plausibly be merged as one PR." } ] }, @@ -21438,7 +21317,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21454,7 +21333,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "b1e5da282eec455a7343a5e5105d0fdd25a93f8a09547df00af7df1a2698c02c", + "prepared_review_unit_hash": "33fe1576bf31c650a9eb3ea28af030e798afcb6d63e946f26175403b3b373dc9", "component_budget": { "node_count": 2, "item_count": 2, @@ -21476,18 +21355,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs: one adds heterogeneous per-layer config plumbing, the other adds broader heterogeneous modeling/cache support on top of it. They are aligned in theme but not the same concrete change.", - "confidence": 0.89, + "summary": "These two PRs are related pieces of heterogeneous-model support, but they are not duplicates: one introduces per-layer config plumbing, while the other wires heterogeneous behavior into modeling/cache/masking paths. They share infrastructure, yet target different concrete changes.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45333 is the more foundational and self-contained change: it introduces per-layer configuration support in the core config path, which the modeling work can build on.", + "canonical_pr_reason": "PR 45332 is the broader umbrella change: it adds heterogeneous model support across modeling, cache, masking, and tests, so it is the more representative PR of the overall feature area.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45333 is the cleanest representative for the cluster because it targets the core per-layer config mechanism rather than the broader downstream modeling integration in 45332.", + "best_pr_reason": "PR 45332 is the best single representative because it covers the larger end-to-end heterogeneous modeling change rather than only config plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related heterogeneity work, but not the same underlying change: 45333 adds per-layer config support, while 45332 adds separate modeling/cache behavior using that config. They would not plausibly collapse into one PR without conflating distinct layers of the feature." + "reason": "Related but not the same underlying change. 45333 is focused on per-layer configuration support in PreTrainedConfig, while 45332 uses heterogeneous config in cache/modeling/masking code paths to enable heterogeneous models. They could land independently and would not plausibly be one merged PR without broadening scope." } ] }, @@ -21501,7 +21380,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21517,12 +21396,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "4ec21a9a3b6054c57760fbbc76a766a3354d9ae7c4b08f8c0cf644ea67f7c8eb", + "prepared_review_unit_hash": "9f0a7300f65e1eb4919dca49e2f6e0f466ddd5497003f1702def67c2cc619f93", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21530,7 +21409,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21539,18 +21418,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related pull requests, but they are not the same change: PR 45415 is a broad repo-wide type-checking sweep, while PR 45425 adds specific typing protocols/aliases and updates a smaller set of typing-sensitive paths. I would not treat them as duplicates.", - "confidence": 0.86, + "summary": "These PRs are both typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking sweep, while #45425 adds typing protocols/helpers and model-specific adjustments. The shared files are incidental overlap, not duplicate intent.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "45425 is the more focused, concrete typing change; 45415 is a broad sweep across many files and a type-checking config tweak, so it is less representative of a single underlying fix.", + "canonical_pr_reason": "#45425 is the more focused and self-contained PR, centered on adding typing helpers/protocols and related model integrations. #45415 is much broader and looks like a separate type-checking rollout rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "45425 is the best representative PR for this cluster because it has a narrower scope and a clearer underlying code change, whereas 45415 is a large typing pass that is too broad to serve as a clean canonical example.", + "best_pr_reason": "#45425 is the better representative of this cluster because it has a clear, narrow purpose. #45415 is a large sweep across many files and should not be treated as the same underlying fix/change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both touch typing and overlap on a few files, but 45415 is a broad type-checking cleanup while 45425 introduces specific typing aliases/protocols. They are different changes and would not plausibly be merged as one PR." + "reason": "Reject: both are typing-related and share a few files, but #45415 is a broad type-checking pass across many modules, whereas #45425 adds specific typing protocols/helpers for model integration. They do not fix the same concrete code-path problem and would not naturally merge into one PR." } ] }, @@ -21564,7 +21443,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21580,7 +21459,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "0828f7d4cc5c1d91ac5dd18863333202b10fb04fe0cb6e466fd4f59def7019ae", + "prepared_review_unit_hash": "02836845fe0c03a928b3cf6544603b42242bb77ac024b2567a81c950765d93c3", "component_budget": { "node_count": 2, "item_count": 2, @@ -21602,18 +21481,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs that both touch cached-forward logic, but they target different model families and different concrete bugs. The shared theme is only broad cache/seq_len behavior, not the same underlying fix.", + "summary": "Both PRs deal with cached forward paths, but they target different model families and different bugs: Qwen3.5/GDN multi-token cached forward vs Mamba2 use_cache with seq_len > 1. They are not duplicates and should stay separate.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the better canonical PR for this cluster: it is tightly scoped to Mamba2 cached forward with seq_len > 1 and has an explicit tracking issue, whereas #45513 spans multiple Qwen/Olmo model files and a different linear-attention bug.", + "canonical_pr_reason": "PR 45513 is the broader representative if a canonical PR is needed: it fixes the multi-token cached-forward bug across several Qwen3.5-family model files and includes targeted tests. PR 46084 is a separate Mamba2 cache-state fix.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the best single representative because it is narrowly focused on one code path and one bug, making it easier to use as the cluster anchor than the broader multi-model Qwen3.5 PR.", + "best_pr_reason": "PR 45513 is the best cluster representative because it covers the more general cached-forward correction across multiple related implementations; PR 46084 addresses a different code path in a different architecture.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Both involve cache-aware forward passes, but they fix different problems in different architectures (Qwen/Olmo linear attention vs Mamba2 state reuse). They are not the same concrete bug and would not plausibly merge into one PR." + "reason": "Different underlying bugs and code paths: Qwen3.5/GDN linear-attention cached forward versus Mamba2 use_cache handling for seq_len > 1. Similar cache terminology is not enough to treat them as the same change." } ] }, @@ -21627,7 +21506,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21643,7 +21522,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "a9c4d19a71da3844464778752cc7124ef26c9a162f438ae865c07f23ae3c8375", + "prepared_review_unit_hash": "e0e118697029ce199807c39b608b9ed367a208a355e0fa1931830d65f3540155", "component_budget": { "node_count": 2, "item_count": 2, @@ -21665,18 +21544,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related EP-loading fixes but not the same bug: one targets serialize/load handling with accelerate+ZeRO-3, the other fixes experts being overwritten during FSDP2/rank-0 broadcast. I would keep them separate.", - "confidence": 0.93, + "summary": "The two PRs overlap on EP/distributed model loading, but they appear to address different failures and code paths, so they should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the stronger representative: it fixes a concrete, reproducible expert-parallel loading corruption in the actual load path and touches the relevant loading/integration code. PR 45548 is a narrower, separate accelerate/ZeRO-3 serialization fix.", + "canonical_pr_reason": "PR 45662 is the stronger representative: it targets a specific EP/FSDP2 overwrite bug in model loading and includes coordinated fixes across loading and MoE paths, whereas 45548 is a narrower Accelerate/ZeRO-3 serialization/loading tweak.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best standalone PR here because it addresses a specific code-path bug with clearer runtime impact and a broader but still focused patch set. PR 45548 is useful but more narrowly scoped to config serialization and a helper property.", + "best_pr_reason": "PR 45662 is the best standalone candidate because it fixes a concrete, reproducible loading corruption path with clearer scope and broader code impact.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both involve expert parallelism and share modeling_utils.py, but they fix different underlying problems: 45548 is about EP + DeepSpeed ZeRO-3 loading/serialization via accelerate launch, while 45662 fixes experts being overwritten by rank-0 broadcast in the FSDP2 loading path. They are not mergeable as one PR." + "reason": "Reject: both involve expert-parallel/distributed loading, but 45548 fixes config serialization and EP detection for accelerate/ZeRO-3, while 45662 fixes rank-0 broadcast overwriting experts during FSDP2 loading; these are different bug mechanisms and not one mergeable PR." } ] }, @@ -21690,7 +21569,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21706,12 +21585,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "434032dd49d401a9ff7d4a5d0e2aa29d48541d28bb382c6acb93f25a088b9971", + "prepared_review_unit_hash": "a2ddc72f01d69bda1dcdcc531954bc8dd7b4fe521aded03a0864de0fa39d9e2f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21719,7 +21598,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21728,18 +21607,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist collision in patched-testing debug artifacts; 45645 looks like the more complete end-to-end fix, while 45639 is the narrower producer-side change.", - "confidence": 0.87, + "summary": "Both PRs address the same xdist collision in patched-testing captured_info artifacts, with PR 45645 extending the core fix into CI log aggregation and notification handling. They share the same issue target and overlapping testing_utils/test changes, so they are likely duplicate/sibling fixes for one underlying bug.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the xdist-safe artifact generation plus the CI/workflow side needed to consume multiple captured_info files, making it the more complete fix for the same bug.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe artifact fix plus the surrounding CI handling needed to consume multiple captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best overall fit: it addresses the artifact collision and also preserves CI debug-log collection when multiple xdist workers emit separate files.", + "best_pr_reason": "PR 45645 is the most complete and user-facing version of the fix; PR 45639 is a narrower subset of the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same concrete captured_info xdist collision in testing_utils; 45645 expands the same fix to CI log handling, so they are plausibly mergeable into one combined change." + "reason": "Same underlying xdist collision problem for captured_info artifacts, same explicit issue target, and overlapping code/tests in the same file. The extra workflow/notification changes in 45645 are compatible extensions of the same fix." } ] }, @@ -21753,7 +21632,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21772,7 +21651,7 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "6ebaf4a34ecf2dce67f49ac3b971fe4824df96b367e30a6ec998fff21e26f50c", + "prepared_review_unit_hash": "c95105f6594f45f42576f23c1c07bbc9b00870b5199cbeb8473a5178009efe68", "component_budget": { "node_count": 3, "item_count": 3, @@ -21794,30 +21673,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated pull requests that only share a broad theme of model support/dispatch. The two attn_implementation PRs touch different model families and code paths, and the GLM ASR auto-mapping change is separate again. No duplicate PR cluster here.", - "confidence": 0.93, + "summary": "The cluster contains one unrelated AutoModel mapping fix and two similar but model-specific attn_implementation support PRs. The RecurrentGemma and BLIP-2 PRs share a feature theme, but they modify different model code paths and should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical duplicate PR: the RecurrentGemma and BLIP-2/InstructBLIP PRs are feature-similar but fix different model-specific dispatch paths, and the GLM ASR PR is unrelated auto-mapping work.", + "canonical_pr_reason": "PR #46401 is the strongest representative of the repeated attn_implementation-dispatch pattern: it covers a broader set of BLIP-family models and includes matching model/test updates. PR #46320 is the same kind of feature work but for RecurrentGemma, and PR #45670 is unrelated.", "best_issue_reason": null, - "best_pr_reason": "PR 46401 is the strongest standalone PR to keep if forced to pick one: it has the broadest concrete implementation scope, multiple model files/tests, and the most complete attn_implementation dispatch work. It is still not a duplicate of the RecurrentGemma PR.", + "best_pr_reason": "PR #46401 is the best overall representative because it is the most complete instance of the attn_implementation dispatch change among the related PRs. PR #46320 is closely related in theme but fixes a different model family\u2019s code path, and PR #45670 is a separate AutoModel registration nit.", "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 code path." + "reason": "Different changes: one adds a model mapping in AutoModel, the other implements attn_implementation dispatch for RecurrentGemma. Shared theme is too broad to treat as duplicate." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "Different changes: GLM ASR auto-model registration vs BLIP-2/InstructBLIP attention-dispatch support. Only a broad Transformers-theme overlap." + "reason": "Unrelated scopes: AutoModel registry update versus BLIP-family attn_implementation dispatch support. Not the same underlying bug or change." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both add attn_implementation support, but for different model families and different implementations/tests. Similar feature, not the same underlying bug or mergeable duplicate PR." + "reason": "Both are attn_implementation support PRs, but for different model families and different code paths. Similar feature work is not enough to merge as duplicates." } ] }, @@ -21831,7 +21710,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21847,40 +21726,40 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "f609eb38ecc482003a085d807f5d87306ea50cc4bf7d53232826f83894968b00", + "prepared_review_unit_hash": "adfd5c704c95b6dad334a6d23e40d53aedb47e2fcf2901c0345cae989681c44d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7189, - "estimated_input_tokens": 1798, - "estimated_eval_tokens": 3852 + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7189, - "estimated_input_tokens": 1798, - "estimated_eval_tokens": 3852 + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: #45720 implements TRF003-style return_dict/can_return_tuple cleanup across text/audio model forwards, while #46259 adds a separate TRF018 linter rule for image/video processor do_* flags. The shared model filenames reflect broad subsystem overlap, not the same bug or change.", - "confidence": 0.98, + "summary": "The two PRs are both linter/modeling-rule work, but they target different rule families and different code paths: TRF003 tuple-return handling in text/audio models vs TRF018 dead do_* flag consumption in image/video processors. They are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two PRs target different lint rules and different code paths, so they are not the same change.", + "canonical_pr_reason": "No canonical PR: 45720 implements TRF003 across model forward methods, while 46259 introduces TRF018 for processor flag usage; they address unrelated underlying changes.", "best_issue_reason": null, - "best_pr_reason": "#46259 is the cleaner representative of the cluster because it has a single, well-scoped modeling-rule addition with an explicit behavioral rule description.", + "best_pr_reason": "Neither PR is a good duplicate representative for the other because the fixes are in different subsystems and would not plausibly be merged into one change.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying problems: one changes model forward return handling, the other adds a processor flag-consumption lint rule. They could not plausibly be merged as one PR." + "reason": "Different lint rules and different concrete behavior: tuple-return support in model forwards vs processor do_* flag consumption. Not the same underlying bug/change." } ] }, @@ -21894,7 +21773,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21960,7 +21839,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21976,40 +21855,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "54ea385485eab33faaa3df86fa3fe1ea663f5ea052388d47186c7b8c308c51e3", + "prepared_review_unit_hash": "061a5099eaa17f18e6c709650ed73f4e8485677cb4fd9adb446a3d5954a58d7c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4301, - "estimated_input_tokens": 1076, - "estimated_eval_tokens": 2408 + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4301, - "estimated_input_tokens": 1076, - "estimated_eval_tokens": 2408 + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: one is a broad model/config/workflow change, while the other is a tiny test-only PR with intentional failing assertions. They do not fix the same underlying bug or code path.", - "confidence": 0.99, + "summary": "The two PRs are not duplicates: one is a broad telemetry/model-implementation change, the other is a ViT test-only migration with intentional failing assertions.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45932 is the more substantive and coherent change set; PR 46100 is a standalone test-migration placeholder and not a canonical duplicate target.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the best representative artifact because it contains a real functional/code change, whereas PR 46100 is clearly not a meaningful fix and is not suitable as a canonical duplicate.", + "best_pr_reason": "pull_request:45932 is the more substantive and representative PR in the cluster; it changes actual workflow/model code, while pull_request:46100 is a narrow test-only edit with obvious placeholder failures and is not a good canonical representative.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: the PRs are unrelated. 45932 touches model internals, mappings, and CI secrets; 46100 only edits one test file and adds intentionally failing assertions. They do not address the same bug or merge cleanly into one PR." + "reason": "These PRs are unrelated. 45932 touches CI secrets and multiple model/config files; 46100 only edits a ViT test file and injects dummy failing assertions. They do not address the same underlying bug/change and would not plausibly be merged as one PR." } ] }, @@ -22023,7 +21902,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22042,12 +21921,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "5374294a08832c7eb030eb5d289114d9fd3dc05b6b1259cba833355ecc4e09a8", + "prepared_review_unit_hash": "d2e78f3f6dddce8c18525486154634b8603f8fa2c69d3ba653ca889b9f58e4dd", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8081, + "serialized_chars": 8083, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -22055,7 +21934,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8081, + "serialized_chars": 8083, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -22064,30 +21943,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically similar (all add SDPA dispatch support), but they target different model code paths and are not the same concrete change. The broadest and most representative PR is the wav2vec2/SeamlessM4T one, but none should be merged as duplicates.", - "confidence": 0.86, + "summary": "All three PRs are model-specific SDPA dispatch enablement changes for different architectures. They share a theme and similar phrasing, but they are not the same concrete code-path fix and would not naturally collapse into one PR.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broadest implementation: it spans multiple model families (wav2vec2_conformer/bert and SeamlessM4T/v2), updates several model files and tests, and is the most representative SDPA-dispatch change in the cluster.", + "canonical_pr_reason": "PR #46196 is the broadest and most representative of the cluster, covering multiple model families and tests for SDPA dispatch, so it best serves as the canonical PR among these related-but-distinct changes.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the best overall representative because it covers the widest set of affected models and includes the most substantial code/test coverage for the shared SDPA-dispatch theme.", + "best_pr_reason": "PR #46196 is the strongest cluster representative because it spans the widest set of affected models and shows the common SDPA dispatch work more comprehensively than the single-model PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Same high-level feature, but different model implementations (CTRL vs T5) and different concrete code paths. They are not the same fix and would not plausibly be merged into one PR." + "reason": "Different model implementations (CTRL vs T5) with separate code paths; same feature theme, but not the same bug/change and not a single plausible merged PR." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "Both add SDPA support, but for different model families with distinct attention logic. This is a shared feature theme, not a duplicate bug or change." + "reason": "CTRL-only SDPA dispatch work is distinct from the multi-model wav2vec2/SeamlessM4T changes; they do not fix one shared concrete code path." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "These touch different architectures and validation paths; they are related feature work, not the same underlying code-path problem." + "reason": "T5 SDPA dispatch is a separate model-family implementation from the wav2vec2/SeamlessM4T PR; related topic, but not duplicate enough for merge." } ] }, @@ -22101,7 +21980,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22117,7 +21996,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "54dd0737ffbfdc2fa34dde8abb0d07f5283acbf02752a69a240e3efc2ffcf95a", + "prepared_review_unit_hash": "3a0c625fdb3b9b6b1f20c8bffb4727909f14d379c0969be91fd9c49556856b30", "component_budget": { "node_count": 2, "item_count": 2, @@ -22139,18 +22018,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch distributed code, but they are not the same change: #46126 is a focused EP/router + trainer integration, while #46269 is a broad distributed branch base with many unrelated edits. They should not be merged as duplicates.", - "confidence": 0.94, + "summary": "These PRs overlap in distributed/TP files, but they are not the same underlying change. PR #46126 is a focused EP + Trainer integration feature, while PR #46269 is a much broader distributed branch-base PR spanning FSDP, tensor parallel, MoE, loading, and CI. The shared filenames alone are not enough to merge them as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more specific, self-contained feature PR; #46269 is a sprawling base branch that bundles many distributed changes, so it is not a good canonical duplicate target.", + "canonical_pr_reason": "PR #46269 is the broader, more central distributed-infra branch and is the better canonical representative of this cluster\u2019s general theme; PR #46126 is narrower and feature-specific.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best representative PR in this cluster because it targets one concrete code-path change. #46269 is too broad and mixed-scope to serve as the canonical artifact.", + "best_pr_reason": "PR #46269 is the best overall PR candidate because it has the wider scope and subsumes more of the shared distributed infrastructure work, whereas #46126 is a targeted EP integration change.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames are not enough here: #46126 implements EP/router handling and trainer integration, while #46269 is a large branch base covering many separate distributed features. They are not the same underlying fix and would not plausibly merge into one PR." + "reason": "Reject: the overlap is only at the subsystem/file level. #46126 implements EP + Trainer integration, while #46269 is a large distributed branch-base PR touching many unrelated areas; they do not appear to fix the same concrete code-path problem and would not plausibly be merged as one PR." } ] }, @@ -22164,7 +22043,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22198,124 +22077,124 @@ "pull_request:46502|pull_request:46504", "pull_request:46503|pull_request:46504" ], - "prepared_review_unit_hash": "f3ad59aaf6a2762871d381d98b44577028d93d1fa9a307d286a44b9de21f892e", + "prepared_review_unit_hash": "0736b46485a3fa62592d3fba83a67c6bbfa33f0acf67eaba4d6e094085503d31", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 14234, - "estimated_input_tokens": 3559, - "estimated_eval_tokens": 7374 + "serialized_chars": 14225, + "estimated_input_tokens": 3557, + "estimated_eval_tokens": 7370 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 14234, - "estimated_input_tokens": 3559, - "estimated_eval_tokens": 7374 + "serialized_chars": 14225, + "estimated_input_tokens": 3557, + "estimated_eval_tokens": 7370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is a set of small, workflow-only maintenance PRs. They share superficial similarity in title and scope, but each touches a different GitHub Actions file and makes a different operational change, so none are true duplicates.", - "confidence": 0.95, + "summary": "All items are small, unrelated workflow maintenance PRs. They share only superficial similarity from the generic 'chore: update ...' pattern, but each changes a different GitHub Actions file and a different behavior. No duplicate pair is convincing.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes are independent workflow edits in different files, not one underlying bug or feature change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduplication; none of these PRs appears to be the same concrete change as another.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different edits: stdin handling vs commit-message grep behavior, so not the same change." + "reason": "Different workflow files and unrelated fixes: stdin handling for self-comment CI vs safe commit-message handling in build-ci-docker-images." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "One updates self-comment CI command piping; the other changes SSH runner download/security handling." + "reason": "Different workflows and concerns: self-comment CI CLI invocation vs SSH runner hardening and env cleanup." }, { "left": "pull_request:46138", "right": "pull_request:46503", "accept": false, - "reason": "One is a self-comment CI CLI invocation change; the other adds workflow_dispatch to benchmark_v2." + "reason": "Different workflows and behavior: self-comment CI message piping vs benchmark workflow dispatch trigger." }, { "left": "pull_request:46138", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and purposes: self-comment CI command input vs anti-slop permissions placement." + "reason": "Different workflow files; one updates self-comment CI command plumbing, the other changes anti-slop permissions." }, { "left": "pull_request:46138", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and behaviors: self-comment CI command input vs checkout base ref for assign-reviewers." + "reason": "Different workflows and code paths: self-comment CI script invocation vs assign-reviewers checkout ref selection." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening and env cleanup is unrelated to benchmark_v2 trigger changes." + "reason": "SSH runner hardening is unrelated to benchmark_v2 trigger logic." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "SSH runner changes are unrelated to anti-slop workflow permission scoping." + "reason": "Different files and purposes: SSH runner security changes vs anti-slop workflow permission scoping." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner hardening is unrelated to reviewer assignment checkout behavior." + "reason": "Different workflows: SSH runner secret handling vs reviewers workflow checkout base ref." }, { "left": "pull_request:46432", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and fixes: SSH runner security/download handling vs build-ci commit-message handling." + "reason": "Different files and behavior: SSH runner download/checksum changes vs build-ci-docker-images commit-message parsing." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permission scoping and benchmark trigger logic are different workflow concerns." + "reason": "Both are workflow tweaks, but they address different jobs and unrelated logic: anti-slop permissions vs benchmark trigger conditions." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Anti-slop permission changes are unrelated to assign-reviewers base-branch checkout." + "reason": "Unrelated workflow changes in different files: anti-slop permissions vs assign-reviewers checkout ref." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different fixes: anti-slop permissions vs build-ci message parsing." + "reason": "Different workflows and concerns: anti-slop permission scoping vs build-ci-docker-images shell safety." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer assignment checkout ref and benchmark dispatch trigger are unrelated changes." + "reason": "Different workflow behavior: reviewer assignment checkout base ref vs benchmark manual dispatch enablement." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Assign-reviewers checkout behavior is unrelated to build-ci commit-message parsing." + "reason": "Different files and code paths: assign-reviewers checkout config vs build-ci-docker-images commit-message grep safety." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark_v2 trigger expansion and build-ci commit-message parsing address different code paths and workflows." + "reason": "Both touch workflows but fix unrelated mechanisms: benchmark trigger conditions vs build image tagging logic." } ] }, @@ -22329,7 +22208,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22345,12 +22224,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "0df863f43b7ae5d302936b6d0a4daab3122f14888142e9f3af188f578579c53f", + "prepared_review_unit_hash": "eacb985fb54d679490750d724669b4b581c10b6a87b7b725467704d8b0ca9e76", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22358,7 +22237,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22367,18 +22246,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about avoiding direct file-open source inspection, but they fix different code paths: one in import_utils for resolving the package source, the other in modeling_utils for _can_set_attn_implementation. They are related in theme, not duplicates.", - "confidence": 0.91, + "summary": "Both PRs try to remove direct file-open source inspection, but they target different code paths and different bugs: one in import-utils path resolution, the other in model attention-implementation detection. They are related by technique, not the same change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better representative of the cluster because its title and diff clearly describe the source-reading change in a specific code path, while 46152 is a narrower implementation of a different source-location lookup.", + "canonical_pr_reason": "PR #46207 is the better canonical PR for this cluster because it has the more concrete, self-contained behavioral fix and includes tests; PR #46152 is a separate utility refactor in a different subsystem.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the stronger standalone PR: it has a clear behavioral target, a focused diff, and tests, whereas 46152 is another unrelated source-access refactor in a different module.", + "best_pr_reason": "PR #46207 is the strongest representative because it addresses a specific runtime source-inspection failure mode in a user-facing code path, whereas PR #46152 is narrower and more infrastructural.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Related only by the general idea of replacing file-open source inspection. They touch different modules/functions and would not plausibly merge into one PR for the same underlying bug." + "reason": "Both avoid open() for reading source, but they fix different code paths: import_utils traversable resolution vs modeling_utils attention-implementation detection. They do not look mergeable into one PR." } ] }, @@ -22392,7 +22271,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22410,7 +22289,7 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "223dc9e3eda32364f220b7052cd9d0c45c4a717da32a4ca652d46a4f716308f2", + "prepared_review_unit_hash": "78637131bec863adaf7c62c221cb5572e4b8dd21bdd23a978366911ba27245cf", "component_budget": { "node_count": 3, "item_count": 3, @@ -22432,30 +22311,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "PRs 46173 and 46474 are near-identical duplicates fixing the same StaticLayer.get_seq_length type annotation in cache_utils.py. PR 46436 is unrelated: it changes static cache max-length handling in generation utilities, not the return type bug.", + "summary": "Two PRs are clear duplicates of the same StaticLayer type-hint fix; the generation cache max-len PR is unrelated and should stay separate.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "Choose pull_request:46173 as canonical: it is the earlier, issue-linked version for #45987 and has the same exact cache_utils.py type-hint change as 46474.", + "canonical_pr_reason": "PR #46173 is the cleanest representative: it has the explicit issue link to #45987 and the same exact cache_utils type-hint change as #46474.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46173 is the best representative because it directly targets #45987 and cleanly captures the concrete StaticLayer.get_seq_length annotation fix; 46474 is a redundant duplicate and 46436 addresses a different code path.", + "best_pr_reason": "PR #46173 is the best single PR to keep because it precisely matches the underlying fix, has the issue linkage, and is fully equivalent to #46474.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Different fixes: 46436 adjusts static cache length selection in generation/utils.py, while 46474 only changes the StaticLayer.get_seq_length return annotation in cache_utils.py." + "reason": "Different bugs: #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 are the same cache_utils.py type-hint update for StaticLayer.get_seq_length and both reference issue #45987." + "reason": "Same underlying change: both touch src/transformers/cache_utils.py, target issue #45987, and make the same get_seq_length return-type annotation update." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet: 46173 and 46474 have the same cache_utils.py type-hint diff and the same issue target (#45987), so treating them as duplicates is conservative. 46436 is a different PR with a different file and issue target, so separating it is also supported." + "feedback": "The analyst\u2019s conclusions are grounded in the packet. PR #46173 and #46474 have the same diff in src/transformers/cache_utils.py, share issue target #45987, and are reasonable duplicates of the same type-hint fix. PR #46436 is separate: it targets a different issue, touches different files, and addresses cache max-length behavior rather than the StaticLayer type-hint change. The verdicts are conservative and supported by the evidence." }, "evaluator_used": true, "retried": false, @@ -22466,7 +22345,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22529,7 +22408,70 @@ { "label": "pull_request", "component_index": 35, - "component_count": 35, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "408772ae08f1138d014566263c8eaa9e6b6f316fffe54c8ecf839145bb0d7576", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4787, + "estimated_input_tokens": 1197, + "estimated_eval_tokens": 2650 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4787, + "estimated_input_tokens": 1197, + "estimated_eval_tokens": 2650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same Moonshine streaming sliding-window right-boundary off-by-one bug (`<` to `<=`) in the same code path, with 46546 adding tests. They are effectively duplicate change proposals.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "46546 is the more complete representative of this fix: it changes the same boundary condition in both Moonshine streaming implementations and also adds a test file, making it the stronger canonical PR.", + "best_issue_reason": null, + "best_pr_reason": "46546 is the best PR choice because it contains the same concrete bug fix as 46310 plus test coverage, so it is the most actionable and complete version of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same underlying off-by-one right-window boundary fix in the same Moonshine streaming mask function; 46546 is essentially the same patch plus tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22545,12 +22487,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "fa9eb324ed50e91299dd3a514bdd01720f0a92f6e81c4bca9bad8e8add816f0e", + "prepared_review_unit_hash": "d79162a1c34f795a01a8c2dba3b85864d57c2ee410756350a66805a0d5127766", "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 }, @@ -22558,7 +22500,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5938, + "serialized_chars": 5939, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -22567,18 +22509,81 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds multimodal continuous batching support, while the other adds the HunYuan VL model with its docs/tests. They do not look like the same underlying change.", - "confidence": 0.96, + "summary": "The two PRs are unrelated: one adds multimodal continuous batching infrastructure, while the other adds the HunYuan VL model, docs, and tests.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46417 is the better canonical representative because it is a cohesive, self-contained model addition with docs, configs, code, and tests, whereas #46376 is a draft feature-expansion PR in a different subsystem.", + "canonical_pr_reason": "PR 46417 is the clearer canonical PR because it is a self-contained model addition with docs and tests; PR 46376 is a draft infrastructure change with a much broader, unfinished scope.", "best_issue_reason": null, - "best_pr_reason": "PR #46417 is the strongest standalone change in the cluster; it is complete and clearly scoped. PR #46376 is a draft and, despite being larger feature work, is not the best anchor for this unrelated pair.", + "best_pr_reason": "PR 46417 is the best overall PR in this cluster because it is more complete and reviewable, while PR 46376 is a draft framework expansion rather than a finished change.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different codepaths and goals: continuous batching/mm support versus adding a new multimodal model package, docs, and tests. No sign they fix or implement the same underlying bug/change." + "reason": "Different underlying changes and code paths: continuous batching multimodal support vs. a new HunYuan VL model package/docs/tests. They are not plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46548-2", + "nodes": [ + "pull_request:46548", + "pull_request:46549" + ], + "soft_pairs": [ + "pull_request:46548|pull_request:46549" + ], + "prepared_review_unit_hash": "73ad037452e857f44a743842e9155d2c118b5f7e82ae5b2f07b9500644d83e9e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4099, + "estimated_input_tokens": 1025, + "estimated_eval_tokens": 2306 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4099, + "estimated_input_tokens": 1025, + "estimated_eval_tokens": 2306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs are near-perfect duplicates: same title, same file (README.md), and the diff preview is identical. They should be clustered together as the same docs-only change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46548 is a good canonical representative because it is the earlier of the two and appears byte-for-byte identical in scope to PR 46549.", + "best_issue_reason": null, + "best_pr_reason": "PR 46548 is the best cluster representative: it cleanly captures the shared README formatting edit, while PR 46549 adds no distinct scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46548", + "right": "pull_request:46549", + "accept": true, + "reason": "Same title, same target file, and identical diff preview indicate the same underlying README formatting fix." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index c2506fe1f70415ce672bffb063f4b0135eb846d7..b1a2a7f0cadabb265f7041aa30b8114f16f27914 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260610t180024z", + "analysis_id": "hybrid-model-20260611t000026z", "archived_artifacts": { - "hybrid": "snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260611T000026Z/analysis-runs/hybrid-model-20260611t000026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260611T000026Z/analysis-runs/hybrid-model-20260611t000026z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-10T18:06:07Z", + "published_at": "2026-06-11T00:10:26Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260610T180024Z", + "snapshot_id": "20260611T000026Z", "variant": "hybrid" } diff --git a/snapshots/20260611T000026Z/analysis-runs/hybrid-model-20260611t000026z/analysis-report-hybrid.json b/snapshots/20260611T000026Z/analysis-runs/hybrid-model-20260611t000026z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..e4335bc6d20ce8849e6e261de24ad6066a117609 --- /dev/null +++ b/snapshots/20260611T000026Z/analysis-runs/hybrid-model-20260611t000026z/analysis-report-hybrid.json @@ -0,0 +1,2278 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260611T000026Z", + "generated_at": "2026-06-11T00:10:24Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + 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Most other soft-similarity pairs are related only at a broad subsystem level, not the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45800 is the best representative of the clearest duplicate subgroup here: it states the version-compatibility problem directly and cleanly subsumes the shorter duplicate report 46515.", + "canonical_pr_reason": null, + "best_issue_reason": "45800 is the strongest issue candidate overall because it is specific, clearly scoped, and has an obvious duplicate in 46515; the rest of the cluster is too mixed to serve as a single canonical theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failures: Qwen3.5 config attribute error vs streaming chat/completions bug." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and bugs: AMD GPU failure vs MPS histogram op on Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Unrelated model/runtime issues; no shared concrete code path." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and mechanisms." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models/examples and different failure modes." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Same general MoE area, but not the same bug or code path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error; unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export path and different failure cause." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "No concrete overlap beyond being model/runtime bugs." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Both touch docs/examples, but they are different documentation problems." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they remove different documented entry points." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different features: ONNX export vs GenerationMixin import breakage." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training/resume behaviors and no shared failing code path." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different tensor-shape masking bug vs device-mapping mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both involve IndexError, but the model paths and root causes differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Unrelated training resume issue vs ZeRO-3 BERT init bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error signatures and unrelated code paths." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different model/input mismatch and different tensor indexing failure." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different failures: mask/index error vs tensor-parallel MoE issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different training resume and example-broken reports." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template bug vs training resume issue." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 BERT initialization bug; the non-pretrained BERT variant is the same underlying failure." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE-related inference, but not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different symptoms: detokenization bug vs LoRA merge/save output mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime issue vs LoRA save/reload inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are tensor-shape failures, but on different training stacks and code paths." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed training errors, but the concrete bugs are different." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model class, but distinct failures: CPU offload incompatibility vs uninitialized buffer after materialization." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and unrelated failure mechanisms." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different bugs: config attribute missing vs tokenizer patch crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility problem; 46515 is a shorter duplicate of the same issue." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but one is device mapping and the other is reverse-embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Version incompatibility and model runtime failure are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed-training symptoms and different affected models." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different model families and different backend-specific failures." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT packing issue vs MPS histogram backend error; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Both are performance/runtime issues, but they do not share the same concrete cause." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collectives bug vs Trainer API signature breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP issue vs GenerationMixin import error." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different model code paths and different tensor errors." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Model runtime failure vs documentation issue; no shared bug." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption vs missing text encoder weights loaded; different root causes." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different compatibility failures and different affected layers." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The two accepted duplicates are well supported by the titles/body context: 43596/43638 are the same DeepSpeed ZeRO-3 BERT index error, and 45800/46515 are both torch 2.4.1 incompatibility reports. The rest of the soft pairs are rejected in a restrained way without overstating similarity, and the summary appropriately treats the cluster as mostly heterogeneous." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 2, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "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:45823|issue:46294", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "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:43404|issue:43866", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464" + ], + "prepared_review_unit_hash": "581c79d46751178e8bcb692311385179e96255bc13aae1f0fac0cde12530a58b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39730, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous model/runtime regressions with one clear tokenizer-regression cluster; only the AutoTokenizer wrong-ID reports look like true duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45920 is the broadest concrete regression here: it describes the cross-model AutoTokenizer wrong-ID problem, which is the best representative of the only clearly overlapping thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best global issue representative because it spans multiple affected models and captures the shared tokenizer regression better than the model-specific crash reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: vLLM model load on 4.53.0 vs a pytorch build/distributed-flag compatibility break." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same error shape, but different models and repros; not enough evidence of one underlying ZeRO-3 bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error vs Qwen3 auto-device-map CUDA assert; unrelated root causes." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs complaints, but they cover different docs and different API changes." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and different failure modes: device mismatch vs video-token/template mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU/model support issue vs table-question-answering task crash; no shared bug." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is not the same as Gemma4 forward device mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy behavior is unrelated to Qwen3.5 video/chat template failures." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression vs outdated RAG docs; unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading bug is unrelated to documentation drift." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 incompatibility are different code paths." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying tokenizer regression: both report wrong AutoTokenizer token IDs in v5 across affected models." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint is a different problem from NemotronH implementation support." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to the distributed/pytorch build break." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure is unrelated to outdated RAG examples." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they involve different models and likely different config paths." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors under different training/loading scenarios; too little evidence of one shared bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table QA crash do not share the same bug." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading failures with different symptoms and likely different root causes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and PretrainedConfig/pydantic regression are separate issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 Bert loading bug is not the same as the torch 2.4.1 / transformers 5.8.0 compatibility issue." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model runtime issue is unrelated to the PretrainedConfig field regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a Transformers chat crash and the other is streaming chat/completions failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different models and subsystems; no common underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 config attribute error and Gemma4 device mismatch are different failures." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference failure is unrelated to an MPS histogram op missing for Int." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing error is a different code path from the MPS histogram issue." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different symptoms: torch dynamo grouped_mm tracing vs autocast dtype mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weight bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking with TRL are distinct bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Import path break for GenerationMixin is unrelated to a Gemma3 config regression." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but they arise in different model/loading contexts and are not clearly the same defect." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Generic torch/transformers compatibility complaint is unrelated to the Gemma4 device-mapping bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "vLLM loading failure and GGUF architecture support request are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory/OOM regression and tied-weights translation issue are different problems." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure and TP-only GPT-OSS MoE issue are not the same code-path bug." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to Qwen3.5 streaming API failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair (45812/45920) is a conservative duplicate call backed by matching AutoTokenizer wrong-ID regression titles. The remaining 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": 20, + "review_unit_index": 3, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "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:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491" + ], + "soft_pairs": [ + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "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:46489|issue:46491", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "74ee94ae4799235810beed924e5e389f20969f7f242ef0c8ed7fb625ed195628", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36942, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No PRs are present. The cluster is mostly heterogeneous, but there is a clear duplicate subgroup around the v5 non-persistent-buffer corruption regression, plus one likely duplicate pair around input-validation error messages.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43644 is the broadest, clearest statement of the non-persistent-buffer regression and best captures the main duplicate subgroup around this bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the best global representative because it states the underlying regression succinctly and matches the confirmed duplicate cluster most directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different failures: init_empty_weights/_is_hf_initialized type handling vs a pydantic field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Different topics: GGUF gpt-oss support vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated bugs: Qwen3-MoE sliding_window issue vs pydantic model field breakage." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but one is Mistral-3 dtype mismatch and the other is Qwen3.5 video-template token mismatch; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Different root causes: remote_code regression vs torch/transformers version incompatibility." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different code paths and errors: torch dynamo grouped_mm tracing vs missing Float8 storage object." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression around template/token alignment in v5.3.0." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but the mask-shape mismatch and ZeRO-3 zero-size tensor issue are different bugs." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Related SigLIP2 complaints, but one is about poorer embeddings and the other about broken AutoModel/pipeline behavior; not clearly the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen3.5 multimodal initialization bugs: text_config unwrapping vs uninitialized rotary embedding memory." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different failure modes: FSDP weight dimensionality vs TRL SFT embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and issues; no shared underlying code-path is evident." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated issues: gpt-oss perplexity vs GLM5." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom model notebook regression and flash-attn fallback gating are separate problems." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but the titles point to different failure mechanisms and no shared concrete bug is clear." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Different scope: one missing lm_head tying in Mistral3, the other tied-weights issues in translation models." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different subsystems: FineGrainedFP8Config vs flash-attn2 fallback checks." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight regressions." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weights bugs." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion and a docs typo are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation tied-weights are different issues." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both concern the shared input_ids/inputs_embeds validation logic producing misleading or incorrect error messages." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions in different models; same broad area but not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: TRL SFT embedding unpacking vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and docs referencing a removed command are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different issues: DeepSeek-Coder detokenization regression vs Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs and model families." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression corrupting non-persistent buffers, phrased from different entry points." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs example mismatch/quantization failure and the other is a text-embedding quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same non-persistent-buffer corruption regression, with 43950 giving a more specific from_pretrained symptom." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly identifies the heterogeneous cluster, avoids inventing PRs, and keeps the main duplicate subgroup centered on the non-persistent-buffer regression. The accepted soft pairs are mostly conservative given the titles and similarity signals." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 4, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "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:44928", + "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:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:43054|issue:45701", + "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:43782|issue:44960", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:45020|issue:45356" + ], + "prepared_review_unit_hash": "863c5eb29836d13b62414b3c319130de77773fa43ebd434d0c86b061b693c54f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37999, + "estimated_input_tokens": 9500, + "estimated_eval_tokens": 19256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly heterogeneous, but the DeepSeek tokenizer pair is only a likely thematic match, not a proven duplicate. I\u2019m treating 45920 and 46489 as related regressions in the same area, but not the same bug or mergeable fix.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45920 is the broadest representative of the tokenizer regression cluster: it describes wrong token IDs across multiple model families in v5, including DeepSeek-family reports, but the evidence is still too high-level to collapse the DeepSeek-Coder v1 report into the same root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global issue representative because it captures the broad v5 tokenizer regression pattern affecting several model families, rather than a narrower model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different failures and code paths: autocast dtype mismatch on Phi-tiny-MoE vs Qwen3.5 Flash Attention crash from 3D position_ids." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are bitsandbytes/storage-related, but they are distinct incompatibilities with different error surfaces and likely different root causes." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related DeepSeek tokenizer regressions, but the titles and descriptions do not establish the same underlying bug or a single fixable code path. Keep this as similarity, not a duplicate." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Completely different problems: a corrupted Ovis2 checkpoint vs a generic logging/noise issue when loading models." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related to model materialization/buffer handling, but one is a general non-persistent-buffer corruption regression and the other is a specific Qwen3_5MoE uninitialized-memory read." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different classes of issues: SigLIP2 embedding quality vs tokenizer behavior changes across versions." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but the reported symptoms differ too much to confidently treat as the same bug without stronger code-path evidence." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and failures: bad AutoTokenizer error for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a Flash Attention memory crash and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/training, but one is gradient checkpointing not taking effect and the other is increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different Gemma/Qwen code paths and different failure modes; no clear shared underlying bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a quality complaint and the other is an explicit HF-vs-JAX discrepancy; too broad to merge confidently." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated loading issues for different models; no shared bug or code path is evident." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model-loading failure for ScandiBERT." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training with DeepSpeed weight-shape error vs early-stopping metric configuration; unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs Python 3.13 flash_attn import error; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic load noise vs a specific tokenizer-loading failure for sleng-bert." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different training/memory symptoms on different model families; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code, but one is a specific missing-fields config issue and the other is a broad umbrella report; not enough to treat as the same bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen/Gemma-style loading with DeepSpeed/weight issues, but the concrete errors and code paths are different." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int issue vs Gemma4 PLE device mismatch; unrelated implementation bugs." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs GLM5 issue; no shared underlying change is clear." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a model class vs bitsandbytes Int8Params constructor incompatibility; unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer-loading failure for a specific model vs flash-attn2 fallback gating; different subsystems." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model loading failures, but they affect different models and have different concrete errors." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Generic remote_code regressions vs Gemma4 device-map mismatch; different bugs." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping/model-registration edge case vs broad remote_code regressions; not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs Gemma4 device mismatch under auto sharding; different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex crash vs flash-attn2 fallback checks; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across hf4.x/hf5.x vs a warning about tie_word_embeddings; not the same bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but one is ids-to-tokens and the other tokens-to-ids; different functions and likely different fixes." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer problems, but one is a LlamaTokenizer pre-tokenizer override issue and the other is a separate DeepSeek-Coder v1 output regression tied to a prior PR gap." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote_code regressions vs a specific Kimi-K2.5 tokenizer codec issue; too different to merge." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the summary is grounded and the false-pair rejections are conservative. However, the accepted 45920\u219446489 soft edge is too strong for the packet: the titles show related DeepSeek tokenizer regressions, but the evidence does not establish the same root cause or a clear duplicate/mergeable bugfix. Keep that pair conservative as a likely-but-unproven similarity, so I can\u2019t accept the cluster as summarized." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 5, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "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:43742", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "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:45399", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46515" + ], + "soft_pairs": [ + "issue:43742|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43257|issue:45305", + "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:44863|issue:46402", + "issue:24643|issue:30064", + "issue:43596|issue:46515", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:43366|issue:43531", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:43366|issue:44589" + ], + "prepared_review_unit_hash": "6500ccc079c9542cd491f5df8d72cd22e1d711615f5e8799ed3e4064118b2f80", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36667, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, spanning unrelated loading, training, audio, and model-specific bugs. The clear duplicate subgroups supported by the titles are the v5 docs/pipeline-removal reports, the `_is_hf_initialized` loading incompatibility reports, and the generic mask-shape IndexError reports. No single canonical issue fits the whole cluster.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the cluster because it contains several distinct bug families; the only clear duplicate subgroups are 43827/44509, 43872/44291, and 41093/44805.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the cluster is too mixed for one representative, though 44509, 44291, and 44805 each cleanly represent their respective duplicate subgroups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: tokenizer/key loading vs flash-attn fallback gating." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same underlying v5 docs cleanup: removed pipeline tasks still referenced in documentation." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Unrelated model tie-weight bug vs non-persistent buffer corruption regression." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` constructor-arg incompatibility when loading with init-empty/init weights." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different issues: FP8 config failure vs bitsandbytes/_is_hf_initialized incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both touch Whisper/audio code, but the titles do not establish the same concrete bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different bugs: trainer signature mismatch vs tensor-mask shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is LoRA effectiveness and the other is a missing support flag." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete failures are weight conversion vs gradient averaging." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but for different models and different failure modes." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Same broad ZeRO-3 area, but different Qwen variants and different missing-weight reports." + }, + { + "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 code paths: RLHF NaNs from position ids vs flash-attention s_aux handling." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same generic mask-shape IndexError signature; likely the same underlying bug report." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Related video-input regressions, but the titles point to different symptoms and models." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated GGUF architecture support vs float8 storage lookup error." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different rotary/position-id bugs in different model families." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different problems: ZeRO-3 empty-indexing crash vs torch version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different subsystems: GGUF architecture support vs sliding-window logic." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but FSDP2 shared-state rebuilding and device-map mismatch are distinct bugs." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio inference issues: track leakage vs empty-transcription generation failure." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated from_pretrained buffer regression vs OCR long-input index error." + }, + { + "left": "issue:43366", + "right": "issue:43589", + "accept": false, + "reason": "No such pair in the cluster; if meant 43531, it is still unrelated to GGUF support." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: architecture support vs float8 storage type lookup." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level conclusion is mostly conservative, but the writeup is internally inconsistent: it marks 43872/44291 as a duplicate pair in the soft verdicts, yet the best-issue/canonical summary says the only strong duplicate subgroups are the docs and mask-shape pairs and says \u2018at most\u2019 only 43827/44509 and 41093/44805. That omits a clearly supported duplicate pair from the packet. Please align the summary with the accepted soft-edge verdicts and keep the duplicate claims limited to what the titles actually support." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 6, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "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:43824", + "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:44683|issue:46515", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:36010|issue:42915", + "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:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:46459|issue:46512", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:39692|issue:43994" + ], + "prepared_review_unit_hash": "6dd3c2bb8dcdc6c2cd2a17158edb443351c86346a8c3a2886ebfa5c9821bd3f4", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37641, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous Transformers v5 regression cluster, with a few clear duplicate pairs around custom-model init, SigLIP2 output corruption, and non-persistent buffer handling.", + "confidence": 0.36, + "canonical_issue_reason": "43632 is the broadest framework-level regression in the set (_is_hf_initialized / v5 initialization behavior) and is the best umbrella representative for the cluster, even though many other items are model-specific outliers.", + "canonical_pr_reason": null, + "best_issue_reason": "43632 is the clearest high-signal root-cause-style report; the others are mostly narrower symptoms or unrelated model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different failures in different subsystems: Qwen3-VL video embedding StopIteration vs an MPS histogram int support error." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both are torch compatibility issues, but they concern different versions and code paths (compiled flex_attention on torch>=2.9 vs torch 2.4.1 incompatibility)." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import/export breakage for a specific class vs a meta-device loading regression; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and meta-device loading are distinct code paths and symptoms." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same Transformers 5 custom-model initialization regression; the notebook case looks like a subset of the general bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model/kernel failures: SDPA torch.compile issue vs flash-attention illegal-memory-access on Qwen3.5." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Unrelated symptoms: video embedding StopIteration vs TRL SFT unpacking failure." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different topics entirely: a 3d_parallel script failure vs GGUF gpt-oss support." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but on different model families and likely different tokenizer code paths." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device_map forward mismatch is unrelated to a torch 2.4.1 compatibility report." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and a Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "add-new-model-like / TOKENIZER_MAPPING_NAMES logic is unrelated to Gemma4 device placement during forward." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video embedding StopIteration and mask-shape IndexError are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model family and same broken-output symptom; these look like the same underlying regression." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Initialization-flag regression vs a long-input OCR index error are different failures." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but they target different models and likely different validation rules." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed zero3 indexing with BertModel is unrelated to add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/BertModel initialization bug is unrelated to the tokenizer mapping regression." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping bug and a mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Offload loading failure and Strix Halo mmap OOM are different memory-related problems with different causes." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but 39692 bundles docs mismatch plus quantization failure, so it is not clearly the same concrete bug as zero-probability outputs." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are near-exact duplicates: both report non-persistent buffers being filled with junk in Transformers v5." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA qwen3_moe compatibility across HF versions is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device_map cuda assert and Qwen3Moe FP8 failure are different bugs." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is ignored dtype during composite checkpoint loading and the other is stale config dtype after from_config; distinct issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and mmap/OOM mitigation on Strix Halo are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are generic model-loading failures, but the titles do not show the same concrete underlying bug or code path." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer junk and notebook custom-model initialization are different regressions." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 docs/example problems with an extra quantization failure are not clearly the same concrete bug as the nonsensical output regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative about heterogeneity. The accepted soft pairs are plausible duplicates or near-duplicates (custom-model init, SigLIP2 output corruption, non-persistent buffers), and the rejected pairs mostly differ by model family, subsystem, or code path as stated. No pair looks overclaimed enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 7, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "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:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43257|issue:43854", + "issue:42491|issue:45292", + "issue:44960|issue:46050", + "issue:42491|issue:43931", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:36010|issue:39404", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:45276|issue:45292", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "3da5f2413c1c4fc255830c18258bfaf382a1036fcdef7508555dafd22193d5d1", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37368, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster of mostly unrelated, model-specific bugs. I don\u2019t see any soft pair that looks like the same underlying change/bug, so there are no duplicate-worthy merges here. I\u2019d keep one broad, active quantization/offloading report as the cluster anchor.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 is the broadest and most central open report in the set, with multiple inbound references and a quantization/offloading theme that loosely overlaps several nearby reports. It is still not a true duplicate of the others, but it is the best representative anchor for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best issue to retain as the representative because it is active, broadly scoped, and already attracts related references. It is not a merge target for the other issues, just the most suitable cluster head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume/max_steps math is unrelated to SGD optimizer arguments." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different bugs: MoE training memory usage vs quantization/offloading behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading failures, but for different models and different failure modes." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/quantization, but one is training-memory inefficiency and the other is int4 CUDA reserved-memory regression." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE loading/conversion under accelerate+deepspeed is not the same as GLM-4.7 test loading failures." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to generic resize_token_embeddings output-embedding propagation." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 model-loading issue is different from quantized-sinq save/load corruption." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and different problems: LoRA compatibility vs weight-shape mismatch." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regression for Granite is not the same as missing/incorrect token IDs for DeepSeek V3/R1 due to pre-tokenizer handling." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crashes and Gemma4 serve processor attribute error are separate code paths and models." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling is distinct from init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but they affect different architectures and different subcomponents." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash Attention illegal memory access on Qwen3.5 is unrelated to s_aux=None crashes in flash_attention integration." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying bugs, but they affect different model classes and code paths." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility is a version issue, not the same as meta-device loading breakage." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to AudioFlamingo3 track-embedding leakage." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size out-of-range model metadata is not the same as a specific model load failure." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc example errors are documentation/model-use issues, not GLM5 checkpoint loading." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to apex FusedRMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading not working with quantization is a different failure mode from increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is not the same as Whisper return_language pipeline regression." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to composite Qwen multimodal config unwrapping." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling is distinct from mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 attention state rebuild bug is unrelated to Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 reserved-memory growth is not the same as mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to MXFP4 loading falling back to bf16." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 embedding leakage is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is a different mechanism from mmap-related OOM." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation at zero sparse layers is unrelated to Gemma4 FSDP2 attention state handling." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is different from the broken official Nemotron example." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram support error in MoE is unrelated to the Nemotron example loading problem." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "Both are resize_token_embeddings issues, but one is Gemma4-specific and the other is a generic output_embeddings complaint; not clearly the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/load handling is unrelated to mmap disabling for OOM avoidance." + } + ] + }, + "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": 20, + "review_unit_index": 8, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "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:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "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:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491" + ], + "soft_pairs": [ + "issue:42796|issue:46326", + "issue:44479|issue:44877", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:43381|issue:44928", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44589|issue:44756", + "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:43906|issue:44530", + "issue:44479|issue:44805", + "issue:44265|issue:44898", + "issue:44589|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43906|issue:46326", + "issue:46050|issue:46326", + "issue:43994|issue:44079" + ], + "prepared_review_unit_hash": "d02ad04170094ca8ec86f0825c95684cabf4102ce32efb6b1107be05ad5e0bfe", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36516, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions; only one soft pair looks like a true duplicate around `resize_token_embeddings` not updating output/decoder embeddings. Everything else is too broad or a different concrete failure mode.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report; issue:45335 looks like the same bug manifested in t5gemma\u2019s `decoder.embed_tokens`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the clearest general statement of the only real duplicate pair in the set, and best represents the shared resize/embedding bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer bugs: BPE-marker handling vs `continue_final_message` behavior." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict-config loading are unrelated failures." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "One is a model-loading test failure; the other is a `save_pretrained` regression for Qwen3.5 checkpoints." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation and wrong custom-module loading are separate `save_pretrained` problems." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaNs from 3D `position_ids`." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Both touch attention code, but the crash conditions and code paths are different." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to `resume_from_checkpoint` step \u0917\u0923ation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model init and `extra_state` save/load are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resizing token embeddings fails to propagate to the output/decoder embeddings." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both mention dtype mismatches, but they involve different models and execution paths (`autocast` vs `torch.device('meta')`)." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size inconsistency vs model loading failure are not the same defect." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility breakage is an environment issue, not the same as a model-specific autocast dtype mismatch." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression and round-trip space loss are different bugs." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Silent Granite token-ID regression is not the same as slow `convert_tokens_to_ids` behavior." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing float8 storage and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention failure on torch>=2.9 and Gemma4 PLE device mismatch are different code-path problems." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and tokenizer-version changes are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 custom-model regressions, but they describe different breakages and likely different fixes." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility is not the same as a Gemma4 forward device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 dtype mismatch are distinct issues." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear-attention crash and template-node compile errors are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache crash." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape IndexError are different failures." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` problems are unrelated to Perceiver resize/interpolation failures." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and compilation of non-template nodes are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different deprecated/changed APIs." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 embedding unpacking in TRL are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction of issue 38071 is not the same as the mistral_common `continue_final_message` bug." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized checkpoint save/load regression and tokenizer message-continuation behavior are different problems." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 wrong outputs and `ModelOutput` key assignment are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and grounded in the packet. The one accepted pair, issue:45292 vs issue:45335, is strongly supported by the near-identical resize_token_embeddings failure description, and the false-pair rationales stay within what the titles support. The summary is appropriately cautious overall." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 9, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43931", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:39404|issue:44671", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44488|issue:44987", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:44737|issue:45859", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:43582|issue:43632", + "issue:36032|issue:42915", + "issue:40990|issue:43421", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:34567|issue:40444", + "issue:43541|issue:45084", + "issue:42175|issue:46178", + "issue:42915|issue:44530", + "issue:44811|issue:45584", + "issue:43644|issue:43646", + "issue:40444|issue:46326" + ], + "prepared_review_unit_hash": "0b27a96d0b571cb4c5495fdd44e8a220923942ad9c48cbe3288345cd6d3aa6e8", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37027, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 + }, + "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 v5 regressions, tokenizer/model-loading bugs, and a few performance/runtime issues. I don't see any pair that clearly represents the same underlying bug or change, so no soft edges should be merged.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster's main theme: Transformers v5 loading regressions. It is the best anchor for this heterogeneous set, even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the most globally representative issue because it captures the broad v5 model-loading breakage that many of the other issues loosely resemble, whereas the rest are narrower or clearly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer construction error vs gguf_file / from_pretrained loading breakage; different code paths and symptoms." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction bug vs tokenizer loading failure for a specific model; not the same defect." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL-ish loading, but one is a dev-version loader break and the other is a weight-shape mismatch; too different to merge." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel init crash vs torch>=2.9 flex_attention compile failure; unrelated subsystems." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling vs AutoModelForCausalLM.from_config text_config unwrapping; different initialization/persistence problems." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs Mistral regex patch crash; different model families and bug mechanisms." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage vs disabling mmap on Strix Halo to avoid OOM; both are memory-related but not the same issue." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state bug vs video input regression in Qwen VL models; distinct paths." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Ministral tokenizer BPE marker bug vs Mistral3 lm_head weight tying bug; not the same code path." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs DeepSeek-Coder tokenizer output regression; related area, but different concrete failures." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression vs CamemBERT masked-LM prediction bug; unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for sleng-bert vs Mistral regex patch crash; different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like mapping bug vs flex_attention compilation failure; unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer loading for a specific model vs loading physical-intelligence/fast regression; not the same defect." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Model loading with base_model_prefix vs non-persistent buffer initialization junk; both v5 regressions, but not one bug." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet positional encoding CPU placement bug vs Qwen3_5Moe CPU-offload incompatibility; different symptoms and fixes." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text model structure inconsistency vs Sam3 text encoder weights not loaded; separate model-specific loading issues." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image preprocessor dtype mismatch vs template compilation TypeError; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError vs _is_hf_initialized flag regression; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer load-time error vs Qwen3 MoE FineGrainedFP8Config failure; different models and failure modes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model benchmark vs runtime special-token/post-processor update behavior; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields vs PagedAttentionCache invalid group type; completely different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two different model-loading regressions, but not the same underlying bug or shared fix path." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter not updating vs multimodal iterable dataset failure; unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral dynamo tracing grouped_mm error vs template compilation TypeError; different subsystems." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow backend in torch install vs undefined tensorflow_text backend mapping entry; related packaging area, but different errors." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8Config failure vs Qwen3.5 PagedAttentionCache crash; distinct model/runtime problems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens bug vs empty-transcription generation failure after align_special_tokens; not the same issue." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk and custom model initialization are both initialization regressions, but they are not the same concrete bug." + }, + { + "left": "issue:44451", + "right": "issue:46326", + "accept": false, + "reason": "Generic model load failure for ScandiBERT vs mistral_common continue_final_message bug; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:46489", + "accept": false, + "reason": "Physical-intelligence/fast loading failure vs DeepSeek-Coder tokenizer regression; both tokenizer/model loading problems, but different code paths and fixes." + }, + { + "left": "issue:45081", + "right": "issue:46489", + "accept": false, + "reason": "Mistral regex patch crash vs DeepSeek-Coder tokenizer incorrect output; unrelated model families and mechanisms." + } + ] + }, + "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": 20, + "review_unit_index": 10, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "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:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:44849|issue:45325", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:44403|issue:45081", + "issue:43404|issue:44466", + "issue:43883|issue:44991", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:28530|issue:34567", + "issue:43322|issue:43540", + "issue:44987|issue:45081", + "issue:44451|issue:45081", + "issue:43089|issue:45987", + "issue:42915|issue:44291", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:36032|issue:41720" + ], + "prepared_review_unit_hash": "fc62819dc6858ae1d5aab468185e571476b56870fa83f051bc636cafe847c2db", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38041, + "estimated_input_tokens": 9511, + "estimated_eval_tokens": 19278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly heterogeneous: most items are different bugs in different models/subsystems, so I only accepted the two pairs that look like true duplicates. The strongest duplicate signals are the audio feature-extraction regression and the Qwen3.5 save_pretrained regression.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45081 is the clearest concrete bug with a specific failing code path and multiple inbound references; among this otherwise broad set, it is the best single issue anchor for the tokenizer/loading-regression subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45081 is the most actionable and well-supported issue in the set: it has a precise repro, a specific failing helper (`_patch_mistral_regex`), and several references. It is still not a great global canonical for the whole cluster because many other items are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both describe the same audio feature-extraction regression around `_torch_extract_fbank_features()` / `LasrFeatureExtractor` and an unsupported `center` argument." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different bugs: missing `all_tied_weights_keys` on Molmo vs loading `cjvt/sleng-bert` failing." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Both involve loading, but one is a T5 tokenizer method-name conflict and the other is a custom-model/Jupyter initialization regression." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF-related, but they target different failure modes and different APIs/models." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "One is device-map/offload dequantized loading, the other is a Qwen2.5-GGUF v5 loading failure; not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different code paths: template-node compilation error vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are version-5 loading regressions, but they affect different models and different load paths (model vs tokenizer)." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen3.5/Qwen2.5-VL issues, but one is output_hidden_states behavior and the other is rope/position-id scaling." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Different problems: chunked generation inconsistency with compiled forward vs StaticCache returning the wrong type." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio-related, but one is chat-template sample-rate defaulting and the other is batch-vs-single MIMI encoder padding-mask handling." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different failure modes: PEFT local-checkpoint loading vs `continue_final_message` on mistral_common tokenizers." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom-model initialization in notebooks is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "General custom-model initialization regression vs buffer serialization corruption; unrelated root causes." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary logging/noise during loading is unrelated to the Mistral regex crash." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied `lm_head` weights, but one is a model-specific untied-weight bug and the other is a device-dependent serialization inconsistency." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated issues: missing tied-weight metadata on Molmo vs tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3MoE is unrelated to template-node compilation errors." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision bugs: nonsensical SigLIP2 outputs vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both affect audio/codecs, but one is padding-mask support in MIMI and the other is missing STE behavior in DAC." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping/metric selection is unrelated to `num_input_tokens_seen` not updating." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal failures: Llava Next segfault vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model loading bugs; the shared version and loading context are too broad to be duplicates." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Both are load failures, but for different models and different failure mechanisms." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is not the same as StaticCache returning a tensor instead of an int." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different initialization/loading failures: FP8 config issue vs unexpected `_is_hf_initialized` argument." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Export/check-pointing utility failure vs processor image-size mismatch; unrelated bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction is unrelated to compiled flex_attention failures." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer attribute conflict vs key error loading a specific model; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken constructor argument collision is unrelated to the physical-intelligence/fast loading failure." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "These are the same Qwen3.5 `save_pretrained` checkpoint-key regression, with 45357 describing the continued incorrect visual encoder keys in a later version." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer-loading regression vs a performance regression in `convert_tokens_to_ids`; different bugs." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different low-level errors: Qwen3MoE FP8 config failure vs missing Float8 storage type." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL-family regressions, but one is a video-input bug and the other is still-image temporal position scaling; not the same concrete defect." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer loading conflict and Qwen3 auto-device-map CUDA assertion are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The two accepted pairs are the only ones that reasonably read as same-bug duplicates from the packet, and the summary avoids overclaiming about the rest of the heterogeneous cluster. The chosen canonical issue is defensible as the best anchor among the loading/tokenizer regressions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 11, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "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:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:43632|issue:44756", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43632|issue:44534", + "issue:43381|issue:45923", + "issue:40990|issue:44811", + "issue:44079|issue:45663", + "issue:44291|issue:44589", + "issue:43421|issue:44568", + "issue:43482|issue:45538", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:41553|issue:43582", + "issue:43818|issue:46402", + "issue:44079|issue:44534", + "issue:43531|issue:44291", + "issue:44462|issue:45812", + "issue:44829|issue:45479", + "issue:43818|issue:45357", + "issue:43377|issue:45491", + "issue:41720|issue:45081" + ], + "prepared_review_unit_hash": "fcac4b7faf71af941b838362900358585a8b0bb67debde990b92e37b48621f31", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37141, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated model-loading, tokenizer, and training regressions that only share vague similarity around Transformers v5 and Qwen/VL/tokenizer topics. I found one clear duplicate pair (42175 \u2194 45542); the rest are not safe merges.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43611 is the broadest, most representative regression in the set: a general Transformers v5 model-loading breakage around `base_model_prefix`, which best matches the cluster\u2019s loose theme of loading regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best overall cluster anchor because it is a clear, general compatibility regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs Granite speech config loading." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "One is a Torch version incompatibility; the other is noisy logging during model load." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they affect different loading paths (`base_model_prefix` vs non-persistent buffers)." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: `_is_hf_initialized` init logic vs mmap OOM on Strix Halo." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen-family issues with different symptoms and code paths." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is finetuning/multi-image batching and the other is temporal position scaling." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Different model families and failures: tokenizer BPE marker handling vs PEFT checkpoint loading." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and distinct symptoms." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs missing Float8 storage; no common bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noisy loading message vs tokenizer load failure for a specific model." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both mention Qwen VL training, but one is multi-GPU training and the other is iterable-dataset multi-image failure." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions with different root causes and symptoms." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is not the same as a missing capability flag." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely unrelated: perplexity evaluation issue vs Whisper batch_decode behavior." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma-4 FSDP2 attention state rebuild bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures: `_is_hf_initialized` argument mismatch vs Float8 storage lookup." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but one is runtime post-processor sync and the other is add_special_tokens BOS/EOS behavior." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF v5 loading failure vs CLIPTokenizer model_max_length issue." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training bugs with no shared concrete code path." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model/config failures: GGUF loading vs missing `pad_token_id`." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different memory/load issues: device_map offload load failure vs MoE training memory inefficiency." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Same underlying bug: TensorFlow backend is missing in the torch-only install path, producing the undefined tf backend error." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad Voxtral tokenizer error message vs Apple Silicon TypeError in allocator warmup." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model-specific loading bugs: Video-LLaVA weights/temporal attention vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different issues: ModelOutput key handling vs v5 non-persistent buffer initialization." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding-window behavior vs init_empty_weights argument mismatch." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but they concern different failures and models." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training bugs: flash_attention_3 degeneration vs zero-loss single-label classification edge case." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different visual-model bugs: missing temporal attention/shared weights vs incorrect save_pretrained keys." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/masking-related, but they affect different models and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different bugs: Qwen3 device-mapping cuda assert vs Mistral tokenizer regex patch crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The anchor choice and summary are grounded in the packet, and the soft-edge decisions stay conservative. The only accepted pair (42175 \u2194 45542) is well supported by the issue titles, while the other pairs are reasonably treated as distinct bugs rather than safe merges." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 12, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:43611|issue:43646", + "issue:44265|issue:45072", + "issue:43749|issue:44079", + "issue:45325|issue:45381", + "issue:42175|issue:43296", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:42796|issue:45381", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:43632|issue:45072", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:43296|issue:45800", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:42796|issue:46209", + "issue:35707|issue:41720", + "issue:43881|issue:44488", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:46305|issue:46315" + ], + "prepared_review_unit_hash": "3dc781720dfcce2bb879bbff046f5ffdeaff0fc1d327fee60e2dc27a14951280", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37204, + "estimated_input_tokens": 9301, + "estimated_eval_tokens": 18858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues that only share broad Transformers/model-regression themes. I found one plausible duplicate edge in the Qwen2.5-VL video-position-id regression; the rest look distinct.", + "confidence": 0.33, + "canonical_issue_reason": "issue:44479 is the best umbrella report for the Qwen2.5-VL video-input position-id regression; it is broader than the narrower follow-up report in issue:45381.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most representative issue in the only clearly overlapping subgroup and is the most actionable umbrella for that bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: non-persistent buffer junk vs ModelOutput key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are VL-related, but one is multi-image dataset handling and the other is video position-id computation." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both involve Transformers v5 loading, but the concrete failures differ (base_model_prefix vs custom model init)." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Export/compiler check failure is unrelated to bfloat16 dtype mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM loading and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but still-image temporal position_ids and video vision_position_ids are not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs model loading failure in vLLM." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading breakage are too vague to treat as the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision models and different failure modes." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen VL video positions." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a model-specific tie failure and the other is serialization inconsistency." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Position-id scaling bug and Kosmos2.5 OCR index error are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and different loading/config problems." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights arg and strict config loading are different issues." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Model loading in vLLM vs torch/transformers version incompatibility are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading behavior and tokenization-version change are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export export failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and PEFT local checkpoint loading are different paths." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper empty-transcription generation." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset bug and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different generation/device-mapping failures with no shared concrete code path." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for different models." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/model mismatch and iterable-dataset multi-image failure are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes and torch.export failures are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied-weight loading/serialization issue vs SDPA compile failure are different." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC from_latents mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "cudaErrorAssert during auto device mapping is not the same as Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window mask off-by-one and tokenizer convert_tokens_to_ids slowdown 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": 20, + "review_unit_index": 13, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46402" + ], + "soft_pairs": [ + "issue:43377|issue:44610", + "issue:44568|issue:45920", + "issue:42796|issue:44977", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:43454|issue:43720", + "issue:43572|issue:45759", + "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:42617|issue:42915", + "issue:44466|issue:45357", + "issue:43526|issue:43883", + "issue:26413|issue:28530", + "issue:41720|issue:44977", + "issue:43881|issue:44991", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43404|issue:45357" + ], + "prepared_review_unit_hash": "b414571acf0b3580dbf3c2c0f896e6f9353b9180344ec55f2c31c819b1e5dda9", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36505, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated bugs. There are a few loose theme overlaps (tokenizers, offloading/quantization, tied weights, resume_from_checkpoint), but none are strong enough to merge as duplicates with the evidence provided.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the broadest and most central open tracker for a tokenizer regression affecting multiple models, so it is the best umbrella representative within the weak tokenizer-related subset.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the most generally useful and highest-signal issue here: it is broad, open, and already framed as a multi-model regression rather than a narrow single-model symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both involve input-shape/batching problems, but one is a MIMI encoder padding-mask bug and the other is an OmDet-Turbo processor size mismatch; different code paths and symptoms." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but 44568 is about missing BOS/EOS on one tokenizer while 45920 is wrong token IDs across several models; not the same concrete bug." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: BPE marker handling in a tokenizer versus Qwen3.5 generation with flash-attention." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "One is tied lm_head weights in a multimodal model; the other is a dtype mismatch in inference. No shared underlying defect." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE loading/conversion with accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is a specific dequantized model load failure and the other is a broad offloading complaint; insufficient evidence of the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are batching-related, but they hit different model families and different mechanisms (padding mask vs interpolation/resize behavior)." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity evaluation on one model is unrelated to gradient checkpointing effectiveness with PEFT LoRA." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Model-load segmentation faults and post-save quantization breakage are different problems with no clear common code path." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied-weight serialization bug versus packed-weight unpacking during accelerate loading; different subsystems and failure modes." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "A missing config field in StableLm is unrelated to AutoModelFromConfig not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-loading/generation failures, but one is a Qwen auto-device-map CUDA assert and the other is a Llava Next segmentation fault; no concrete overlap." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is a runtime loading issue; non-persistent buffer junk is a different v5 state/buffer regression." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel execution failure is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve saving model weights, but one is tied lm_head serialization and the other is incorrect visual-encoder keys in Qwen3.5; distinct bugs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a missing all_tied_weights_keys attribute in Molmo." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Both involve Trainer behavior, but one is checkpoint resume/epoch iterator failure and the other is early stopping metric resolution; different logic paths." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but the failures are different: auto-device-map CUDA assert versus flash-attention generation corruption." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b loading failure is unrelated to a tokenizer loading regression for a different model." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM regression and an apex RMSNorm memory leak are separate performance/memory issues." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "A Trainer compute_loss signature change is unrelated to 3d_parallel failing to run." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss kwargs and Qwen3Moe FP8 loading failure are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model and a general tokenization-version-change report are not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor shape issues and tokenization changes are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing Sam3Model text encoder weights are different Sam3 issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading problems and disabling mmap on Strix Halo are different memory/offload concerns without a shared concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA in Bamba is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype staying float32 on load is unrelated to incorrect max_steps calculation when resuming from checkpoint." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both touch tied/serialized weights, but one is lm_head tying in Mistral3 and the other is wrong visual-encoder keys in Qwen3.5; not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 14, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291" + ], + "soft_pairs": [ + "issue:44008|issue:45823", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:44186|issue:44610", + "issue:44610|issue:44898", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:44671|issue:44743", + "issue:28530|issue:33666", + "issue:44186|issue:44361", + "issue:36331|issue:41720", + "issue:43526|issue:43881", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:43388|issue:45059", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:43873|issue:45704", + "issue:44387|issue:45701" + ], + "prepared_review_unit_hash": "bb9b272004682d06552d24961c4a26adde1004bb4dec9634a96da75ce8022733", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is loose and mostly centers on model loading/offloading, quantization, and a few tokenizer/processor regressions, but the soft pairs are not true duplicates. I would use the broad offloading/quantization issue as the representative anchor.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43873 is the broadest and most central representative of the shared offloading/quantization/device-placement theme, and it best fits the cluster\u2019s main recurring failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to anchor this cluster because it captures the widest common surface area across the nearby loading/offload regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma models, but one is a Gemma3n forward variable-name collision and the other is a Gemma4 PLE device mismatch; different bugs and code paths." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and failure to run 3d_parallel.py are unrelated failures." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve crashes on multimodal models and Gemma4Processor missing _tokenizer are different processor/runtime bugs." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet-Turbo image-size mismatch are separate issues." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-shape related, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and Bark-small CPU offload device mismatch are unrelated model/runtime problems." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is a processor/tokenizer regression and the other is a version-dependent tokenization change; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and dequantized model loading with gpu+cpu offload are distinct loading paths." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and GPT-OSS MoE tensor-parallel failure are different issues." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and kernels import/version requirement failure are not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3_5 recurrent-state reset are different model behaviors." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Two tokenizer bugs, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage and Qwen3 device-mapping crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT label reduction and glm-4v-9b loading failure are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both concern Qwen3 multimodal models, but one is a video-input ValueError and the other is a from_pretrained weight_only error." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload issue are separate configuration bugs." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric handling and void segmentation-map processing are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and T5 add_special_tokens name conflict are different tokenizer defects." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "CLIP MacOS bus error and progressive generation inputs_embeds/past_key_values issue are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps and BarkProcessor voice_preset failure are different components." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics label truncation and SAM3 text/bbox odd behavior are not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba SDPA compile failure and BigBirdTokenizer special-token registration bug are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and unpacking packed weights during accelerate loading are both loading-related, but they are different code paths and failure modes." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantized offloading/OOM regression and T5 apex.FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA reserved-memory growth under int4 quantization and tokenization changes across versions 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": 20, + "review_unit_index": 15, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402" + ], + "soft_pairs": [ + "issue:45406|issue:45464", + "issue:41720|issue:43746", + "issue:44492|issue:44509", + "issue:45357|issue:46402", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:45759|issue:45859", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:44514|issue:44545", + "issue:45588|issue:45759", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:43381|issue:43844", + "issue:43746|issue:46050", + "issue:43782|issue:45381", + "issue:42886|issue:44843", + "issue:45704|issue:45923" + ], + "prepared_review_unit_hash": "d8ce0565bd828697c865b79e1fc3f769458f8c14e04b99382a92a3cf8ee4ba63", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36436, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated Transformers issues spanning many models/subsystems. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template padding=False crash report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44545 is the better canonical issue: it describes the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash as issue:44514 and has slightly more reference/activity context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest representative issue because it is the clearest duplicate target for the shared Qwen2_5_VLProcessor.apply_chat_template crash and has marginally richer discussion signals.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failure modes: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming/chat-completions failure." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Both are model-loading/runtime bugs, but they affect different models and code paths (device mapping assert vs local checkpoint + PEFT loading)." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Unrelated documentation issues: a typo in cache strategies versus stale pipeline-task docs in v5." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both mention config/weight loading, but they concern different models and different missing-key symptoms." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen3 family issues: sliding-window behavior vs composite config text_config unwrapping." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems entirely: CPU offload device mismatch vs tokenizer special-token registration." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning and multimodal token counting bug are unrelated issues." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter bug is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 auto device mapping CUDA asserts." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they are model-specific and do not clearly share the same underlying defect." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init validation for patchtsmixer is unrelated to num_labels propagation in Qwen3.5." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 issues: config unwrapping vs CPU-offload incompatibility in rotary embedding forward." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation bug is distinct from degenerate zero-loss classification behavior." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and dtype mismatch in bfloat16 inference are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same bug report: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention s_aux=None crash is unrelated to Qwen3.5 multimodal config handling." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument error is unrelated to model loading failure for ScandiBERT." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different problems: model loading regression vs image processor unexpectedly requiring torchvision." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/documentation-ish issues, but the actual bugs differ: example mistakes vs processor/model image-size mismatch." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRl SFT embedding unpacking crash is unrelated to evaluate-after-train failure." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates and save/load loss of custom token IDs are different tokenizer/config bugs." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and gradient growth with ZeRO-3 are not the same issue." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video position-id bug are different multimodal failures." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/cache behavior, but one is tokenizer cache loading and the other is an unconditional model_info call in a regex patch." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 apex RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet, and the only accepted duplicate pair is strongly supported by identical issue titles plus matching bug description. The other soft-edge rejections stay conservative and do not overclaim duplication from title-level similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 16, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:43531|issue:43645", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43421|issue:43653", + "issue:46032|issue:46463", + "issue:45663|issue:45923", + "issue:43994|issue:44671", + "issue:43421|issue:44186", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:45081|issue:45356", + "issue:43596|issue:44220", + "issue:30064|issue:36010", + "issue:45356|issue:45907", + "issue:43540|issue:46294", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43295|issue:45834", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:44062|issue:44488", + "issue:43550|issue:44361", + "issue:43540|issue:44008", + "issue:44186|issue:44898", + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:43322|issue:45685", + "issue:45183|issue:45479", + "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:43550|issue:43819" + ], + "prepared_review_unit_hash": "dd8f9aaeee05d18629cff5925cecccfe2e70b757294a46ba0d2d08802a96a703", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37732, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous: many items are tokenizer/model-specific bugs that only share broad Transformer/theme wording, not the same underlying defect. I did not find any pair that is clearly the same bug/change, so I rejected all soft edges.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43421 is the best single anchor for the cluster because it is a broad tokenizer-backend correctness report and sits closest to several other tokenizer/special-token regressions, but the overall set is still not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43421 is the most suitable representative to keep as the cluster anchor: it describes a core tokenizer infrastructure bug with the broadest overlap to nearby reports, even though the rest of the set is largely unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding-window behavior vs Jupyter custom-model initialization regression." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated code paths: T5 RMSNorm memory leak vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3 auto device mapping CUDA assert vs T5 RMSNorm leak." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern tokenizer special tokens, but one is runtime post-processor synchronization and the other is mask-token registration/empty decode; not the same bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 cache correctness bug vs T5 decoder-input validation error message; no shared code path." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to a missing support flag on a trust_remote_code variant." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different failure modes: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both tokenizer-related, but one is special-token post-processor refresh and the other is LayoutLMv2 NER/padding crash." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local-checkpoint loading vs quantization offloading behavior; not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation/example errors are unrelated to quantization offloading correctness." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is a hard crash in _patch_mistral_regex while the other is a Kimi tokenizer regression with codec/warning issues; not clearly one bug." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel ZeRO-3 initialization index error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing failure is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression with fix_mistral_regex is unrelated to hub file-listing forwarding of revision." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues, but they affect different models and different processing stages." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading bug and DAC from_latents/forward mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking bug; no overlap." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue vs tokenizer mapping/model registration failure; different concerns." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "processor.tokenizer regression is not the same as Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions field regression and RTDetrV2 output drift are distinct model behaviors." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword collision and sleng-bert loading failure are not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA bug is unrelated to MLukeTokenizer attribute failure." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and different errors: video-input ValueError vs variable-name collision AttributeError." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver image-size interpolation failure." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window bug in Qwen3-MoE is unrelated to AutoConfig missing fields with trust_remote_code." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Special-token registration issue and DAC forward/from_latents mismatch are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault is unrelated to the MPS histogram_int support error." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error messaging bug is unrelated to the degenerate zero-loss sequence-classification bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict-config loading of granite_speech; not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer creation bug in SwitchTransformers is unrelated to Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA failure and DAC latent mismatch are different code paths and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 17, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512" + ], + "soft_pairs": [ + "issue:30064|issue:36331", + "issue:44843|issue:45081", + "issue:41720|issue:44991", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:44821|issue:45084", + "issue:43950|issue:45987", + "issue:44448|issue:44671", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:43582|issue:46512", + "issue:43421|issue:44811", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:43606|issue:45072", + "issue:44485|issue:44509", + "issue:43577|issue:43818", + "issue:34634|issue:36010", + "issue:44479|issue:45834", + "issue:44805|issue:44936", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:44991|issue:46291" + ], + "prepared_review_unit_hash": "c5fd950088f6a97d0e5b1654c9ac13e086364e56b9f30973071cc68d74d7d5b3", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34959, + "estimated_input_tokens": 8740, + "estimated_eval_tokens": 17736 + }, + "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 spanning model loading, dtype mismatches, tokenizer issues, video/vision regressions, and trainer problems. There is no strong duplicate set here; the only plausible canonical anchor is the broad from_pretrained/buffer-state regression theme.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43950 is the best representative of the broad loading/state-corruption subtheme: it is a core regression in from_pretrained affecting non-persistent buffers, with wide potential impact and clear root-cause style scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest global triage candidate because it is severe, broadly applicable, and centered on a core API path rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different failures in unrelated areas: image segmentation map handling vs a trainer method signature change." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but they are different bugs: unconditional hub access offline vs an AttributeError on a tokenizer object." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated models and code paths: Qwen3 device-map CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different bugs in different model code paths: dtype mismatch in image preprocessing vs a variable-name collision in Gemma3n forward." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Both concern generation/runtime correctness, but one is metric gathering on the eval path and the other is Mamba2 cache behavior during inference." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems and failure modes: loading an image processor from URL vs a template compilation TypeError." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both touch cache/buffer-ish internals, but one is a from_pretrained buffer corruption regression and the other is a return-type contract issue in StaticCache." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Docs/example failures for SigLIP2 are not the same bug as a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different domains and failure modes: Whisper empty-transcription generation vs Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crashes in LayoutLMv2 are unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading, but one is non-persistent buffer corruption and the other is FSDP CPU RAM efficient loading; not the same underlying bug." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer backend post-processor updates and Whisper batch_decode skip_special_tokens are different features with different failures." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input regressions, but they affect different Qwen variants and likely different preprocessing/position-id code paths." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3.5 issues: weight_only loading vs flash-attention generation behavior." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they involve different models, environments, and inference paths." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to documentation text about removed pipeline tasks." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading and Video-LLaVA temporal-attention/weight-sharing are unrelated bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and a GenerationMixin import error are separate compatibility/load issues." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both mention input regressions, but one is a Qwen video-input v5.3 issue and the other is a Kosmos2.5 OCR index error." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch during indexing is unrelated to trainer.evaluate failing after train." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "A pipeline error message regression is unrelated to a SigLIP2 model/pipeline output quality bug." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation are different model families and different bugs." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure and pipeline import failure due to kernels version requirements are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 18, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44561", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43577|issue:43582", + "issue:44671|issue:45701", + "issue:43825|issue:43827", + "issue:43782|issue:45325", + "issue:43749|issue:44291", + "issue:42175|issue:45081", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:43906|issue:46209", + "issue:45003|issue:46285", + "issue:34634|issue:36331", + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43526|issue:44554", + "issue:43329|issue:45600" + ], + "prepared_review_unit_hash": "cec7ef3551cf1d65079e231b1ab9d1c81878ea465c00d9d8d7c394455cd1775f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35252, + "estimated_input_tokens": 8813, + "estimated_eval_tokens": 17882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft-similarity pairs mostly share only broad themes like tokenization, loading, or v5 regressions, but not the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set (general v5/remote_code breakage). The rest are much more specific model-, tokenizer-, or backend-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single representative for this cluster because it is the most general and central-sounding regression report, even though the cluster overall is not a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention recent v5/remote_code breakage, but they point to different concrete failures and code paths." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "One is a cache-sequence return-type bug; the other is a kwarg-handling bug. Same API surface, different defect." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failures: image size mismatch vs dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Unpacking packed BitNet weights is unrelated to the reported bfloat16 dtype mismatch." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "The tokenizer spacing issue may be adjacent, but this is not clearly the same underlying bug as the slow/fast inconsistency report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype loading and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "One is a CamemBERT prediction regression; the other is a broad tokenization-version change report." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both relate to v5 pipeline removals, but one is an error-message bug and the other is docs drift." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL models and different bugs: loading with weight_only vs rope-index scaling." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern model loading, but one is FSDP RAM-efficient loading and the other is init_empty_weights argument compatibility." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging and Mistral regex patching are unrelated failures." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaults and DAC latent reconstruction are different bugs." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup and CUDA AMP loss crash are separate platform-specific issues." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue is not the same as an FP8 inference failure." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are different regressions." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token handling and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and MPS attention correctness are different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both involve processor/tokenizer internals, but the missing attribute and missing tokenizer problems are not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related in Qwen models, but they arise from different mechanisms and should not be merged." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM loading failure is not the same as the broader remote_code breakage report." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation TypeError and CLIPTokenizer max-length are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common, but one is an import/version issue and the other is chat-template behavior." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and torchvision dependency regression are different problems." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Beit label reduction and RTDetrV2 output divergence are unrelated regressions." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "A multimodal-token video-branch bug and a removed-config reference in auto_mappings 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": 20, + "review_unit_index": 19, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43550|issue:44912", + "issue:43746|issue:44811", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:36010|issue:43645", + "issue:42175|issue:46291", + "issue:43650|issue:43906", + "issue:38175|issue:44610", + "issue:44387|issue:44617", + "issue:36010|issue:36331", + "issue:43720|issue:44610", + "issue:43531|issue:45042", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:42490|issue:43257", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:43643|issue:45759", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:43454|issue:43577", + "issue:34567|issue:40990" + ], + "prepared_review_unit_hash": "19b5f4572375f56941b50bdc8bdc0b3713220bc7b18894e26d49adc6f65677c1", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35696, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated issue reports across different subsystems. The only plausible duplicate thread is the multimodal video-input regression around `_get_num_multimodal_tokens` / Qwen video failures; all other soft pairs describe different bugs with different code paths.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue across the full set: the items are heterogeneous and mostly unrelated. If forced to pick one representative duplicate thread, issue 43329 is the most concrete code-path bug (video token counting), which best matches the only plausible soft duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43329 is the strongest representative because it pinpoints a specific broken video branch in multimodal token counting, and it plausibly underlies the broader video regression reported in 44479.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training bugs: one is a deepspeed zero3 IndexError, the other is an evaluate-after-train failure." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading/tokenizer issues, but they affect different APIs and appear to have different root causes." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "One is a torch.compile/SDPA model failure; the other is an MXFP4 quantization loading fallback. Not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated problems: PEFT/local checkpoint loading versus Whisper batch decoding special-token handling." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different components and failure modes: DAC latent conversion vs Dia config save/load token IDs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Accelerate/deepspeed weight conversion is unrelated to the multimodal video-token helper bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both touch import/model construction, but one is a missing GenerationMixin import and the other is a Jupyter custom-model initialization regression." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Package dependency/backend installation issue versus kernels import-time version/revision requirement; not the same change." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No meaningful technical overlap; one is a placeholder issue, the other is a reproduction of a separate tracked bug." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both mention model/processor behavior, but they are different models and different correctness problems." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both cause OOMs, but the memory regression and the Sam3Video OOM are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to CustomTrainer.compute_loss receiving an unexpected keyword argument." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading is unrelated to OmDet processor image-size mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions in different subsystems: Qwen3-MoE sliding window versus PIL backend requiring torchvision." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and symptoms: GLM-4.7-Flash loading in tests versus Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc example/model-preprocessor errors are not the same as a quantization loading fallback bug." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve overly broad exception handling, but they are separate functions with different failure modes and fixes." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Cache lazy-init recompilation and max_cache_length handling are related area-wise but not the same concrete bug." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen3 MoE weight conversion during accelerate/deepspeed loading." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are separate processor issues." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Weight-conversion/loading bug versus a straightforward CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but one is trust_remote_code field loss and the other is unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same video-input code path in multimodal processing; 43329 identifies the broken helper in the video branch and 44479 reports the broader v5.3.0 regression across Qwen VL/video models." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting helper bug versus batched video processor output shape; related domain, but not the same defect." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/OOM concerns, but FSDP CPU RAM efficient loading and mmap on Strix Halo are different issues." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE conversion/loading is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying causing garbage generation is unrelated to dtype propagation in Blip2 loading." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and GPT-oss perplexity are different problems with no shared code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft pair (43329/44479) is a plausible shared video multimodal regression thread, and the rest are reasonably rejected as distinct bugs despite some surface-level similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 20, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45859", + "issue:45907", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:42915|issue:43742", + "issue:43606|issue:45859", + "issue:44291|issue:45042", + "issue:43525|issue:46291", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:44568|issue:45356", + "issue:43404|issue:45127", + "issue:44987|issue:45538", + "issue:43927|issue:44912", + "issue:44849|issue:45701", + "issue:43697|issue:45357", + "issue:42915|issue:45538", + "issue:43425|issue:46291", + "issue:43577|issue:46512", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:44062|issue:44991", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43742|issue:44291", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:28282|issue:29127", + "issue:44568|issue:45488", + "issue:24643|issue:29159", + "issue:44987|issue:45907", + "issue:42915|issue:43749" + ], + "prepared_review_unit_hash": "3c6c1e9455749b67e51025d6fd7e3e27aaed0fa350dd83f32330db601810f16a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37395, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This packet is mostly a collection of unrelated Transformer bug reports. The only plausible overlap is the Qwen video-input pair (44479/45381), but the evidence is only a loose similarity, not enough to merge them as one issue.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44479 is the most central Qwen video-regression report in this set, but its relationship to 45381 is only a soft similarity rather than a confirmed duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative issue here because it has the broadest description of the v5.3.0 Qwen video-input regression and the most surrounding context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 loading vs MobileLLM key loading." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve offload, but they affect different model families and code paths." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized handling is unrelated to PIL/torchvision backend requirements." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4 pad_token_id config handling and kernels revision/version validation are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are distinct problems." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency is unrelated to TrainerState token counting." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different failures." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied embeddings, but one is a load-time Mistral3 issue and the other is a LoRA merge/vocab-collapse bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading for physical-intelligence/fast and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-id persistence and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output behavior and a generic tokenization-version issue are not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key mismatch are different regressions." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility and kernels revision/version validation are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "dtype propagation after loading BLIP2 is related in theme, but not the same bug as stale config.dtype from from_config." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging for pip install '.[torch]' and missing Qwen2_5_VL export are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map offload loading failure and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP and TrainerState token counting are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import dependency and Llama 3.2 Vision loading regression are different issues." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and unreleased MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken kwarg duplication and est-roberta tokenizer loading failure are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failures." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "45381 looks like a related Qwen video-input symptom, but the evidence only supports soft similarity, not a confirmed duplicate." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key loading and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen video-related, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Qwen3-vl embedding StopIteration are distinct failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and LayoutLMv3 box-clarity error are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "mdeberta-v3 special-token handling and DeepSeek V3/R1 pre-tokenizer override are different tokenizer bugs." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension RuntimeError and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression for physical-intelligence/fast and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 loading and FSDP_CPU_RAM_EFFICIENT_LOADING are different training/runtime bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly conservative, but there is one overreach: the packet only supports a soft similarity between 44479 and 45381, not a definitive duplicate or that 44479 is clearly \"concrete, reproducible.\" The rest of the pair judgments look suitably cautious, but the best/canonical issue claims are a bit too strong for the evidence provided." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 21, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42796", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:44737|issue:46463", + "issue:43493|issue:43994", + "issue:44291|issue:44821", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:43577|issue:45072", + "issue:43906|issue:46468", + "issue:27957|issue:28282", + "issue:44062|issue:45081", + "issue:44568|issue:46491", + "issue:44792|issue:44964", + "issue:43404|issue:45987", + "issue:43526|issue:45479", + "issue:45042|issue:45081", + "issue:44737|issue:45588", + "issue:43742|issue:44589", + "issue:42796|issue:43906", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:45823|issue:46463", + "issue:43452|issue:44488", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:44625|issue:44877" + ], + "prepared_review_unit_hash": "9d3739e4eef0e4519050d6818ecc889600601b68b97d72f7811a4705ba772d55", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36455, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated bug reports; only the two SigLIP2 issues look like the same underlying model-accuracy regression. No pull requests are present.", + "confidence": 0.59, + "canonical_issue_reason": "issue:43994 is the clearest user-facing report of the shared SigLIP2 regression, with a concrete failing model and reproduction; issue:43493 looks like the more diagnostic sibling report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 best represents the duplicate pair because it captures the observable end-user failure on google/siglip2-base-patch16-224 and is broad enough to subsume the implementation-discrepancy report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 zero probabilities vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated problems: missing TensorFlow in a torch install vs a model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths: XLNet CPU arange bug vs T5 decoder input validation message." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 regression: the HF implementation disagrees with the expected behavior and yields nonsensical outputs for siglip2-base-patch16-224." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "One is an init_empty_weights/_is_hf_initialized TypeError; the other is an AutoImageProcessor URL-loading issue." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different models and bugs: Qwen3 MOE weight conversion vs Smollm3 RoPE layer handling." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token-count tracking and custom compute_loss signature errors are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of an earlier issue is not the same as the official Nemotron example breakage." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and a PyTorch ImportError are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer internals and failures: AddedToken kwargs conflict vs Mistral regex patch crash." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal loading failure are separate model-specific issues." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head tying in Mistral3 is unrelated to StaticCache sequence-length typing." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Both concern labels, but one is an image-processor reduction bug and the other is a sequence-classification loss bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral tokenizer patch crash." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional encoding on CPU and flash-attention sink handling are different subsystems and bugs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Model-loading key errors and missing Float8 storage types are not the same failure mode." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a reproduction of another issue are not the same underlying bug." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel-registration crash affect different models and paths." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen/Smollm3 multimodal bugs with no shared code-path evidence." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch and a T5 decoder-input error are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading failure and a generic model load failure for sleng-bert are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump and stale auto_mappings references are separate repository maintenance issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Incorrect save_pretrained visual keys and wrong AutoTokenizer token IDs are different regressions." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Config reload losing rotary_pct and rope-parameter JSON list handling are distinct config-validation problems." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet contains only issues, so \"no pull requests\" is correct, and the only plausible duplicate/same-bug pair is the SigLIP2 43493/43994 pair. The other soft-edge calls stay conservative by distinguishing different models, code paths, or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 22, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44466|issue:45005", + "issue:28282|issue:32090", + "issue:43819|issue:44811", + "issue:42898|issue:46491", + "issue:43452|issue:44843", + "issue:28282|issue:33357", + "issue:44936|issue:45823", + "issue:43688|issue:43749", + "issue:44514|issue:45381", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:45372|issue:46170", + "issue:44484|issue:44704", + "issue:43653|issue:44361", + "issue:45542|issue:46178", + "issue:43295|issue:45356", + "issue:43452|issue:43577", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:43531|issue:43742", + "issue:43646|issue:43749" + ], + "prepared_review_unit_hash": "4c353b616fac8cea95da60253fcc8702aad528ba5d92b04789a99a8938d32057", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issues. The only plausible duplicate pair is the config-loading bug around missing fields in returned AutoConfig objects; the rest do not look like the same underlying change or code path.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43643 is the clearest canonical because it states the broader, user-facing config-loading regression: fields disappear from AutoConfig results. It best captures the underlying missing-field problem shared by the closest duplicate candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43643 is the best representative issue overall because it describes the most general root symptom rather than a narrow model-specific instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failures: BitNet accelerate-loading/unpacked weights vs Perceiver image classification resize/interpolation." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but one is RTDetrV2 output drift and the other is Qwen3.5 checkpoint save_pretrained corruption; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": true, + "reason": "Both describe config fields disappearing during config loading/strict handling; same underlying missing-field regression." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 multimodal token-type defaults vs T5 decoder-input validation error messaging are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape runtime error and LayoutLMv3 box-content error are different failures." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 loading crash for Gemma3 vs trainer.evaluate() failing after train are different code paths and symptoms." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys during save/load is not the same as sinq quantization save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model issue; not clearly the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch-not-found import error and Trainer NoneType broadcast error are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch vs Whisper batch_decode skip_special_tokens are unrelated tokenizer/model behaviors." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "General v5 clean_up_tokenization_spaces behavior change and CodeLlama leading-space regression are related thematically but not the same concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading breakage and unconditional model_info() offline-mode failure are different AutoTokenizer.from_pretrained issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch import error and MacOS bus error on CLIP model loading are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure and Gemma4 PLE device_map mismatch are different bugs." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is batched apply_chat_template padding and the other is video vision_position_ids; different code paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer/image passing regression are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and different failures: MLukeTokenizer attribute error vs FastSpeech2ConformerTokenizer loading failure." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma4 processor import dependency issue and Windows ROCm torch.distributed dependency issue are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question and AutoProcessor cached_file kwargs bug are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug and MLukeTokenizer attribute error are different tokenizer problems." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve optional backend detection, but tensorboard-without-TF and tensorflow_text backend mapping are distinct issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression and Kimi-K2.5 codec handling warning are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF AutoTokenizer/AutoModel loading failure and Blip2 dtype staying float32 are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Special-token registration for BigBird and BOS/EOS omission for mdeberta are different tokenizer-specific issues." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage in v5 and FSDP CPU RAM efficient loading are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and grounded in the packet. The single accepted pair (43643/45375) is supported by both titles as a missing-fields/config-loading regression, while the other soft pairs are reasonably rejected as differing bugs or code paths. The summary does not overclaim beyond the evidence available from titles alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 23, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43927", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46402" + ], + "soft_pairs": [ + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:43688|issue:45440", + "issue:43653|issue:43927", + "issue:44514|issue:45290", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:43643|issue:44561", + "issue:44464|issue:44977", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:32090|issue:33666", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:44466|issue:46050", + "issue:43577|issue:44554", + "issue:44977|issue:46209", + "issue:43504|issue:44610", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:44554|issue:46365", + "issue:43606|issue:43927", + "issue:43452|issue:44451", + "issue:33666|issue:36331", + "issue:45823|issue:46050", + "issue:43525|issue:43572" + ], + "prepared_review_unit_hash": "2a42ccfd9131584db5bd709617f61e27770fbebc26609031fdd925e8d08be7dc", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37402, + "estimated_input_tokens": 9351, + "estimated_eval_tokens": 18958 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers regressions (tokenization, processor/chat-template, model loading, generation, and device/runtime bugs). None of the soft pairs appear to be the same concrete bug/change, so I would reject all soft edges. If a single issue must represent the cluster, the broad tokenizer-regression report is the best umbrella, but it is not a true duplicate anchor.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45701 is the broadest/openest issue in the set and the closest thing to a general umbrella for tokenizer/version-regression complaints, but the cluster is too heterogeneous to support a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best representative issue for the overall cluster because it is broad, open, and most likely to subsume related tokenizer behavior regressions; however, it is still only a loose representative, not a confirmed duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both are Qwen3.5 generation/caching regressions, but one is about compiled forward chunked generation outputs and the other about recurrent states resetting; different failure modes and likely different fixes." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading regressions, but 44843 is specifically an offline-model_info call in _patch_mistral_regex, while 44991 is a broad tokenizer load failure for a specific model; not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs a Mac bus error on CLIP loading; these are unrelated failure classes." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different model/code paths: auxiliary-loss normalization bug versus an apex RMSNorm memory leak." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text-encoder weight loading are unrelated model-specific issues." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and different defects; no shared underlying code-path problem is evident." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and DiaConfig custom-token-id persistence bug are both token-related but not the same underlying issue." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is a batched-padding crash and the other is a tool-call/no-content assistant-message crash; different edge cases." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA on Bamba is unrelated to DiaConfig token-id serialization." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is not the same as a broad tokenization-version regression." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL variants versus num_labels propagation in Qwen3.5; different subsystems and fixes." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "NaNs from sliding-window attention on mixed-length batches versus NaNs in classification heads after checkout/init are distinct defects." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available; different breakages." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a flash-attention generation failure in Qwen3.5." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Key error loading MobileLLM and inability to load AutoImageProcessor from URL are different loading paths and failures." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping is a device-placement/runtime issue, not a generation/compiled-forward inconsistency." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType GPU broadcast error and Qwen2-VL multi-GPU training are both trainer-related, but not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT legacy-field loading failure and Bamba compile/SDPA failure are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading problems with different root causes and model families." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization depending on device is separate from sinq quantization save/load breakage." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are different hardware/runtime problems." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy config field loading and OmDet-Turbo processor image-size mismatch are distinct issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default and processor.tokenizer/image-passing regression are different processor API bugs." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig custom token-id persistence do not share the same code path." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug and Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and DiaConfig token-id loss are separate defects." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage and inability to load ScandiBERT are both from model loading, but not the same underlying bug." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different Trainer issues." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 PLE device mismatch and sinq quantized save/load breakage are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in different configs is superficially similar, but the affected model/config classes and fixes are distinct enough to keep separate." + } + ] + }, + "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": 20, + "review_unit_index": 24, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:46192", + "issue:46209", + "issue:46424", + "issue:46489" + ], + "soft_pairs": [ + "issue:44849|issue:46209", + "issue:43994|issue:46192", + "issue:43278|issue:43688", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:44625|issue:45584", + "issue:28218|issue:33357", + "issue:44849|issue:45357", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:44568|issue:46489", + "issue:43278|issue:43844", + "issue:44488|issue:44843", + "issue:43646|issue:44466", + "issue:43540|issue:44977", + "issue:44568|issue:45812", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:45200|issue:45229", + "issue:43334|issue:43572", + "issue:44464|issue:46424", + "issue:43927|issue:44361", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43575|issue:45405" + ], + "prepared_review_unit_hash": "90d27573ecbb5f3b7347370c71336a4da96a124da76e8b0c282e60314ba6640f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37015, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the soft pairs share broad transformer/tokenizer/model-adjacent wording, but each pair points to a different model, failure mode, or subsystem. I would not merge any of the soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "No single duplicate thread stands out; if a representative issue must be chosen, #44843 is the strongest canonical candidate because it has a concrete regression, a clear code path (`AutoTokenizer.from_pretrained` / `_patch_mistral_regex`), and broad user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "#44843 is the best overall issue candidate: it is specific, reproducible, and ties to a common entrypoint used by many models, making it more representative than the model-specific or environment-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-state behavior vs FP8 inference on B200 hardware." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Both involve generation/input handling, but one is a SigLIP2 model output issue and the other is an API parameter precedence bug." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Unrelated numeric issues in different models: dtype drift vs auxiliary loss normalization." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different code paths and symptoms: accelerate loading of BitNet weights vs tokenizer task AttributeError." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline error-message regression." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a PyPI version pin problem." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is broken docs/example usage and the other is an implementation discrepancy against JAX." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failures: Qwen3.5 config propagation vs Whisper empty-transcription generation." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and MacOS bus error on a CLIP model are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-state output bug and incorrect save_pretrained visual-encoder keys are different Qwen3.5 regressions." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both are multimodal-related, but one is a SigLIP2 example issue and the other is a regression in custom processor/tokenizer access." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different failure domains: SigLIP2 output mismatch vs DeepSpeed/ZeRO gradient growth." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluation is not the same underlying problem as gradient explosion under ZeRO-3." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model failing is not the same as offline mode breakage from an unconditional hub call." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression and lm_head serialization inconsistency are distinct bugs." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing special tokens and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing Qwen class is unrelated to the Float8 storage deserialization error." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are different runtime issues." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different low-level failures: Float8 storage lookup vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is not the same as Qwen3VL MOE model loading failure." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "A missing default for mm_token_type_ids is unrelated to multi-GPU CUDA OOM." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are different model/config regressions." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as cache length being ignored outside quantized cache." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Save/load token ID corruption in DiaConfig is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen-family loading, but one is a missing config attribute and the other is failure to unwrap `text_config` in multimodal configs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading for Beit semantic segmentation and CPU offload device mismatch in bark-small are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus image-generation test failure is not the same underlying issue as a PEFT minimum-version bump." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on a Qwen2 model is unrelated to dependency-version pinning." + } + ] + }, + "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": 20, + "review_unit_index": 25, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44186", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46285", + "issue:46369" + ], + "soft_pairs": [ + "issue:43572|issue:44291", + "issue:44493|issue:46285", + "issue:45229|issue:45823", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:43844|issue:44964", + "issue:44423|issue:44734", + "issue:43065|issue:46369", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:45406|issue:46121", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:43493|issue:43701", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:45200|issue:45823", + "issue:44186|issue:46192" + ], + "prepared_review_unit_hash": "728db3b73accc471bde1aff0610fe0262f946e6adeeeee5146a1fa557221ee9b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35640, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs only share broad subsystems or superficial wording, not the same concrete bug/change. I would not merge any of the suggested pairs.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a safe canonical representative; the items span unrelated tokenizer, serving, loading, quantization, and CI bugs.", + "canonical_pr_reason": "No pull requests are present in the provided cluster.", + "best_issue_reason": "No clear global best issue exists because there is no coherent duplicate group to anchor.", + "best_pr_reason": "No pull requests are present in the provided cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Different loading regressions: one is StableLmConfig pad_token_idx fallout, the other is init_empty_weights rejecting an unexpected argument." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different model families and failures; one is a position-id key issue, the other is a CLIP text model structure change." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is CUDA OOM and the other is a device-mismatch forward bug; not the same code path." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A CPU-offload device mismatch bug and a stale CI test failure are not the same underlying issue." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated bugs: legacy field loading for Beit semantic segmentation versus BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation problems: compiled-forward chunked generation inconsistency versus Whisper empty-transcription handling." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 incorrect outputs and a generic unexpected key with position id are not the same defect." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both mention quantization/offloading, but one is an offload behavior bug and the other is a save/load regression for sinq quantization." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Completely different topics: Flash Attention 2 test failures versus MLflow not being reported after a failed job." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different code paths: flash_attention sink-less models crash on s_aux=None, while the other is quantized model persistence." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "One is a DeepSpeed/ZeRO-3 training stability issue; the other is a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is multimodal input handling and the other is KV-cache continuation indexing; not mergeable as one fix." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to memory overflow when calling sam3-litetext." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warnings and GPT-oss-20b CUDA OOM are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a NoneType broadcast error in Trainer." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-validation JSON list typing are different bugs in different paths." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A compile-time template-node error and a Python 3.13 flash_attn import-key error are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Extra space after added token and TrainerState.num_input_tokens_seen not updating are unrelated tokenizer/training issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "A correctness bug in MPS attention is not the same as an incorrect PyTorch version gate for an import." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults for text-only fine-tuning." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different classes of bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Dtype mismatch in inference and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import compatibility and meta-device model-loading failures are different loading problems." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER padding/truncation, while the other is a return_tensors precedence 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": 20, + "review_unit_index": 26, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:43232|issue:44849", + "issue:44521|issue:45290", + "issue:43295|issue:43450", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43295|issue:43873", + "issue:45381|issue:46209", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:39692|issue:46192", + "issue:45520|issue:46178", + "issue:43572|issue:43957", + "issue:43550|issue:43844", + "issue:37428|issue:43824", + "issue:44466|issue:45127", + "issue:43450|issue:43575", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:42490|issue:43493", + "issue:44792|issue:45563", + "issue:43334|issue:43525", + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:43452|issue:46512", + "issue:43824|issue:43975", + "issue:43653|issue:44112", + "issue:28218|issue:35141", + "issue:43278|issue:43856" + ], + "prepared_review_unit_hash": "73d2cff0d5b679448b1df866c241e380a386cfec8cf497aba965908713a1f0cd", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36380, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only look similar at the title level (tokenizers, model loading, multimodal/chat-template, config regressions, quantization, etc.). I would not merge any of the soft pairs; they are mostly false positives from broad semantic similarity.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43295 is the broadest and clearest regression report in the set, with concrete user-facing breakage around processor/tokenizer handling and multimodal inputs, so it is the most reasonable anchor for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the best representative issue overall because it is a direct regression report with a specific affected API surface and a plausible cluster theme (v5-era loading/processor regressions).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different generation bugs: one is sync_gpus/_update_model_kwargs_for_generation, the other is output_hidden_states on Qwen3.5." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is assistant_mask being all zeros for multimodal inputs and the other is a crash on tool-call messages; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different failure modes: processor.tokenizer/image passing regression versus batched video processor shape mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Unrelated APIs: Gemma4 device placement with device_map versus return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom multimodal loading regression is unrelated to OmDet-Turbo returning 640px inputs instead of 224px." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to offloading behavior under quantization." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Different areas and symptoms: Qwen2.5-VL video position ids versus FP8 inference on B200." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are load-time failures, but they involve different models and likely different root causes." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness is unrelated to Kimi-K2.5 tokenizer codec/warning regression." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example issues are unrelated to return_tensors being ignored in processor kwargs handling." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/import mapping issues, but they concern different backends and different code paths." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLm pad_token_idx regression is not the same as meta-device loading failures across some models." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile + SDPA bug is unrelated to DeepSpeed ZeRO-3 gradient growth." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Completely different import errors in different modules/models." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is serialization inconsistency and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to tensor-parallel OOM on a specific Qwen2 model." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated bugs." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is not the same as the CLIPTextModel structure change." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 HF/JAX discrepancy are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing janus image-generation test is not the same as a stale num_return_sequences warning." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Similar missing-pad-token-id pattern, but different model families and no evidence of the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3MoE is unrelated to Qwen2_5_VL import errors." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one reports zero probabilities while the other describes a broader HF-vs-JAX discrepancy; not clearly the same concrete issue." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failures are unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing class and incorrect detokenization are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token bug is unrelated to a GraniteSpeech CI test issue." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different subsystems and different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE memory inefficiency." + } + ] + }, + "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": 20, + "review_unit_index": 27, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46512" + ], + "soft_pairs": [ + "issue:45200|issue:45325", + "issue:43388|issue:43526", + "issue:43526|issue:46192", + "issue:44442|issue:45198", + "issue:41720|issue:46209", + "issue:43262|issue:43450", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:43819|issue:44112", + "issue:44561|issue:46234", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:45290|issue:46326", + "issue:43819|issue:45083", + "issue:44514|issue:44521", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:45759|issue:46512", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:45127|issue:45245" + ], + "prepared_review_unit_hash": "bbf6eae8f19bf4c3f3cf4cd2365bd1be98b379a91b19e96dc1de0ae26ad3fa41", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36382, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a loose collection of unrelated Transformers issues; there is no strong duplicate cluster. I found no soft-edge pair that appears to be the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44521 is the best single representative to keep because it is a concrete, user-facing runtime bug in a currently active area (multimodal `apply_chat_template`) and has the most discussion/inbound attention among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest issue to surface as the cluster representative: specific, reproducible, and likely to benefit from follow-up, unlike many of the other one-off platform/version regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different models and different failures: defaulting `mm_token_type_ids` vs rope index scaling for still images." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels, but one is metrics batching and the other is a fast image processor label reduction bug; not the same code-path." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Unrelated behaviors: label reduction bug vs `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading failure vs save/tokenization failure for a different model family." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/runtime issues: auto device mapping assert on A800 vs FP8 inference failure on B200." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Different modalities and different bugs: audio chat template sampling-rate default vs batched video shape handling." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/platform problems, but they affect different dependencies and platforms with different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory release." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE mismatch is unrelated to the GraniteSpeech stale test failure." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve missing import-utils symbols, but they are different symbols with different breakages and fixes." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: unsupported feature-extractor arg vs Whisper empty-transcription handling." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model/config structure, but one is `from_config` text_config unwrapping and the other is CLIP class structure drift." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they document different APIs and different regressions." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different model families and failures: processor output size mismatch vs AMP/CUDA crash in loss computation." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template issues, but they describe different edge cases and different tokenizer stacks." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Completely different helpers and failure modes; no shared underlying bug is evident." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one crashes on batched padded input while the other returns zero assistant masks; too different to merge as duplicates." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection-model bugs: float16 CUDA crash vs auxiliary losses not applied when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config bug vs Bamba SDPA/torch.compile failure; unrelated code paths." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading regressions with different root causes and affected models." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to the Qwen3 Omni feature-length helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both mention version compatibility, but one is a missing flash-attn import symbol and the other is a broad torch 2.10 incompatibility." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both are `from_config` issues, but one is missing `text_config` unwrapping and the other is stale `config.dtype`; not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures and `_gpu_broadcast_one` NoneType errors are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model regressions: PEGASUS output drift vs recurrent state reset in Qwen3.5 modular code." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Config-layer construction bug vs tokenizer special-token registration bug; no shared underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba compile/SDPA failure and GraniteSpeech device-override test failure are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab model collapse is unrelated to the 2^24 categories runtime limit." + } + ] + }, + "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": 20, + "review_unit_index": 28, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46234" + ], + "soft_pairs": [ + "issue:44855|issue:45083", + "issue:37428|issue:44351", + "issue:43335|issue:43504", + "issue:45200|issue:45588", + "issue:43278|issue:43825", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:29127|issue:32090", + "issue:44206|issue:45823", + "issue:43335|issue:45083", + "issue:45588|issue:45859", + "issue:26413|issue:31501", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:45459|issue:46234", + "issue:45290|issue:45381", + "issue:34689|issue:35141", + "issue:44448|issue:44779", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:44360|issue:44561", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:28218|issue:32090", + "issue:45920|issue:46192", + "issue:43701|issue:45083", + "issue:40444|issue:43526", + "issue:44448|issue:44977" + ], + "prepared_review_unit_hash": "d4d49d4813f721e1e01d6a4cae282a9e49d4d4a77d72f2906dc677c9c3ffcac2", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37189, + "estimated_input_tokens": 9298, + "estimated_eval_tokens": 18852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports and regressions across tokenization, model loading, training, and model-specific edge cases. The only clear duplicate pair is the two Qwen3.5 MoE `from_pretrained` errors.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45310 is the clearer original report for the duplicated Qwen3.5 MoE `from_pretrained` regression, and issue:45478 is the later near-identical follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best single representative because it is the clearest and earliest of the only exact duplicate pair in the set; the rest of the cluster is too heterogeneous to provide a stronger anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: Python 3.13 import/`torch.jit` parsing vs a helper length calculation bug in `qwen3_omni_moe`." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Unrelated model/config bugs: sparse-layer construction vs legacy preset loading." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and symptoms: Gemma 4 text-only fine-tuning inputs vs flash-attention crash on `s_aux=None`." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different bug class: dtype drift in evaluation vs an incorrect pipeline error message." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different model logic issues: DAC latent reconstruction mismatch vs unexpected position-id keys." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors vs a fast image processor label reduction bug." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different error surfaces: LayoutLMv3 box validation messaging vs Trainer GPU broadcast type error." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature argument in an extractor vs a device-map mismatch in Gemma4 PLE." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model families and failures: SwitchTransformers sparse-layer config vs qwen3_omni feature-length helper behavior." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5 MoE/attention, but one is a flash-attention `s_aux` crash and the other is CPU-offload rotary embedding incompatibility; not the same bug." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint iterator failure is not the same as a FineWeb training startup issue." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different problems: packed BitNet weights during accelerate loading vs a stale CI device-override test." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared underlying bug; model config construction differs from a CI test failure." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config bug and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying Qwen3.5 MoE `from_pretrained` regression; the titles and failure mode match closely enough to be the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 example errors are unrelated to the position-id warning regression." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Different import-utils/tokenizer issues with different missing/hidden symbols." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different chat/template crash vs Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different model-loading regression vs embedding reinitialization after resize." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5-related output regressions, but they affect different models and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning is unrelated to GLM-4.7 Flash model-loading failures." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different device/precision issues in different models and components." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A discussion about a DSA indexer design issue is unrelated to the `is_torch_fx_available` removal regression." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero-probability outputs in SigLIP2 are not the same as unexpected position-id keys." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different numerical/device mismatches in different models; no shared concrete code path." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to Trainer broadcast failures." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs in multiple tokenizers is not the same bug as `return_tensors` being ignored." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Both mention training/model utilities, but they are different failures with no shared code path." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image fine-tuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different v5 regressions affecting different models; not the same underlying defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The lone accepted pair, issue:45310 and issue:45478, is supported by the identical title and high similarity score, with the earlier report correctly chosen as canonical." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 29, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43575", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:32090|issue:33357", + "issue:44977|issue:45229", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:43746|issue:46209", + "issue:44855|issue:46399", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:27957|issue:34689", + "issue:10000|issue:15354", + "issue:37428|issue:44987", + "issue:44561|issue:44779", + "issue:43278|issue:43329", + "issue:44857|issue:45588", + "issue:43873|issue:45229", + "issue:43278|issue:43381", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:45588|issue:45823", + "issue:25251|issue:32090", + "issue:45372|issue:45588", + "issue:45198|issue:45803", + "issue:43412|issue:45588", + "issue:32090|issue:33290", + "issue:45372|issue:45406", + "issue:45245|issue:45563" + ], + "prepared_review_unit_hash": "6528ee15c5baaa6cc9446c5c2ab23ce1d03c92a2fbc2784cf91d2185f55f3a9e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36037, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share broad themes (Transformers model loading, flash-attn, serialization, OOMs) but not the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical duplicate target; the items span unrelated regressions and model-specific failures rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45372 is the strongest standalone anchor here because it has inbound references and an active discussion around a specific Gemma 4 processor-loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different failures in different environments: Trainer GPU broadcast NoneType vs MacOS bus error on a community CLIP model." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Both involve inference issues, but one is a flash-attention generation bug and the other is a multi-GPU CUDA OOM." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to token-embedding resizing reinitialization in post_init." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a helper length-calculation bug in qwen3_omni_moe." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is a different problem than FP8 inference failing on B200." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator/script-related failures, but the root causes and affected code paths are different models and different errors." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A path-trailing-slash import warning is unrelated to a tensor-parallel OOM while loading Qwen2-57B." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load regressions, but one loses custom token IDs and the other loads the wrong custom module." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 with XLM-Roberta is not the same issue as Llama 3.2 Vision model loading breaking in v4.46.2." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel error and GeneratorExp torch.jit.script export failure are unrelated model/export problems." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash-attention utility import and a transformers>=5.1.0 model-loading failure do not describe the same bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available affecting trust_remote_code is unrelated to DeepSeek tokenizer behavior in v5." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to a multimodal token-count helper using undefined video-specific symbols." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash_attention.py AttributeError on s_aux=None are different code paths and failures." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and multi-GPU CUDA OOM may both be memory-related, but they are not the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is not the same as embedding dtype changing between train and eval." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is a different failure mode from Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation crash and a stale num_return_sequences warning are not the same underlying change." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are unrelated bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility issue in Transformers 5.1.0 is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different output regression for Pegasus and lm_head.weight serialization inconsistency are distinct v5 regressions." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is separate from Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to a Trainer broadcast NoneType error." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import failure and flash_attention.py s_aux=None crash affect different components and code paths." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except tensor conversion bug are not the same defect." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failures in gemma3n are unrelated to flash_attention.py sink-less model crashes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer GPU broadcast NoneType and AdaFactor+DeepSpeed OOM are different runtime failures." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma4 processor loading, but one is an import dependency failure and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit RuntimeError is unrelated to the stale paged generate warning." + } + ] + }, + "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": 20, + "review_unit_index": 30, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:43653|issue:44743", + "issue:42490|issue:43873", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:44206|issue:44479", + "issue:43611|issue:46121", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:43278|issue:43575", + "issue:45459|issue:45712", + "issue:29942|issue:30064", + "issue:43381|issue:43701", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:45372|issue:45459", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43066|issue:44462", + "issue:43653|issue:44442", + "issue:43421|issue:45491", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:45440|issue:45593", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:29127|issue:35141", + "issue:43575|issue:43701", + "issue:43526|issue:44186", + "issue:43824|issue:44279", + "issue:44442|issue:45072", + "issue:42490|issue:43381" + ], + "prepared_review_unit_hash": "d683b01a578a690deed15737f30e283dee3684ed72daa8ec869d141e31c98ff2", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38121, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly adjacent Hugging Face regressions and tokenizer/model-loading issues, but none of the soft pairs look like the same concrete bug or change. The best representative issue is the quantization/offloading report because it is the broadest and most referenced item in the set.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43873 is the broadest, most discussed report here and has the strongest external signal, so it is the best representative issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most general and highest-traffic issue in this mixed set, making it the most suitable global issue representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs: BigBirdTokenizer special-token decoding vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-model path import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs/example mistakes are different failure modes." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging vs TrainerState token counting are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task failure and Wav2Vec2 save/tokenization failure are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash does not match Wav2Vec2 save_pretrained/tokenization issues." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-extractor arg in Lasr vs Qwen video-input regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to rope-parameter JSON type handling." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is not the same as RT-DETR memory release/leak behavior." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3 pixel-decoder placeholder class and SigLIP2 nonsensical outputs are different issues." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is not the same as quantized model saving failure." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos-token mismatch and Qwen3.5 flash-attention generation regression are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "dtype drift in eval is not the same as tp loading OOM." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking and leftover dummy classes are different maintenance problems." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation-map processing." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "eval-mode gradient checkpointing restriction is different from resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR deletion memory handling and Sam3LiteText memory overflow are separate model-specific memory issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output corruption is not the same bug as RT-DETR memory cleanup." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "mistral_common import error for Gemma 4 loading is unrelated to protobuf decode-error masking." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/exportability failure is not the same as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model-implementation bugs." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are related to tokenizers broadly but not the same concrete defect." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer failures." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "runtime post-processor update bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and failing FA2 tests are not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error clarity and MacOS CLIP bus error have no concrete overlap." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation drift and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 inference corruption and Sam3LiteText memory overflow are different symptoms and code paths." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and embedding reinitialization after resize are different problems." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct tp OOM and checkpoint resume key mismatch are not the same failure." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label handling and LayoutLMv2 tokenizer crashes are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2_5_VL import error and generic dependency issue do not match as one bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and dtype mismatches in inference are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "path-trailing-slash import warning is unrelated to eval-mode gradient checkpointing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 31, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399" + ], + "soft_pairs": [ + "issue:43575|issue:44387", + "issue:42915|issue:43931", + "issue:43761|issue:45859", + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:43526|issue:44857", + "issue:44977|issue:45245", + "issue:27957|issue:29127", + "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:27957|issue:33290", + "issue:45588|issue:45600", + "issue:43646|issue:44077", + "issue:33290|issue:34689", + "issue:44743|issue:44811", + "issue:33290|issue:35141", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:44062|issue:45907", + "issue:42490|issue:44743", + "issue:43723|issue:45479", + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:43761|issue:44079" + ], + "prepared_review_unit_hash": "c66a3a262e8bf4038c9fd487c31e7f2ac6d3abb80fe041c7a9e065f2173390d1", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36116, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues do not form one duplicate cluster; they span many unrelated bugs/regressions across different models and subsystems. If a representative is needed, #43873 is the strongest hub-like issue due to activity and inbound references, but it is not a true umbrella duplicate.", + "confidence": 0.92, + "canonical_issue_reason": "#43873 is the best representative of the set: it is open, highly discussed, has inbound references, and addresses a broadly impactful quantization/offloading regression. That said, the overall item set is heterogeneous, so there is no single true canonical duplicate issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the strongest issue to surface as the cluster representative because it has the highest practical signal (discussion, inbound refs, ongoing impact).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization memory growth; different failure modes and code paths." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models and errors: Qwen3-MoE FP8 config failure vs Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated regressions: CLIPVisionModel hidden_states handling vs Qwen3_5 MoE rotary embedding CPU offload incompatibility." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both involve RoPE-related code, but one is a validation TypeError in config parsing and the other is a missing decorator registration error for kernels; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different problems in Qwen models: missing pad_token_id during load vs sliding-window behavior in MoE models." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different components and symptoms: BeitImageProcessorFast label reduction bug vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug vs categorical cardinality limit error; no shared underlying code-path." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Different model families and different issues: Flash Attention 2 support for XLM-Roberta vs LayoutLMv3 box-validation error messaging." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but one is a chat-template sampling-rate default bug and the other is an unsupported `center` argument in a feature extractor." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as Gemma3 NaN embeddings from mixed-length sliding-window attention." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to AdaFactor/DeepSpeed OOM behavior." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Different areas entirely: flash_attention sink-less-model crash vs stale auto_mappings reference causing CI breakage." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom model initialization breakage is not the same as PatchTSMixer's post_init validation change." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to Llama 3.2 vision model loading regression." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different functionality: Qwen3.5 recurrent-state caching bug vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Both can involve memory or model setup, but one is optimizer/deepspeed OOM and the other is token-embedding reinitialization after resize." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "No shared bug: optimizer OOM in DeepSpeed vs TrainerState token counter not updating." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and quantization offloading issues are different behaviors with different fixes." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver resolution/interpolation failure are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access is a different code-path from DeepseekV3MoE divergence from the remote implementation." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning has nothing to do with Qwen3.5 recurrent state reset under cache." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and degenerate zero-loss sequence-classification behavior are different regressions." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Config API discrepancy for Gemma3TextConfig is unrelated to Llama4Config missing pad_token_id during load." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Dependency/backend installation issue is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Model loading breakage for a specific vision model is not the same as the broader base_model_prefix loading regression." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight unpacking in accelerate loading and AutoTokenizer failing on a specific tokenizer are different problems." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression does not match ModelOutput key assignment when a prior value was None." + } + ] + }, + "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": 20, + "review_unit_index": 32, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42796", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:44077|issue:44479", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:43493|issue:43827", + "issue:43931|issue:45216", + "issue:44987|issue:46178", + "issue:42907|issue:45698", + "issue:44442|issue:45803", + "issue:42796|issue:45290", + "issue:43873|issue:44871", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:43701|issue:46506", + "issue:44464|issue:46421", + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:46234|issue:46291", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:16998|issue:22355" + ], + "prepared_review_unit_hash": "123199ede5441dc1c4ff64dc45f019b2845e4a26ab811e15c794692287ef9fa9", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35522, + "estimated_input_tokens": 8881, + "estimated_eval_tokens": 18018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is semantically broad and the soft edges mostly connect unrelated issues that happen to share high-level Transformers terminology; none look like true duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across loading, generation, configs, docs, and distributed training, so one issue would not safely represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for duplicate triage; the cluster is heterogeneous and none of the issues is a safe representative for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different problems: model option validation for patchtsmixer vs a video-input regression in Qwen VL models." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different code paths: generation kwargs sync after GPU sync vs gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different symptoms and layers: CLIPVision hidden_states regression vs torch.compile attention-kernel divergence." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Different concerns: SigLIP2 implementation parity vs stale docs referencing removed pipeline APIs." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are loading/saving issues, but one is a weight-shape mismatch and the other is a save_pretrained regression." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated failures: loading a specific model vs backend registry handling for tensorflow_text." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Different save/load bugs: dequantized model saving vs wrong custom module resolution after save_pretrained." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Different subsystems: tokenizer class loading vs tensor conversion error swallowing exceptions." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Different tokenizer bugs: BPE marker handling vs chat template/tool-call tokenization crash." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Different issues: quantization/offloading behavior vs mismatched eos_token_id config." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Different load failures: FSDP CPU RAM efficient loading vs model weight-shape mismatch." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Different API mismatches: Gemma3TextConfig inconsistency vs AutoModel config unwrapping for Qwen multimodal configs." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Different bug classes: checkpoint key mismatch vs CPU/CUDA numerical divergence." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Related to chunked generation, but one is incorrect outputs and the other is spurious recompilation; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Different config persistence issues: missing fields with trust_remote_code vs rotary_pct resetting on reload." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different failures: local dataset loading in a training script vs unrecognized model/config loading." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Different layers entirely: Python 3.13 torch.jit parsing/import error vs DeepSpeed ZeRO3 runtime deque error." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Different import failures: missing availability helper vs kernels dependency requiring version/revision." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Different bugs: pipeline output nesting behavior vs missing PyTorch dependency on AutoModel import." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Different regressions: processor/tokenizer API breakage vs an incorrect v5 error message about translation tasks." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different code paths: torch.compile+SDPA model failure vs checkpoint resume key mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both involve parallelism, but one is a 3d_parallel.py runtime failure and the other is TP-related OOM on a specific model." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Different failures: CPU offload device mismatch vs checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different load-time problems: tensor-parallel OOM vs key error while loading another model." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Different domains: Flash Attention 2 support for XLMRoberta vs a Trainer distributed broadcast NoneType error." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Unrelated topics: a model_max_length question vs a missing transformers.onnx module import." + } + ] + }, + "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": 20, + "review_unit_index": 33, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43716", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43316|issue:43716", + "issue:43295|issue:44871", + "issue:42175|issue:43316", + "issue:44610|issue:46369", + "issue:45632|issue:46424", + "issue:45803|issue:46365", + "issue:44871|issue:45584", + "issue:44077|issue:44534", + "issue:43650|issue:46202", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:43065|issue:44617", + "issue:45803|issue:46170", + "issue:41950|issue:43475", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:43404|issue:43441", + "issue:43761|issue:44479", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43572|issue:46178", + "issue:43673|issue:44743", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:44734|issue:45406", + "issue:44617|issue:45584" + ], + "prepared_review_unit_hash": "8fb96403fb04a538a461c363e1e5196ca9f274e683d955259041b19f2a9a5cc7", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35842, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports with some surface similarity around loading, cache, processor, and multimodal regressions. None of the proposed soft pairs look like the same underlying issue closely enough to merge as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45698 is the broadest and most reusable anchor in the set because it concerns a general save/load custom-module regression; however, it is still not a true duplicate of most other items in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best single issue to center triage around: it is open, actively discussed, and describes a general from_pretrained/save_pretrained failure mode that could subsume nearby custom-loading reports if more evidence appears.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different failures: Gemma3TextConfig API mismatch vs Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "One is a processor.tokenizer regression; the other is an eos_token_id config inconsistency in Gemma-3." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Unrelated: backend/package installation issue vs model config API discrepancy." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different model families and symptoms: processor image size mismatch vs SAM3 LiteText memory overflow." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is cache path collision and the other is max_cache_length behavior; not the same bug." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in tensor conversion is unrelated to Trainer import failures." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 EOS config mismatch is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "A post_init policy issue is not the same as a v5 non-persistent-buffer initialization bug." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No meaningful overlap; one is a vague data request, the other is a Gemma pipeline roundtrip bug." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are Qwen multimodal, but the concrete failures differ: video processing vs batched chat-template padding." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Completely different models and code paths: ESM2 breakage vs janus image-generation test failure." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same broad SAM3 area, but one is a dummy layer definition and the other is an OOM symptom; not the same bug." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different classes of errors: exception handling in Fuyu vs Windows/ROCm import dependency problems." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup and SAM3 video missing attribute are unrelated issues." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad v5 custom-model-init regression is not the same as GPTNeoX config reload losing rotary_pct." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "EOS token config mismatch and sinq quantization save/load corruption are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are model loading failures, but one is gguf/from_pretrained handling and the other is missing model_type in config.json." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different Mistral-family regressions: weight tying vs FlashAttention failure." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen video-input regression." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse and Gemma 4 mm_token_type_ids defaults are distinct issues." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metrics label dropping and auxiliary-loss normalization are unrelated training bugs." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm pad_token_idx config and tensorflow_text backend registration are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state, but generation cache missing and recurrent-state reset are different mechanisms and likely different fixes." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset loading for BEiT is not the same as wrong custom-module loading after save_pretrained." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend packaging issue is unrelated to missing import_utils helper availability." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are different code paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM and Whisper empty-transcription 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": 20, + "review_unit_index": 34, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45357", + 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"prepared_review_unit_hash": "c88530737037954ff2fe461f753a893dc609bfb13131d0962bd58fe1a1373177", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35346, + "estimated_input_tokens": 8837, + "estimated_eval_tokens": 17930 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the issues span unrelated bugs in configs, loading, generation, multimodal/video processing, and docs. The soft edges are only superficial text similarity, so all candidate links should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not describe one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative; the set is too diverse to centralize around one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different failures: Llama4Config pad_token_id vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache, but one is missing GenerationMixin cache in v5.0.0 and the other is lazy cache init causing recompilation; different bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated model-specific issues: janus test failure vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different subsystems and models: janus image generation test vs Sam3LiteText auto_mappings/CI breakage." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is junk-filled non-persistent buffers; the other is GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: Qwen VL video position ids vs Sam3-lite text memory overflow." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Both are loading-related, but one is a local dataset script issue and the other is a model-load error for Phi-4 multimodal." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Same family, but distinct bugs: weight shape mismatch on load vs incorrect tied-weights warning." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different code paths: CLIPVision hidden_states regression vs load-balancing loss omission." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Generation-related, but one is a stale warning and the other is Whisper empty-transcription failure." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Unrelated: embedding reinit during resize vs import warning from a path-with-slash local model." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python parsing/torch.jit script error vs flash_attention s_aux=None crash; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both regressions, but different components: video-input regression vs serve KV-cache indexing crash." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline() vs incorrect outputs from AutoModel/pipeline; one is documentation, the other model inference." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different vision bugs: dummy Conv2d in Sam3PixelDecoder vs processor/model size mismatch in OmDet-Turbo." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Unrelated: nonexistent image_utils import vs Qwen3.5-35B chat crash." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Completely different problems: CUDA assert in Qwen3 auto device mapping vs category-count limit error." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same product area but different failures: Sam3Video OOM vs Sam3-lite-text memory overflow." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk vs GPTNeoXConfig rotary_pct reload; no shared underlying defect." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked compiled generation inconsistency vs a stale num_return_sequences warning; not mergeable as one fix." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different domains: Bamba-9B-v2 torch.compile SDPA failure vs local dataset loading error." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both Python-version related, but one is a support/runtime compatibility issue and the other is a parsing bug in @torch.jit.script." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both multimodal, but assistant_masks all-zero is a different bug from Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Config handling differs: patchtsmixer optional post_init policy vs strict config loading for granite_speech." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Completely unrelated: pipeline top_k nesting bug vs XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different weight-handling bugs: LoRA merge with extended vocab collapse vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config bug vs local dataset loading failure; no shared underlying issue." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: Qwen3OmniMoe video ValueError vs serve KV-cache continuation tensor indexing crash." + } + ] + }, + "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": 20, + "review_unit_index": 35, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43116", + "issue:43295", + "issue:43404", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46421", + "issue:46424", + "issue:46489", + "issue:46506" + ], + "soft_pairs": [ + "issue:44779|issue:46489", + "issue:44112|issue:45600", + "issue:44737|issue:45803", + "issue:42796|issue:44521", + "issue:44462|issue:45907", + "issue:43116|issue:44190", + "issue:44938|issue:45542", + "issue:43295|issue:45276", + "issue:45632|issue:46234", + "issue:45276|issue:45584", + "issue:36246|issue:41628", + "issue:45245|issue:45584", + "issue:46082|issue:46121", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:42175|issue:44279", + "issue:45632|issue:46421", + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:43643|issue:44496", + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "issue:44016|issue:44220" + ], + "prepared_review_unit_hash": "5292ab717f017276b0e59fe60286b00f52efe5baadc008123880356f0b0ee86d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36436, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a broad grab bag of unrelated Transformers bug reports. None of the soft pairs are safe duplicate merges; at most a few are superficially similar by subsystem or error type.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44779 is the strongest representative issue here: it is a concrete, well-scoped tokenizer regression report with a clear version boundary (v4 vs v5) and some inbound discussion traction.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best standalone issue to keep: it is specific, actionable, and more central than the others in the only clearly related sub-thread (DeepSeek tokenizer regressions).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both mention DeepSeek tokenizer regressions in v5, but one is broad and the other is DeepSeek-Coder v1-specific and framed as a gap in a prior fix; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failure in GraniteSpeech device override tests vs a broken auto_mappings reference to removed Sam3LiteText configs are different failures in different code paths." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device bug and Fuyu bare-except error handling are unrelated model-specific issues." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are different bugs, even though both involve text processing." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate hub/loading issues." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script multi-label output bug vs local dataset loading bug are different example-script problems." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend when only tensorboard is installed are unrelated environment/dependency issues." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 resize_token_embeddings behavior are different model API bugs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Trust-remote-code cache path collision vs missing import_utils availability helper are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resizing and Whisper empty-transcription generation failure are distinct model behaviors." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing model-specific symbol and the other is a top-level API import failure; not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality limit error vs Whisper post-alignment generation failure are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are different configuration-validation bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing layer_type_validation export are unrelated import regressions." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 vs incorrect Qwen3.5 checkpoint save behavior are different model-specific regressions." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import complaints and unsafe sys.modules access may be adjacent, but they are not clearly the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in a torch-only install and a generic dependency issue are not the same problem." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and lazy cache initialization causing recompilation are different cache bugs." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash and transformers serve KV-cache continuation indexing bug affect different paths." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch 2.9 compilation failure and the other is a bad version check for AuxRequest import; not the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig return vs unrecognized model/config.json handling are different loading issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline bug and notebook syntax error are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer reading error and CPU/CUDA output divergence in PPDocLayoutV3 are different runtime bugs." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-load failures, but for different models and likely different root causes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load failure and stale auto_mappings references to removed configs are not the same code-path issue." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech and a Phi-4 multimodal loading bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache missing and max_cache_length only honored for Quantized Cache are both cache-related, but they describe different behaviors and fixes." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder 'ADD THE DATA' issue and fbank feature extraction bug are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction 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": 20, + "review_unit_index": 36, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46515" + ], + "soft_pairs": [ + "issue:27957|issue:35141", + "issue:43479|issue:45375", + "issue:43531|issue:45600", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:32090|issue:35141", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:28282|issue:35141", + "issue:44496|issue:45042", + "issue:42907|issue:43441", + "issue:46123|issue:46369", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:43673|issue:44336", + "issue:43381|issue:45593", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:43299|issue:45216", + "issue:42796|issue:43650", + "issue:44496|issue:45759", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:46082|issue:46399", + "issue:44279|issue:45405" + ], + "prepared_review_unit_hash": "9c954dab3dbbd7c9f27b9c5190c7dcebdd6264e506e67452b14311194e73870c", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35844, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of closed/open Transformers bug reports spanning unrelated model families, configs, tokenizers, generation, and integration paths. None of the suggested soft pairs look like true duplicates; they mostly share only broad subsystem names or high-level symptom types.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43824 is the strongest representative anchor here: it is a concrete, user-facing import regression with the most discussion and inbound references in an otherwise unrelated set of reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43824 is the clearest issue to keep as the cluster representative because it has the strongest signal of impact and engagement, while still being a specific, actionable bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: Flash Attention 2 support for XLMRoberta vs embedding reinitialization during resize_toke_embeddings." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config issues, but they affect different models and different fields/defaults." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different code paths: a qwen3_omni_moe helper length function vs CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python version compatibility problem is not the same as a model-loading failure in a specific package/model." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to token embedding reinitialization." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to t5gemma decoder embedding resizing behavior." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT fast processor label reduction bug is unrelated to TextClassificationPipeline docs behavior." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError about missing PyTorch is a dependency/setup issue, not an embedding resize bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading is unrelated to PIL backend requiring torchvision." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is a different failure from FlashAttention crashes on Ministral-3." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch MaskGenerationPipeline dropping results is unrelated to SAM3-LiteText memory overflow." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken keyword-argument duplication." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a model-specific failure and the other is an s_aux=None AttributeError in a different path." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression is unrelated to ANSI escape code output in loading_report." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary loss behavior." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A failing janus image-generation test is unrelated to cache max length semantics." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different modules/models." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version incompatibility is not the same as a generic dependency issue." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to model recognition/config loading." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is a loading regression and the other is a save_pretrained checkpoint correctness bug." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to the vague 'ADD THE DATA' report." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config loading is different from unwrap-text_config behavior for composite Qwen multimodal configs." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency issue is unrelated to torch 2.4.1 incompatibility." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma embedding resize bug is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args not used is unrelated to a tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation bug is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation is unrelated to the missing decorator crash in Qwen3.5 kernel registration." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A dependency issue with transformers is unrelated to an unreleased MIN_PEFT_VERSION bump." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 37, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512" + ], + "soft_pairs": [ + "issue:45103|issue:45372", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:43650|issue:46209", + "issue:38175|issue:44617", + "issue:39692|issue:43901", + "issue:44242|issue:45200", + "issue:43299|issue:45357", + "issue:43295|issue:44779", + "issue:41950|issue:45823", + "issue:44521|issue:45325", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:46082|issue:46512", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:44466|issue:45276", + "issue:44297|issue:44462", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:43653|issue:45593", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:33290|issue:45656" + ], + "prepared_review_unit_hash": "0fa9c2ec80f8404f0f8d4bae4eb953e3281a4a3af1b9898debaaf7cc59b9731f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34684, + "estimated_input_tokens": 8671, + "estimated_eval_tokens": 17598 + }, + "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 bug reports and regressions across tokenizers, multimodal processors, quantization/loading, and model-specific failures. The soft-linked pairs are related by broad themes but do not look like the same underlying bug/change, so I rejected all of them.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45020 is the best umbrella-style issue: it is broad, high-signal, and describes a general regression class ('recent transformers versions break models using remote_code') rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative and reusable triage anchor among these issues because it captures a cross-cutting regression pattern instead of a single model/config corner case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Both involve processor/docstring-style import/runtime problems, but one is an auto_docstring AttributeError and the other is a mistral_common ReasoningEffort import breakage in Gemma 4 loading; different code paths and fixes." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Both are regressions, but one is a video-classification processor lookup bug and the other is a broad remote_code compatibility report; not the same underlying defect." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import failures, but 44351 is a specific HybridCache import issue while 45278 is a broad upgrade breakage report with many import errors; too different to be duplicates." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "ADD THE DATA is too vague and does not describe the same FP8/B200 inference failure; no evidence of a shared concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Both mention zero/OOM-like runtime failures, but one is siglip2 zero probabilities and the other is Sam3Video CUDA OOM; unrelated symptoms and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs/model mismatch plus quantization failure is not the same as a TextClassificationPipeline docs mismatch about return_all_scores." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss omission in MoE routing and Gemma 4 mm_token_type_ids defaults are both training-time issues, but they affect different model components and fixes." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is model loading and the other is save_pretrained visual encoder key serialization; different operations and failures." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "These are both version-regression tokenizer issues, but one is custom processor/tokenizer API breakage and the other is Deepseek tokenizer output corruption; not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both involve multimodal/device plumbing, but one is a pipeline processor-selection bug and the other is a Gemma4 PLE device mismatch during forward; distinct problems." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal chat/template logic, but one is all-zero assistant masks and the other is Qwen2.5-VL temporal position_id scaling; separate logic paths." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TensorFlow backend handling are unrelated platform/dependency issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unsupported PEFT minimum version bump are both release hygiene issues, but they are not the same defect." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models (Deepseek vs Granite) and likely different conversion logic." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Both are config/dtype-related, but one is about head_dim validation in LlamaConfig and the other is stale config.dtype after from_config(dtype=...); different semantics." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both concern model loading regressions, but one is Qwen3VL MoE loading and the other is GLM-4.7-Flash unit-test loading; no concrete shared failure mode." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config initialization/access issues, but one is None-handling for Phi4MultimodalConfig defaults and the other is a missing pad_token_id on Llama4Config; separate fields and fixes." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both are about weight serialization/embedding behavior, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not updating Gemma4 embedding/output layers." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and AutoTokenizer ignoring repo tokenizer.json are both tokenizer persistence issues, but they concern different stages and failure modes." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights/_is_hf_initialized TypeError are unrelated; no shared code path." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral and long-OCR index errors in Kosmos2.5 are model-specific runtime bugs with different causes." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss omission are unrelated bugs in different subsystems." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crashing on backend_tokenizer access and list_repo_files not forwarding revision are different utility/API bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are both quantization-adjacent, but they are different stages and different defects." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "DeepSpeed optimizer OOM and DeepSpeed optimizer.step being called twice are not the same bug; one is memory pressure, the other is step duplication." + } + ] + }, + "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": 20, + "review_unit_index": 38, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:44361|issue:45593", + "issue:45542|issue:45800", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43441|issue:44683", + "issue:43901|issue:43994", + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43824|issue:43976", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44297|issue:45397", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44246|issue:44496", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:42491|issue:43299" + ], + "prepared_review_unit_hash": "3b7f4aa07296faa4dc94f59199d7254f148cfd62dffbb851b5d4c68315e71919", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36596, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer bug reports and regressions; none of the soft edges look like true duplicates. The closest-looking pairs still differ in concrete failure mode, model, or code path.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45561 is the most active and concrete anchor in the set (open, highest inbound reference signal), even though the cluster does not form a strong duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45561 has the strongest triage value here because it is specific, currently open, and has the most discussion/inbound signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Different cleanup bugs: auto_mappings references removed config classes, while dummy_pt_objects leaks leftover classes and fails check_repo." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing files in processor.save_pretrained is unrelated to the Chinese report about slower filtering after upgrade." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "One is an MLA layernorm precision/config issue; the other is a torch.split return-value issue in a different indexer path." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different failures: processor save/export missing files versus gemma-4 zero3 from_pretrained loading behavior." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE auxiliary loss behavior when denoising is off." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TF backend installation bug is not the same as a torch-transformers version incompatibility." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are different artifacts and code paths." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend extra-install issue is unrelated to the Python version support regression." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model components fail: CamemBERT masked-LM predictions versus Deepseek tokenizer output." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 in v5 RC is distinct from compiled flex_attention failing on torch>=2.9." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as incorrect SigLIP2 inference results." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 breakage are different model-specific issues." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels/import-time failures, but they hit different code paths and concrete errors." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to CLIPVisionModel returning hidden_states=None." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different model-loading problems." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to Python 3.9/3.10 compatibility." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A docstring/behavior mismatch is not the same as intermittent slow import performance." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing config fields, but one is a pad_token_id attribute error while the other is trust_remote_code returning incomplete AutoConfig fields." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class metadata mismatch on save_pretrained is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated runtime errors." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention divergence and ANSI codes in loading_report are completely different concerns." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError from nn is not the same as a TensorFlow backend installation issue." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to Python version support." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape output and a wrong docstring for position_ids are different issues." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring crashing on future annotations is unrelated to the missing decorator registration error in Qwen3.5 kernels." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file-race bug is not the same as a stale warning for num_return_sequences." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow imports and unrecognized model config are unrelated failures." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and D-FINE auxiliary-loss suppression are different MoE/object-detection bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading regressions, but the concrete models and failure modes differ enough that they should not be merged." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 39, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:43550|issue:46506", + "issue:36246|issue:44351", + "issue:42886|issue:46132", + "issue:44336|issue:46424", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:44779|issue:45292", + "issue:36246|issue:43596", + "issue:45859|issue:46399", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:43673|issue:44561", + "issue:43901|issue:45003", + "issue:44162|issue:45200", + "issue:43352|issue:45250", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45292|issue:45701", + "issue:44038|issue:46506", + "issue:44561|issue:46399" + ], + "prepared_review_unit_hash": "3a8109f399d6b4a1917a0491e26efb15688196d50e1f810a471b20303e96f468", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36808, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 + }, + "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 bugs and regressions across different models, config paths, tokenizers, caches, and runtime modes. None of the soft edges look like the same underlying defect, so I would not merge any of these pairs.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both mention Qwen, but one is a sliding_window behavior issue and the other is a chat crash; different code paths and symptoms." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction in an image processor is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup and audio fbank feature extraction are different subsystems and failure modes." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI color output in loading_report has nothing to do with GLM-5 RoPE implementation." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing is_offline_mode are separate import errors in different packages." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA on Bamba and CPU/CUDA divergence in PPDocLayoutV3 are different model/runtime bugs." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; no shared underlying bug." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated issues." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal ANSI cleanup and cache length semantics are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation tensor indexing and max_cache_length handling are different cache bugs." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access in modeling_utils is unrelated to pytest-xdist race conditions in testing utils." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression and resize_token_embeddings/output_embeddings mismatch are different problems." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen image-processor import failure is unrelated to DeepSpeed ZeRO3 BertModel IndexError." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5 rotary/kernels, but one is CPU offload compatibility and the other is registration/decorator failure; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer and a general slowdown after upgrading versions are not the same issue." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 vision encoder missing an attribute and SAM3 litetext memory overflow are different failures." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and AMP CUDA crash are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available affect different code paths." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to sys.modules access." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not supporting Flash Attention 2 is not the same as the generic Flash Attention 2 issue." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and ZeRO3 deque IndexError are different failures." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config loading and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and import performance are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Strict config dropping a Qwen vision field and unwrapping text_config in from_config are different configuration bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config validation, but different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings behavior and version-dependent tokenization changes are different issues." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and CPU/CUDA output differences in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available and Qwen3.5 apply_rotary_pos_emb registration 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": 20, + "review_unit_index": 40, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45335", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:45412|issue:46123", + "issue:44466|issue:45335", + "issue:44987|issue:45459", + "issue:45137|issue:45600", + "issue:45685|issue:46431", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:44995|issue:45200", + "issue:45397|issue:45656", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:44188|issue:46202", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:43065|issue:46123", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:43701|issue:44749", + "issue:43232|issue:43673" + ], + "prepared_review_unit_hash": "57871d0277a334f0fcae816dbf44ef130710c42dad6fe43f57c68af12a7ea51a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37274, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it contains several unrelated bug reports with only loose thematic overlap around generation/cache, serialization, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so they should stay separate.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43673 is the closest broad representative because it describes a framework-level generation/cache regression in v5.0.0, which is the most recurring theme among the soft-similarity neighbors. Even so, the cluster is too mixed for a strong duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43673 is the best single issue to anchor the cluster only as a loose representative of the generation/cache regression thread. It is not a true unifier for the whole cluster, but it is broader than the more model-specific or one-off reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory leak on deletion/GC and a final partial-batch flag bug are different code paths and symptoms." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve tied embeddings, but one is serialization/device-dependent and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure on transformers>=5.1.0 is not the same bug as protobuf-related tokenizer error masking." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque IndexError and removed Sam3LiteText config references are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support in MoE and missing chat template in a processor are different failures." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video related, but the first is a missing output attribute and the second is a video-input processing ValueError in a different model." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "These are different model/config issues: a tied-weights warning versus a patchtsmixer post_init allowance change." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on a second forward pass is unrelated to Gemma mm_token_type_ids defaulting." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "gemma-4 zero3 from_pretrained and an optimizer step being called twice under deepspeed are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video regression and Windows/ROCm torch.distributed import issues do not share the same underlying cause." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are separate model/tokenizer problems." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning during fine-tuning is not the same as a flash-attention generation failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma pipeline roundtrip bug are not the same underlying change." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request handling and Gemma pipeline roundtrip behavior are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in the SAM3 decoder and a SAM3 type mismatch warning are different issues, even if both are in the SAM3 family." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale cache on second forward pass and a flash_attention crash on s_aux=None are different code paths." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-weights config warning and a stale paged-generate warning are not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Diverging attention kernels under torch.compile and a Gemma roundtrip tokenization bug are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and a Windows ROCm import/type error are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are different load-time issues." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq-length return type and LlamaConfig head_dim validation are distinct API/validation problems." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "A SAM3 decoder Conv2d placeholder and a MaskGenerationPipeline partial-batch bug are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both touch compile/cache behavior, 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 and Windows/ROCm import issues are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer config class mismatch and processor.save_pretrained missing files are separate save/serialization bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrading are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "A broad Transformers 5.0 initialization break and an ESM2-specific failure are different regressions." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade and a double optimizer-step issue under deepspeed are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing files from processor.save_pretrained and double optimizer stepping are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is not the same as a generic slowdown regression." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation/cache-related, but one is `_update_model_kwargs_for_generation` after sync_gpus and the other is cache missing during chunked_prefill; they do not look like 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": 20, + "review_unit_index": 41, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:44871|issue:46132", + "issue:44869|issue:45356", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:45310|issue:45375", + "issue:45406|issue:46202", + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:42673|issue:43704", + "issue:44964|issue:45137", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:45081|issue:45103", + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42175|issue:45712" + ], + "prepared_review_unit_hash": "f9dd5f7bf4443fd6ea9219f915ae7cc652a5e4bf07db87bb533868ba149294a3", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues: import regressions, model-specific loading/config bugs, quantization/FP8 save/load problems, and a few generation/runtime edge cases. Only one soft pair looks like a true duplicate; the rest are too different to merge safely.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 41628 is the clearest, most generic user-facing regression in the set: a public import failure from `transformers`. It is more representative than the many highly model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "It has a concrete, high-signal symptom and is easy to triage/search as a canonical example of the import-regression class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Different symptoms and code paths: Gemma EOS config mismatch vs attention registration behavior change." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenization/decoding, but they describe different models and different failures." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model save failure vs GGUF loading failure are distinct bugs." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic placeholder report vs a specific Gemma-4 Zero3 from_pretrained issue." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing attribute on a SAM output object is not the same as missing fields from `AutoConfig` with remote code." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and processor.save_pretrained file omission are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Packaging/backend install issue vs remote-code meta-init incompatibility are different problems." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import dependency error vs Sentence Transformers hanging on load are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a generic from_pretrained error." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and Llama4 config attribute error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen family, but one is a from_pretrained failure and the other is a missing vision config field; not clearly the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor crash and Gemma pipeline roundtrip/tokenization issue are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression and `continue_final_message` mistral_common bug are not the same issue." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time `nn` NameError in sentence-transformers is unrelated to a Qwen3.5 kernel registration crash." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same reported bug: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure and DeepSpeed ZeRO3 deque error are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline parallelism output correctness are separate issues." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different public APIs; same broad class, but not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both are AttributeError crashes, but in different utilities and triggered by different conditions." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output bug and Qwen3_5 infinite loop on a specific image are not the same underlying defect." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure vs missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained problem and Qwen3.5 Moe from_pretrained error are different operations and not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but the reported failures are different and not mergeable as one PR-sized fix." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import regressions, but for different symbols and different failure points." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation state handling bug vs failed janus image-generation test are not the same issue." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are distinct." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend-install omission and dummy-class leakage/check_repo failure are related packaging area issues but not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The canonical issue choice (41628) is defensible as a representative public import regression, and the single accepted soft pair (42673/43704) is an exact duplicate by title and bug description. The remaining pairwise rejections are cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 42, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231" + ], + "soft_pairs": [ + "issue:44496|issue:45561", + "issue:42175|issue:44933", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:43278|issue:45137", + "issue:46077|issue:46123", + "issue:43377|issue:44242", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:30333|issue:33290", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43874|issue:45092", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:44075|issue:46231", + "issue:42898|issue:43295", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44222|issue:44297", + "issue:44933|issue:45712" + ], + "prepared_review_unit_hash": "b5895f3b340b350d1494e304c84d267fa32099a3e7c0365a1a71d95c6b3ead4b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36942, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the issues span unrelated tokenizer regressions, multimodal/model-loading bugs, DeepSpeed/optimizer problems, docs/test maintenance, and packaging/import failures. I rejected all soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue stands out; the items are too heterogeneous to treat as one underlying bug cluster.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a good global representative; at best, one could pick a tokenizer regression issue, but it would misrepresent the many unrelated topics here.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading error vs pytest-xdist race on captured_info.txt; unrelated failures." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Extra TensorFlow backend dependency issue vs missing image_utils import; different packaging/import problems." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "BEiT legacy-field model load failure vs xdist captured_info race; not the same bug." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Pytest-xdist file race vs auto_mappings CI break from removed configs; different code paths and symptoms." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility regression vs nonexistent import from image_utils; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16/FP32 dtype drift in evaluate vs DeepSpeed ZeRO3 deque pop error; different runtime issues." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction bug vs pipeline partial-batch handling bug; different components." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask batching bug vs MoE load-balancing-loss condition; not the same underlying problem." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang vs token-embedding resize/post_init reinitialization; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup-space behavior change vs add_special_tokens not adding BOS/EOS; both tokenizer-related but different defects." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow status reporting failure vs OOM with Adafactor+DeepSpeed; different training issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "processor.save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; different save/load paths." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization bug vs Whisper timestamp decode crash; unrelated subsystems." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose model family vs Gemma 4 mm_token_type_ids defaulting; different models and symptoms." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default handling vs ModelOutput key assignment; separate abstractions." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "v5 cleanup-space behavior change vs Granite token-ID regression; both tokenizer regressions but distinct concrete bugs." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch-count method vs InternVL2 meta-initialization incompatibility; different model-support issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer v5 loading issue vs mDeBERTa add_special_tokens behavior; not the same failure mode." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs docstring parameter-name mismatch; one is a content bug, the other documentation." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Missing nn import in sentence-transformers vs missing Qwen2.5-VL export; different import-resolution bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "General tokenization cleanup-space regression vs DeepSeek tokenizer output regression; unrelated tokenizer issues." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache continuation indexing crash vs auto_docstring future-annotations AttributeError; different code paths." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "cleanup_space tokenizer change vs Kimi-K2.5 codec-handling regression; separate tokenizer bugs." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading registered position_ids buffer error vs DeepSpeed double optimizer.step invocation; not the same issue." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup-space regression vs processor.tokenizer/images regression in v4.57.5; different API breaks." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pin issue vs leftover dummy classes leaking into dir(transformers); unrelated maintenance problems." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3.5 MoE; different model implementations." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained bug vs tokenizer_class mismatch in tokenizer_config.json; different save_pretrained layers." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import vs leftover dummy classes in dummy_pt_objects; unrelated cleanups." + }, + { + "left": "issue:42898", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer cleanup-space regression vs auto_docstring crash from future annotations; completely different areas." + }, + { + "left": "issue:44496", + "right": "issue:45092", + "accept": false, + "reason": "Unrecognized model/config loading error vs remote-code checkpoint meta-init incompatibility; different load-time failures." + }, + { + "left": "issue:44568", + "right": "issue:44779", + "accept": false, + "reason": "mDeBERTa special-token insertion bug vs DeepSeek tokenizer incorrect results; distinct tokenizer regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 43, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45656", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:30333|issue:36331", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:30333|issue:35141", + "issue:42796|issue:43723", + "issue:22355|issue:28282", + "issue:46209|issue:46431", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:43475|issue:46305", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:43723|issue:44977", + "issue:45071|issue:46082", + "issue:45381|issue:46305", + "issue:44263|issue:45092", + "issue:44206|issue:45103", + "issue:43232|issue:46424", + "issue:44222|issue:44484", + "issue:44373|issue:44485", + "issue:44734|issue:46421", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:44190|issue:46082", + "issue:43723|issue:44871", + "issue:44279|issue:46328" + ], + "prepared_review_unit_hash": "d7230b937992931a1dba08d5c8d9276098b2c35145d04388b348ad751662edfa", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36725, + "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 very heterogeneous: most soft links are only superficial overlaps on terms like import, tokenizer, cache, or save_pretrained, not the same bug. I would not merge any of the proposed pairs.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43723 is the broadest concrete v5 regression in the set (tokenizer loading), so it is the closest thing to a representative anchor, but the cluster overall is too mixed to be a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be chosen, 43723 is the most generally useful and user-facing representative of the scattered tokenization/loading regressions; however, it does not subsume the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 on XLM-Roberta is unrelated to MLflow reporting after failed training jobs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure-reporting and Llama 3.2 Vision model loading are different code paths and failures." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to a deepspeed optimizer-step duplication bug." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are both save-related but refer to different objects and failures." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config defaults when None is passed is unrelated to non-persistent buffer initialization junk." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job status reporting has nothing to do with Trainer.compute_loss signature changes." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "A model output regression across versions is not the same bug as AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issues are unrelated to processor serialization missing files." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure reporting is unrelated to embedding reinitialization in post_init." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are separate import/setup problems." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 is unrelated to missing chat-template support in a processor." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limits in an encoding path do not match AttentionInterface.register behavior changes." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "AutoImageProcessor import failure and is_offline_mode import failure are distinct missing-symbol issues." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 missing attribute and MoonshineStreaming off-by-one masking are unrelated model bugs." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class mismatch in saved config is not the same as Qwen3.5 MoE from_pretrained load failure." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization changes across versions are unrelated to FP8 inference on B200 hardware." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failures are different issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression is not the same as LlamaConfig head_dim validation." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Wrong vision_position_ids in Qwen2.5-VL videos is unrelated to the MoonshineStreaming window-mask off-by-one." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split indexing in a MoE helper is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported center argument in a feature extractor is unrelated to auto_docstring crashing on future annotations." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and cache max length semantics are different cache-generation bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained failure is not the same as the default max_shard_size question." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring for position_ids is unrelated to a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation indexing in serve is different from lazy cache initialization causing recompilation." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state update after sync_gpus is unrelated to a long OCR input index error." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "AutoTokenizer loading failure and eos_token_id mismatch in Gemma-3 are different tokenizer/config problems." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A vague dependency issue with transformers is unrelated to a SequenceFeatureExtractor.pad performance regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 44, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "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:43644", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44913", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46132", + "issue:46305", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44829|issue:46002", + "issue:44263|issue:44373", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43479|issue:44913", + "issue:43408|issue:46402", + "issue:22355|issue:27957", + "issue:42757|issue:45278", + "issue:39401|issue:44568", + "issue:42796|issue:43122", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:44368|issue:46305", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:42886|issue:42994", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:43576|issue:43784", + "issue:42371|issue:44263" + ], + "prepared_review_unit_hash": "eb588b412f59481b6a34bbcedc5a99eee05b74d7c5ca89a1214c247c798195d6", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36252, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of unrelated Transformer bugs and regressions; none of the soft pairs look like true duplicates, so no single canonical issue emerges.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a clear canonical target here: the items span many unrelated bugs, and the soft matches are only broad topical similarities, not the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue to anchor the cluster; there is no duplicate-equivalent problem statement that covers the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: one is a chat-completions API acceptance regression, the other is a Gemma4Processor serve crash. Same general area, not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both involve the DSA indexer, but they describe different defects (torch.split behavior vs missing ReLU) and different code paths." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both are quantization save/load problems, but they affect different models and failure modes; too broad to be one underlying bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both concern multimodal save/load regressions, but one is meta-init incompatibility and the other is wrong visual encoder keys. Distinct issues." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated model/config bugs: rms_norm_eps precision issue versus remote-code meta-initialization incompatibility." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "SentenceTransformers loading hang versus SIGLIP2 zero probabilities are different symptoms, models, and code paths." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "One is a broad buffer-initialization regression, the other is a MoonshineStreaming mask off-by-one. Not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different problem classes: FineGrainedFP8 accuracy versus Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both affect training/init behavior, but one is flash_attention_3 degenerate training and the other is NaNs in classification heads. Not duplicate." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A runtime indexer bug versus a docstring error; these are not the same underlying issue." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different fixes." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model-specific regressions: FP8 accuracy issue versus Qwen3-VL-Moe bug." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/state persistence problems, but one is multimodal default-init handling and the other is GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same model family (sam3) but different defects: wrong type warning versus text encoder weights not loading." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Completely different areas: ONNX import path missing versus XLM-R Flash Attention 2 support." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific huggingface_hub import failure versus broad import errors after upgrading Transformers; not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer bugs, but different symptoms and tokenizers: offset_mapping mismatch versus add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenization regressions, but one is BPE-marker handling for a specific tokenizer and the other is a broader tokenization change across versions." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "No overlap in failure mode: FP8 accuracy issue versus an image-triggered infinite loop in Qwen3_5." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "An import/module resolution issue versus an added-token spacing bug; unrelated defects." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different subsystems and symptoms: Flash Attention 2 support versus loading hangs in SentenceTransformers." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure versus wrong tokenizer decoder type in v5; different code paths." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A config warning about tie_word_embeddings versus a sliding-window mask off-by-one. Not the same issue." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-state sync bug versus D-FINE auxiliary-loss behavior. Completely different concerns." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 warning/about model type mismatch versus memory overflow in sam3-litetext. Same family, different bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline-cache loading versus quantized model save failure; different failures." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Broad custom model initialization regression versus NaNs in classification heads; not duplicate-equivalent." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile/SDPA failure versus AttentionInterface.register behavior change. Both attention-related, but distinct bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken CLI command versus import-time NameError in sentence-transformers. Different artifacts and fixes." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning/regression versus a torch.split indexer issue; no shared underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 45, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326" + ], + "soft_pairs": [ + "issue:44188|issue:44373", + "issue:44117|issue:44704", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:43122|issue:44521", + "issue:43784|issue:45600", + "issue:42907|issue:44964", + "issue:44704|issue:45290", + "issue:43122|issue:46326", + "issue:39401|issue:44521", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:43122|issue:44514", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945" + ], + "prepared_review_unit_hash": "b26a23ba3a82b18f8c7a4ea891990ddae5ced95edd0cc0c53a7b70bd924a195a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36391, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are only loosely similar by surface area (imports, tokenization, model loading, training, save_pretrained) and do not look like true duplicates. No soft edge is convincing enough to merge.", + "confidence": 0.28, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report here and has multiple inbound references, making it the least bad representative despite the cluster being mostly unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most central of the tokenizer-related issues, but the cluster overall does not form a strong duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Different problems: attention-kernel divergence under torch.compile vs a docstring mismatch." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both involve loading paths, but one is a tokenizer mapping None bug and the other is AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Unrelated: reading a registered position_ids buffer vs tokenizer_class written to tokenizer_config.json." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: loading gets stuck vs a MacOS bus error with a CLIP model." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Numerical precision issue in MLA q_a_layernorm vs a docstring issue." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and pipeline-parallel output correctness are different code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer selection bug is not the same as a Qwen3-Next tied-weights warning." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import errors, but one is a specific missing symbol and the other is a broad version-upgrade breakage." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Save-pretrained for dequantized weights is unrelated to GenerationConfig validation." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output corruption are separate issues." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs failure to load a specific model checkpoint." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression vs apply_chat_template assistant_masks behavior for multimodal inputs; not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers with NameError nn is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure is unrelated to loading Phi-4 multimodal with latest transformers." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached-file kwargs forwarding is a different path from chat-template crashes on tool-call messages." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenization-related symptoms, but not the same underlying bug or code path." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and zero assistant_masks are distinct tokenizer/template bugs." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in DSA indexing is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe model bug vs tokenizer.save_pretrained class metadata bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results and missing mm_token_type_ids defaults are different failures." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 degenerate training are not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning for SAM 3 video vs missing fpn_position_embeddings attribute." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug is unrelated to position_ids buffer reading." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save_pretrained issue is unrelated to gguf_file breaking from_pretrained calls." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Different tokenizer-related crashes: version-to-version tokenization change vs batched chat-template crash with padding=False." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe load failure vs FP8 save_pretrained for moe are different operations and bugs." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import is not the same as missing HybridCache import." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5, but one is save_pretrained checkpoint corruption and the other is from_pretrained instantiation failure." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx module import failure is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols from different packages: huggingface_hub offline mode vs transformers HybridCache." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to the classification example returning empty results." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "dtype drift in evaluation is not the same as incorrect outputs under pipeline parallelism." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 46, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:44188|issue:46328", + "issue:42673|issue:45072", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:43976|issue:45446", + "issue:44075|issue:44936", + "issue:42222|issue:43441", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:42673|issue:42796", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:43673|issue:46328" + ], + "prepared_review_unit_hash": "31703d21ba9be87440ee29927c5ca07cabf2cc8e0712a012685d198f1f184d32", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36348, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster emerges from these items: most pairs are only loosely similar by subsystem or version, not the same concrete bug. I would not merge any of the soft edges based on the available titles/bodies alone.", + "confidence": 0.87, + "canonical_issue_reason": "If a single issue must anchor the cluster, issue:45278 is the broadest umbrella because it reports multiple import failures after a version upgrade, while most other items are narrower and unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative only as the most general regression report in the set; it is not a true duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different failure modes: backend/package extras missing vs Python 3.14 load failure." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms; SigLIP2 discrepancy is unrelated to Qwen3.5 infinite-loop behavior." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "An import-path/module-not-found bug is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different code paths: model weight loading vs AutoProcessor/cached_file kwargs forwarding." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and concrete behaviors." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 config validation and RoPE implementation are distinct issues, not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad upgrade regression, but the specific import error is not clearly the same underlying cause from the title alone." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a SequenceFeatureExtractor padding performance issue." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in multithreaded Qwen3ForCausalLM and bfloat16 dtype mismatches are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix and NaNs after checkout/init are separate training/loading problems." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-processor method are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output behavior is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file loading errors and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3 MoE variants, but the reported failures are different model/version-specific load paths." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs in classification heads are different issues." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility and a PyTorch version gate for flex_attention are separate concerns." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer.evaluate() failure after train() are not the same code-path bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated model-specific regressions." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is save_pretrained key corruption and the other is a from_pretrained loading error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label outputs in an example script and stale pipeline error messaging are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-extractor length helper bug is unrelated to a flex_attention version check." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in inference threads and tokenizer BPE-marker handling are distinct bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation and a stale warning about num_return_sequences are not the same bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer-loading regression is too broad to equate with a specific Qwen3 offset_mapping defect." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention-scaling being ignored and Gemma4 bidirectional masks are different attention bugs." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping assumptions and flash_attention crash on s_aux=None are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation references to removed pipeline APIs are unrelated to a flex_attention import/version check." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer families and symptoms; offset mapping vs incorrect results in v5 are not enough to merge." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and numpy-to-list conversion performance 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": 20, + "review_unit_index": 47, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44484", + "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:45405", + "issue:45446", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512" + ], + "soft_pairs": [ + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:44117|issue:45081", + "issue:42222|issue:46178", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:43408|issue:43742", + "issue:45362|issue:46328", + "issue:42617|issue:45341", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:42490|issue:42673", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:42371|issue:42831", + "issue:43066|issue:43122", + "issue:44410|issue:45478", + "issue:42222|issue:45542" + ], + "prepared_review_unit_hash": "4a9423d56d432fcea0e2b32d56c12248950fd418131600127d643b42d1d40e57", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36459, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers issues across import regressions, tokenizer behavior, Qwen-specific bugs, testing utilities, and model-loading problems. The soft pairs mostly share only broad subsystem names, not the same concrete defect, so they should be kept separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the best representative of the cluster because it captures the broad v5 upgrade/import-regression theme that overlaps most with the other API-breakage items, even though the cluster is still heterogeneous overall.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest issue anchor here: broad, user-facing, and closest to the shared import/API-breakage subset. It is not a true duplicate of the others, but it is the most central representative available.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "Different Qwen/threading VRAM leak vs an isolated reproduction of another issue; no shared code-path bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but one is init_empty_weights/_is_hf_initialized and the other is PretrainedConfig type checking; different failures." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization/tied-weights problem vs NaNs after checkout+init; unrelated symptoms and mechanics." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision; different root causes." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different generation failures; same broad area only." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pinning issue vs PyTorch version check for flex_attention import; unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3Next missing projections vs Qwen3.5 MoE from_pretrained error; distinct architectures and bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Generic testing_utils bug vs xdist race on captured_info.txt; not the same defect." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utils issue vs SequenceFeatureExtractor.pad performance bug; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression vs noisy logging; no actual bug overlap." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling vs Mistral regex patch crash; different tokenizer-loading failures." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage vs tensorflow_text backend mapping error; unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-check regression vs stale dtype after from_config; different config bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration vs save_pretrained checkpoint regression; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_tracker vs MobileLLM key error; different loading issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API warning vs RMS norm epsilon precision issue; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict granite_speech config loading vs a docs parameter-name typo; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Trailing-slash import warning vs VRAM leak in dataloader threads; different problems." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Question about max_shard_size vs Qwen3.5 MoE from_pretrained error; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200; no overlap." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig invalid vs unrecognized model_type in config.json; different loading paths." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol vs audio feature-extraction bug; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-regression themed, but this is a specific missing import from image_utils while the other is a broad upgrade-wide import breakage." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API control issue vs FineGrainedFP8 accuracy problem; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder-type issue vs tokenization change between versions; same area but not the same concrete bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3Next projection bug vs another Qwen3.5 MoE from_pretrained error; distinct defects." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model warning vs undefined tf backend due to missing TensorFlow; 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": 20, + "review_unit_index": 48, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44410", + "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:43673|issue:46123", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:44261|issue:44485", + "issue:43986|issue:45372", + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43097|issue:45588" + ], + "prepared_review_unit_hash": "d35822b931c3d11af8b81bc5560ecbd6d26bb23b132bd5ce80dee17150cfbe65", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37307, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it contains many v5-era regressions and import/model-loading failures, but the soft pairs are not the same underlying bug. No pull requests are present.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43097 is the closest umbrella representative for the v5 breaking-change/regression subset, but it is not a true duplicate of most others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the best overall cluster representative because it is a concrete, broadly applicable API-break report rather than a highly model-specific one-off.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both mention optimizer behavior, but one is SGD args being ignored and the other is deepspeed causing a double optimizer step; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow extras install problem and broken vitpose models are unrelated failures." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "One is a general /v1/chat/completions API rejection, the other is a Qwen3.5 streaming inference issue; not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is removal of tie_embeddings_and_encoder_decoder, the other is unexpected position-id keys; different regression." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill bug vs a testing_utils bug; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch-count method and MLA rms_norm_eps precision mismatch are distinct model bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a PyTorch warning during bfloat16 compilation, the other is a dtype loading mismatch in BLIP2; different symptoms and fixes." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are separate API regressions." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression in PreTrainedConfig vs undefined tf backend when only tensorboard is installed; not the same issue." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both involve Flash Attention 2, but different models and different support problems; not mergeable as one fix." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A question about max_shard_size is not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split handling and deepseek-v4 transpose logic are different code paths." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer is unrelated to the deepseek-v4 dtype/transpose bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are distinct model-loading failures." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Ministral-3 FlashAttention failure and flash_attention_3 causing degenerate training are different bugs and fixes." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL-family issues with different failure modes; not the same underlying bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Tie-embeddings removal and gguf_file loading breakage are unrelated regressions." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access is not the same as the testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Missing torchvision during AutoProcessor loading and a testing_utils bug are unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite-loop behavior on one image and memory overflow in sam3-litetext are different failure modes." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A missing import from image_utils and a documentation/parameter-name mismatch are not duplicates." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM internals: one missing method, the other torch.split output handling." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Chunked_prefill cache handling and MaskGenerationPipeline final-batch dropping are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor torchvision crash and a shard-size question have no shared bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and loading physical-intelligence/fast are separate loading issues." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA rms_norm_eps precision error and GLM-5 RoPE implementation are different model defects." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/loading problems, but one is missing torchvision and the other is a mistral_common ReasoningEffort import error." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is not the same as the deepseek-v4 transpose bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and the testing_utils bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; same broad symptom, but not the same underlying breakage." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applying under model_init are different training-stack issues." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings removal and an AttributeError in integrations/flash_attention.py 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": 20, + "review_unit_index": 49, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:43097|issue:46050", + "issue:43502|issue:43992", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:42890|issue:46298", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:44380|issue:46421", + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:42907|issue:44655", + "issue:43066|issue:43906", + "issue:43012|issue:44368", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "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:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44222|issue:45478" + ], + "prepared_review_unit_hash": "cb740c35e1797ef0370c9327e52d47eb02f136c9ea08bb07f9ff8e49af421414", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36855, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: import errors, model-specific regressions, tokenizer/loading issues, trainer bugs, and warning/config regressions. None of the proposed soft pairs look like the same underlying bug or change, so I rejected all soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43097 is the broadest, clearest standalone v5 regression in the set and the best representative anchor if one issue must be chosen, though there is no true duplicate cluster here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the most representative user-facing regression among these unrelated reports: it describes a concrete API/behavior change in Transformers v5 with clear impact and discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different problems: a v5 embeddings-tie API removal vs quantized save/load breakage after serialization." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both involve loading behavior, but one is an unwanted API request despite local_files_only and the other is a missing embed_tokens weight on UMT5Encoder." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-family issues, but one is missing attention projections in qwen3next and the other is a config field being dropped in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different model families and failures: Qwen3-VL-Moe bug versus qwen3next missing projections." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different missing exports." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "One is an AddedToken constructor argument conflict; the other is TOKENIZER_MAPPING_NAMES returning None during from_pretrained." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky integration test due to missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different code paths: missing indication for a removed config field versus offloading failure with quantization." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate failing after train is not the same as Trainer import breaking when datasets is installed." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor cached_file kwargs passthrough and auto_docstring crashes under future annotations are unrelated subsystems." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "A crash loading video models without torchvision is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling being ignored under SDPA/FlashAttention is a different issue from cache lazy initialization causing recompilation." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different failures: missing Qwen2.5-VL class export versus AutoProcessor/torchvision loading crash." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure and missing BACKENDS_MAPPING entry for tensorflow_text are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "A missing encoder weight on load is unrelated to the 50GB shard-size behavior in save_pretrained." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Distinct model-specific training bugs affecting xLSTM versus Bamba SDPA torch.compile." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different save_pretrained failure modes." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another unrelated issue." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A bfloat16 precision warning during compile is unrelated to a tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "These are different model/backend problems with no shared failing code path." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes and noisy logging are separate maintenance issues." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models has nothing to do with a Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An incorrect translation-task suggestion in pipeline() is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A v5 API regression is not the same as a noisy logging message." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but one is missing Flash Attention 2 support and the other is attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unsupported Flash Attention 2 on one model is unrelated to a Python-version compatibility failure." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a deepseek-v4 tensor transpose issue are unrelated model bugs." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation on empty transcription is unrelated to importing Trainer failing because datasets is installed." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "A model config rule for patchtsmixer is unrelated to a Trainer import-time dependency conflict." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling being ignored and degenerate zero loss in sequence classification are different bugs." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer state corruption is unrelated to GPT2 attention scaling under backend changes." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained issues and a Qwen3.5 MoE from_pretrained error are related only superficially; they are not the same concrete 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": 20, + "review_unit_index": 50, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45698", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:36683|issue:43582", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:38617|issue:43502", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:45698|issue:46172", + "issue:44038|issue:44230", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44625|issue:46365", + "issue:36683|issue:43475", + "issue:42898|issue:43066", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:44655|issue:46050", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:43352|issue:45593", + "issue:46077|issue:46082" + ], + "prepared_review_unit_hash": "5b2d151c5654c0f8fa990c489d4c957ae4e84551b2cafc8d67e0c7b5feb260b8", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36525, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues linked only by broad textual similarity. The only plausible duplicate pair is the CLIP v5 regression around missing vision-model outputs; everything else is too semantically different to merge as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43761 is the most complete and specific representative of the CLIP v5 regression family, with a clear reproducer and broader regression framing; it also covers the same forward-output omission class as the related attentions report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the best duplicate target here because it is detailed, regression-focused, and most useful as the anchor for the CLIP output-missing bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Different failures in different areas: Gemma3 config attribute error vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated import/install problems; one is missing TensorFlow backend in extras, the other is Trainer import affected by datasets." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Both are runtime warnings, but the underlying bugs are unrelated: local path slash import warning vs bfloat16 compilation precision warning." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different code paths: missing import from configuration_utils vs local_files_only still triggering network requests." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is an OpenAI-compatible chat-completions acceptance issue, the other is a chat-template crash on batched tool-call inputs." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Distinct compiler/backend issues; bfloat16 warning is not the same as compiled flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely different models/components: xLSTM training bugs vs BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols from different packages and different fixes." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI break from removed Sam3LiteText configs is unrelated to a noisy logging message." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Different persistence/serialization paths: wrong custom module reload vs DeepSeek tensor dtype/transpose bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a loading regression and the other is an fp8 inference support request; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP missing attentions and GPT2 attention scaling under SDPA/FlashAttention are different model/back-end regressions." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Same CLIP v5 forward-output regression family: both report missing outputs from the CLIP vision forward path and could plausibly be fixed together." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different request parsing layers and symptoms; chat-completions rejection is not the same as tokenized chat-template crashes." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different model-loading failures: Qwen3VL MoE incompatibility vs state_dict ordering causing load errors." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve save/load APIs, but one is quantized model saving and the other is Pipeline serialization; not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Different issues in different subsystems: Qwen3.5 config propagation vs Trainer import interference from datasets." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are attribute errors, but they affect unrelated models and missing fields." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Separate v5 behavior changes: tokenization-space cleanup vs wrong tokenizer decoder type." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and GLM-5 RoPE implementation discussion are related only at a very high level, not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but resize-token-embeddings and bidirectional attention mask construction are different code-path bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different dependency boundaries." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support limitation is unrelated to a GenerationConfig validation error." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different loading/saving failures: base_model_prefix breakage vs Pipeline save_pretrained serialization." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both are save_pretrained/from_pretrained-related, but one is Pipeline persistence and the other is quantized-model restoration." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different model/config validation problems; no shared concrete bug." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict sorting load bug and Qwen3.5 checkpoint regression are distinct save/load issues." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python-version compatibility failure and Python 3.14 load failure are not the same regression." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masking are unrelated model bugs." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention 2 support error is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different Gemma4/Llama config behaviors; attention masking and head_dim validation are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft pairs. The only accepted duplicate pair, issue:43618 and issue:43761, is plausibly the same CLIP v5 forward-output regression family. The other pairwise rejections are appropriately cautious and do not overclaim sameness across 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": 20, + "review_unit_index": 51, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44492", + "issue:44556", + "issue:44625", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065" + ], + "prepared_review_unit_hash": "ce00ff266c7a5619775599b688c2b1a2ab58bf23cfed86e0484aa26dd4dcece9", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36821, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "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 regression reports (loading, config, tensor-parallel, CI, save_pretrained, etc.). I only see one credible duplicate edge: the two import-slowdown reports around `import transformers`.", + "confidence": 0.59, + "canonical_issue_reason": "issue:41669 is the most concrete report in the only credible duplicate pair: it identifies an import-time slowdown and a likely cause, making it a better anchor than the more generic follow-up report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the clearest representative of the cluster\u2019s only true duplicate relationship and describes a concrete performance regression with actionable detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-attribute errors, but they affect different models and different missing fields (`vocab_size` vs `pad_token_id`)." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Unrelated bugs: missing CLIP attentions assignment vs Qwen3.5 checkpoint save corruption." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different model-specific config propagation bugs; not the same underlying issue." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different failure modes and code paths: missing UMT5 weights vs Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training optimizer state corruption is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "`torch.no_grad` cache-update behavior and broad import errors after upgrade are different issues." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling is unrelated to `Trainer` import failing because of `datasets`." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time failures, but one is compiled-file handling and the other is a Python 3.13 `torch.jit.script` parsing issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading order error and missing Qwen3.5 vision config field are different bugs." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different model-loading regressions with no clear shared code-path." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Config attribute errors and FSDP/PEFT optimizer-state bugs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both report the same import-time slowdown for `transformers`; one is a concrete cause analysis, the other the user-facing symptom." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing `set_seed` in one model test is unrelated to an xdist file-write race in patched testing utils." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache-update decoration and a broad complaint about many broken models are not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "These are different model-loading issues for different architectures and symptoms." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict sort/load failure is unrelated to incorrect visual encoder keys in `save_pretrained`." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and OOM while loading a large Qwen2 model are different problems." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions regression and `patchtsmixer` post-init policy are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "`torch.no_grad` cache update behavior is unrelated to Python-version compatibility failure." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch ImportError and tokenizer-loading regression are different code paths." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both mention CLIP, but the bugs are different: attentions assignment vs structural inconsistency in CLIP text models." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "No shared underlying bug; one is a CLIP output regression, the other an AMP crash in a different model." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeekV3 MoE divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline-loading API requests and `AddedToken` kwarg collisions are unrelated tokenizer issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness and Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Two CI/test failures, but not the same underlying race or code-path." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing `set_seed` in a test and stale auto-mapping references are unrelated CI issues." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload failure after upgrade are similar in theme but not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth and checkpoint reload failure are different issues." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 `save_pretrained` corruption and missing `_tp_plan` for tensor parallelism are distinct Qwen3.5 MoE problems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update decoration and the dummy Conv2d in Sam3PixelDecoder are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only accepted duplicate edge, issue:41669 \u2194 issue:44246, is plausible from the titles and reference signal, and the rejected pairs are mostly justified by clearly different models, failure modes, or code paths. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 52, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:27957|issue:33453", + "issue:44315|issue:44360", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "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:41628|issue:42548", + "issue:36296|issue:43526", + "issue:44315|issue:46209", + "issue:43673|issue:44492", + "issue:45362|issue:45850" + ], + "prepared_review_unit_hash": "37b7203b473f711255da3eebcefcd476959491225993dc821b6aa1d5ca3fab6f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37710, + "estimated_input_tokens": 9428, + "estimated_eval_tokens": 19112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a false-positive similarity cluster: these issues span unrelated v5 regressions, import errors, model-loading failures, cache/generation bugs, docs, and model-specific architecture problems. No soft pair looks like the same concrete bug/change; issue 43576 is the clearest representative, but it is not a true umbrella duplicate for the rest.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43576 is the most concrete and centrally positioned item in the cluster: a user-facing v5 regression with some discussion/inbound references, whereas most others are narrower model-specific or unrelated breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the best single issue to anchor the cluster because it is a specific, actionable regression and the closest thing here to a shared v5 compatibility theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Both involve v5 behavior changes, but one is the env command and the other is AttentionInterface.register semantics; different code paths and fixes." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network requests and GLM-5 RoPE are unrelated bugs in different subsystems." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5-MoE loading, but one is tensor-parallel _tp_plan support and the other is a from_pretrained regression; not clearly the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slower filtering after upgrade are different symptoms and code paths." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Two import errors, but for different symbols and likely different export/import breakages." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on training failure and tokenizer loading regression are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-MoE related, but one is tensor parallel support and the other is a missing config field; different underlying defects." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/layer no_grad decoration and generation kwarg updates after sync_gpus are different generation bugs." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline/local-files-only network behavior and FP8 save_pretrained for MoE are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and forward-doc confusion are different classes of issue." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL model loading failure and v4.57-to-v5.2/5.3 checkpoint reload issues are different model/version breakages." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A concrete offline-mode bug versus an unrelated placeholder issue; no shared code-path." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy regression and missing image-patch method are different problems." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting failure and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file errors and PretrainedConfig type-checking breakage are different failure modes." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning pipeline() and an unrelated issue title do not match." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file runtime errors and Pipeline save_pretrained behavior are different features." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are distinct model-loading failures." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "XLM-Roberta Flash Attention 2 support and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel integration and a DSA indexer/ReLU discussion are unrelated subsystems." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub import and broken env command are separate v5 issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Env command regression and PretrainedConfig typing breakage are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command failure and Qwen2.5-VL import error are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue title and Gemma-4 audio positional encoding bug are not duplicates." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 import/load failure are different platform regressions." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and a placeholder issue are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and a placeholder issue are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained on MoE and FP8 inference support are related only broadly by FP8, not the same bug." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Missing kwargs propagation and not using AttentionInterface are adjacent but distinct RoFormer issues." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different symbols with different fixes." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels bug are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application and FP8 inference on B200 are separate accelerator/backend issues." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill and a cache-strategies typo are not the same defect." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5-35B chat crash is a concrete model bug; the other is a broad meta complaint and not a matching code-path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 53, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue: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:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "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:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue: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": "308d064de3d4c292b93a68fa0fa5c6353aea7db51eec61773cfdf1e3d8c4aaff", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39691, + "estimated_input_tokens": 9923, + "estimated_eval_tokens": 20102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: it mixes generic v5 regression reports, import/loading problems, model-specific bugs, and a few unrelated config/test/performance issues. I did not find any soft-edge pair that clearly describes the same underlying bug.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the many v5 breakage/regression reports in this set, though it is too vague to be a strong duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent this noisy cluster, 45850 is the closest global catch-all; the rest are narrower and more specific, but none form a clean duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific processor save bug vs a generic bug report; no shared concrete failure." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading/import behavior vs TensorFlow backend detection; different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3-VL/MoE issues: one general model bug, one tensor-parallel plan missing." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Vision model output error vs PretrainedConfig type-checking regression; unrelated failures." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problem vs unsafe sys.modules access; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen vision bugs, but one is bbox output error and the other is an infinite-loop/image-specific issue." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "transformers env CLI breakage vs checkpoint reload incompatibility after upgrade." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config attribute error vs a broad generic complaint about v5 breaking models." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance issue vs GenerationMixin cache missing in chunked prefill; different problems." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request vs DeepSeek weight-conversion question; unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade regressions, but one is reload incompatibility and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token issue vs generic v5 breakage report; not the same underlying defect." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies vs a broad regression complaint." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import failures after upgrade vs a vague catch-all complaint; too indirect to merge." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance issue vs cache-strategy typo; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance due to import-star usage vs missing Qwen3_5 module import; different symptoms and fixes." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 tracker config warning vs Liger kernel/model_init behavior; unrelated subsystems." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seed flakiness vs scheduler kwargs being ignored; different layers." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "FlashAttention support gate for Nemotron vs Qwen3-VL bbox output error." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness is only loosely related to lazy loading; no clear same root cause from the titles alone." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage vs inverse_sqrt scheduler kwargs bug." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs Qwen3-VL output bug; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs issue vs config type-checking regression; different code paths." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs inverse_sqrt scheduler kwargs; both mention kwargs but are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance vs HybridCache import failure; not the same bug." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star usage issue vs a testing_utils bug; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version support problem vs generic v5 breakage complaint; not a duplicate." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox output bug vs Qwen3.5 MoE from_pretrained error; different concrete failures." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init validation vs tied-weights key handling crash; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() vs scheduler kwargs bug; different scopes." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer loading regression; only superficially related." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel application in model_init vs flash_attention_3 training degeneration; different fixes." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "transformers env CLI breakage vs lazy loading malfunction; both loading-related but not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA/ReLU discussion vs Gemma4 audio positional encoding bug; unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure vs tied-weight key AttributeError; different serialization paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained error; no shared concrete bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading issue vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI env command failure vs missing module import; both import-adjacent but not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 54, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:46018|issue:46172", + "issue:41669|issue:43704", + "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:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "ecb469931eba972557635f8505f7bd779ff34c6e375dfe4819ba600c6f865e12", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 47, + "serialized_chars": 40306, + "estimated_input_tokens": 10077, + "estimated_eval_tokens": 20410 + }, + "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 and regressions across tokenizers, model loading, configs, and model-specific behavior. I do not see any soft pair that clearly describes the same concrete underlying bug/change, so all soft edges are rejected. The broad \u2018since 5.0 breaks many models\u2019 report is the best umbrella representative.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set and best matches the overall theme of multiple breakages after v5, even though it is still too general to be a precise duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the most representative cluster anchor because it summarizes the cross-cutting regression pattern, while the other items are narrower, model-specific, or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different problems: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Different code paths: processor timestamp math vs scheduler kwargs handling." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek-V4 issues: expert gating vs a tensor transpose/casting bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Different scope: import-star cleanup/perf issue vs a VRAM leak in Qwen3ForCausalLM." + }, + { + "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": "Checkpoint loading slowness and forward-argument documentation are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated model bugs affecting different mechanisms." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM RoPE implementation and Gemma audio positional encoding are separate model-specific bugs." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5 breakage complaint is not the same as a specific import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance is unrelated to a VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage and timestamp calculation are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp logic and processor.save_pretrained file output are different paths." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and VRAM leak do not share the same failure mode." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split behavior in GLM MoE indexing is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is a different bug from Gemma audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support limitation is not the same as a module import failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is a generic behavior difference and the other is a specific decoder-type mismatch; not clearly the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling has nothing to do with the unrelated noise issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo is unrelated to the nonsensical 'Unemployment' issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attention assignment and the unrelated noise report are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The 'Unemployment' issue is junk and does not map to the v5 breakage umbrella." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 loading failure is unrelated to the junk issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights helper crash and chat-template tool-call crash are different code paths." + }, + { + "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": "Checkpoint loading slowness and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is not the same as tied-weights attribute handling." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and processor.save_pretrained missing files are different issues." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to from_pretrained checkpoint slowness." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request is not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint load slowness and tokenizer loading regression are related only at a very high level, not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and Qwen3-VL FP8 support are different feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface are unrelated model internals." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 expert gating are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "A missing ignore_value use and kwargs not forwarded to loss calculation are different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding and RoFormer attention implementation do not match." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss handling and RoFormer attention interface are different code paths." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value usage and a quantization-operation 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": 2, + "component_count": 20, + "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": "4a8043693b4869843dc75090d6f3924d4ff51d481b1d29ff395cfa3397a2deca", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: they cover unrelated topics in NLP preprocessing, learning-rate scheduling, and Wav2Vec2 word timing offsets.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the cluster does not share a single underlying problem, so none of the issues is a valid duplicate representative for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "If one must be picked as a representative, issue 11307 is the most concrete and self-contained, but it is still unrelated to the other two issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Truncation direction in tokenization is unrelated to extracting word start/end timestamps from Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Token truncation behavior and ReduceLROnPlateau-like functionality are different feature requests in different areas." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "A learning-rate scheduler feature request does not match a Wav2Vec2 timing-offset request." + } + ] + }, + "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": 20, + "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": "a33e71e57828aed687d4bee038ca264fe960b198e326bbb277b3292ae128e3f1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues do not form a strong duplicate cluster: one is about Tapas tokenization, one about private-model auth/error messaging, and one about a generic model-loading failure. No soft edges should be merged.", + "confidence": 0.68, + "canonical_issue_reason": "Issue #16618 is the broadest and most central-looking of the three (generic model loading), but it is not a clear duplicate of the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative only because its title is the most general and likely to capture a wider failure mode than the other two, which are more specific and unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: Tapas tokenization vs. bert-base-uncased model loading. Shared wording is too weak to imply the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention model loading, but one is specifically an unauthenticated private-model download error while the other is a generic inability to load bert-base-uncased; not clearly the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 20, + "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": "0809aff36efe46c9056259d2296555b4894b1a044d33757bbcc0a4ac02a7a922", + "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 for more architectures, the other requests GGUF support for more architectures. They are both broad community-contribution feature requests, but they target different subsystems and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue across this pair; the requests are for different features and should remain separate tracking threads.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical for the cluster because they are unrelated enhancements. If forced to pick one as the more established thread, issue #26350 has higher discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests: Flash Attention 2 architecture support vs GGUF architecture support. 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": 5, + "component_count": 20, + "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": "a96ce0e712a6680a57a0ab04e1b491b551a88ed094affe339e55bb8847c7ad9e", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not true duplicates: they are separate i18n translation requests for different languages, plus a few generic/template or spammy-looking issues. The high textual similarity comes from a shared issue template, not the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 28936 is the clearest concrete translation request (Spanish) and is more representative than the template-placeholder or malformed entries, but it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different i18n targets; one is Turkish, the other is a generic placeholder translation request. Similar template text does not make them the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different i18n targets; Turkish vs a generic placeholder issue. Same subsystem, but not the same request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different i18n targets; Turkish vs generic placeholder. Shared template language only." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different i18n targets; Turkish vs Romanian. Separate translation requests, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different i18n targets; Turkish vs Spanish. Same category, but distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request versus a generic placeholder issue. Not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish vs generic placeholder; similarity is just the template." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests; distinct languages and distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish vs generic placeholder; same template, different request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request versus a generic placeholder issue. Not the same change/request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian vs generic placeholder; shared template text only." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian vs generic placeholder; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request and a Thai-titled issue are unrelated language requests." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request and a Thai-titled issue are unrelated language requests." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are template-placeholder translation issues, but there is no evidence they refer to the same concrete language request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Near-identical template text, but these appear to be separate placeholder issues rather than one concrete duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue versus a Thai-titled issue; different content and likely different intent." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder translation issue versus a Thai-titled issue; not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic placeholder translation issues, but the evidence does not show they are the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Template-placeholder translation issue versus Thai-titled issue; different requests." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Template-placeholder translation issue versus Thai-titled issue; not duplicates." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Template-placeholder translation issue versus Thai-titled issue; different underlying content." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Template-placeholder translation issue versus Thai-titled issue; not the same issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "These titles are identical, but without evidence they are the same underlying report; treat as separate issues rather than duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 20, + "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": "adbdf0a1c70f6f11a3e830af0211ca712eafcee97879ef52bee1604790f95fe4", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21657, + "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 a noisy mix of distinct model-request issues across different model families and modalities. None of the soft-edge pairs look like the same underlying change or bug, so all should stay separate.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43671 is the most central/open representative of the cluster: it has strong discussion/activity and sits in the most connected subcluster of related model-support requests, making it the best single issue to anchor triage.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43671 is the best overall issue candidate because it is active, open, and broad enough to represent the cluster\u2019s request-heavy theme better than the more niche model-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families (EuroBERT vs DEIMv2); both are separate model requests, not the same concrete change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBERT config support vs Qwen3-TTS audio support are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different architectures/models (EuroBERT vs RF-DETR); no shared code-path change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct models with different integration work." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision detector vs LFM2.5 Audio are unrelated modalities and implementations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and a weight-sparse transformer request are separate model additions." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision detection and Qwen3-ASR audio support are not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different models and likely different integration paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs OpenAI weight-sparse transformer are distinct model integrations." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT text model support is unrelated to LFM2.5 Audio support." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model families with no concrete duplicate evidence." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model additions, not one merged change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model-specific tasks." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparsity transformer support are distinct code-path changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture work and ModernVBERT model support are not the same request." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are different model families/modality integrations." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models with different implementation targets." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are separate model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT model support and a generic BERT-like RoPE request are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A generic RoPE-related BERT request is unrelated to Voxtral TTS support." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS and ASR are related modality areas but still different concrete model supports and likely separate PRs." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different models, not one duplicate change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Audio TTS support and DeepSeek-OCR2 are distinct model integrations." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and weight-sparse transformer support are unrelated code paths." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests, not the same underlying change." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different model-specific support requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE model addition are unrelated implementations." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer support and EUPE support are distinct model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio models with separate support work." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families and modalities." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 20, + "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": "a20113b137a4b25d92804b98d0e13639412e269eb2fb3d39b7b6cb885d94bc6d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, while the other is an open Vision RoPE refactor. No duplicate or same-underlying-bug signal is present.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46443 is the more substantive and actionable technical item; 38740 is a documentation request about an unrelated topic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the best representative issue here because it describes a concrete code refactor, whereas 38740 is a standalone docs enhancement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and artifact types: docs/framework addition versus Vision RoPE refactor. No evidence they describe the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 20, + "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": "29d9e4b11bc315f05f0ca518cf9d3e9b95c466a5ccd6975b428209dc85aa68c6", + "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 block decoding, the other requests DeepSeek v3.2 support. There is no duplicate relationship or shared underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative here because the items address different problems and should not be clustered as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different feature requests with no shared code path or concrete bug; only a weak topical similarity." + } + ] + }, + "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": 20, + "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": "872ec0ed47ac7b15d1a2541ca0115beb360238a0641bd21ddd37cbdaffde27bc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (Trainer extensibility/custom trainers), but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. I would not treat them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more general and clearly scoped Trainer customizability problem; it reads like the primary design-change request in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the best representative because it centers on a concrete Trainer behavior change and is broader/more foundational than the FLOPS-estimation request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers, but one is about `remove_unused_column` customization and the other about estimating FLOPS. They affect different code paths and 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": 10, + "component_count": 20, + "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": "ba573bbea8192647f0b595f9ee6eea836c4107f64a35ba362c3eb765fa9e775f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests Qwen3-Omni auto-model registration, while the other requests sequence-classification support for Qwen3.5. They touch different model families and different AutoModel entry points.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43684 is the broader auto-model registration request and is the better representative issue in this small cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the most general and canonical request here, but it does not subsume #44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different capabilities: Qwen3-Omni registration vs Qwen3.5 sequence-classification support. 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": "issue", + "component_index": 11, + "component_count": 20, + "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": "343a192f30b467da9a5ce349356b4fddcad6ebcfbe6b6154ca743ed3472c3b9a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are closed issues with almost no content; three share the same generic title \"huggingface\" and one is unrelatedly titled \"Fett\". The cluster looks like weakly related/possibly duplicate issues, but there isn\u2019t enough evidence to confidently merge them all.", + "confidence": 0.55, + "canonical_issue_reason": "Issue 43859 is the best representative of the near-identical \"huggingface\" issues because it is the most recent and the only one with any discussion activity; 43835 has a different title and no evidence tying it to the others.", + "canonical_pr_reason": null, + "best_issue_reason": "43859 is the strongest single issue to keep as the cluster representative, but only because it is the most active of the otherwise content-poor \"huggingface\" reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body evidence; \"Fett\" is not demonstrably the same report as \"huggingface\"." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no body evidence tying the issues together." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete bug description in either issue to justify duplication." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same generic title, but there is no substantive issue text or target to confirm they describe the same underlying problem." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "The titles match, but the reports are too empty to verify they are the same bug rather than separate low-detail submissions." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical generic titles alone are insufficient; no concrete shared problem statement is available." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 20, + "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": "44d7f37711850160166a1799f4e805994fc08ed890cf5c00ceb0253ff509008a", + "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 mostly low-signal placeholder/spam issues. The only clear duplicate set is the three identical \"\" issues; the documentation suggestion and \"Google LLC\" item do not look like the same underlying problem.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44371 is the earliest of the identical \"\" issues and is a good representative of that duplicate trio.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the clearest canonical issue because it matches the other two identical spam reports exactly and appears first chronologically.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": true, + "reason": "Same title, same minimal body signal, and both are identical spam placeholders; likely the same report." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": true, + "reason": "Same title and same sparse content pattern as the other spam issues; looks like a duplicate." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a spam placeholder and the other is a documentation enhancement request; no evidence they are the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\"\" and \"Check out \\\"Google LLC\\\"\" are different subjects with no concrete overlap." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement vs spam placeholder; not the same bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement vs spam placeholder; not the same bug/change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": true, + "reason": "Both are identical \"\" issues with no distinguishing content, so they likely duplicate the same report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and a Google LLC check-out item are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and a Google LLC check-out item are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The duplicate call among the three \"\" issues is supported by identical titles and matching sparse metadata, and the rejections for the documentation suggestion and \"Google LLC\" item are appropriately cautious. Minor wording like \"identical exactly\" is a bit stronger than the packet strictly proves, but not enough to invalidate the overall assessment." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 20, + "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": "df3dae17c12c9bb32ae9003625e577fd6334228f92a1b8271cf5713ce83a8cbf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear to be duplicates: they have the exact same title and very similar body length/content, with no distinguishing links or filenames.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created earlier and already has an inbound reference, making it the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is a strong representative of the cluster for the same reasons: earliest, already referenced, and indistinguishable in topic from #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Accept: the issues have identical titles and highly similar bodies, indicating the same underlying request/problem rather than related but distinct reports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues have the same title, close body lengths, and only soft-similarity evidence, so treating them as likely duplicates is conservative. Canonical issue selection is also reasonable: issue 45145 is earlier and has an inbound reference, while 45151 does not. No overstatement beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 20, + "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": 20, + "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": "b5bc9c33fa6784d70d8d94cc6bd549f8088098dbf339d64c9b421b5d3c21316d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (both involve 4-bit inference), but they describe different bugs and code paths: one is a Gemma4/audio-module uint8 `torch.finfo()` TypeError, the other is a BitsAndBytesConfig `llm_int8_skip_modules` regression that drops the default `lm_head` exclusion and triggers an AssertionError.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #45674 is the better cluster anchor because it is the broader, more general 4-bit inference regression; #45672 is a narrower Gemma4/audio-module-specific failure.", + "canonical_pr_reason": null, + "best_issue_reason": "#45674 best represents the shared configuration/regression class, while #45672 appears to be a model- and module-specific manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Do not merge: the titles point to distinct failures in different paths\u2014Gemma4 audio-module `torch.finfo()` on uint8 weights versus BitsAndBytesConfig handling of `llm_int8_skip_modules` clearing the default `lm_head` exclusion. Shared 4-bit context is too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 20, + "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": "28beedda223b048073db4348500a5bcb8314eb06d8ff0cc9e3008b653d1ebe46", + "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": "Two closed issues with only superficial similarity in title format; they do not appear to describe the same underlying bug or request.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: both are unrelated, name-and-date titled issues with no body or shared context.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong representative for the cluster; the similarity is only textual and does not indicate a duplicate problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different people/names and dates; no evidence of the same bug, feature, or code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 20, + "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": "c723f80e836afd1ea0e1608a50e037aba1bb0d73feae857107d4189328e6a62b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues look like unrelated low-context entries, likely spam or placeholder records, with only weak name/date similarity and no shared substance.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the titles reference different people and dates, and there is no body or linkage indicating the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong representative for the cluster because they do not describe a shared bug, request, or workflow; the similarity is only superficial.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Weak title similarity only; different names and dates, no body, no links, and no evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 20, + "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": "0f5933199b4afe796dab2d655298075661605606ee26bf041122170bf53ca913", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45810 is the more concrete, model-specific feature request and is better as a representative issue for this pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is the clearest standalone request; issue 46295 is a separate training-capability topic and does not fit this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: adding a specific Qwen3_5 token-classification/value-model class vs. enabling FP8 training support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 20, + "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": "bffd1fd2d28c15037796935e5cb6ed60426fbfbb0354ea267c723d143995f4bc", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster splits into two exact duplicate issue pairs: 45870\u219445871 and 45872\u219445873. Issue 45869 looks unrelated to those topics.", + "confidence": 0.97, + "canonical_issue_reason": "45872 is the strongest single representative: it has the fuller description and an exact duplicate in 45873. The 45870/45871 pair is a separate duplicate topic, and 45869 is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best overall issue to anchor the cluster because it is a clear duplicate pair member with the richer, more specific DataForge/scaping-service framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a financial dataset bundle request vs. a financial time-series example. Similar wording only, not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: dataset bundle request vs. example/prediction issue. Not the same concrete change or bug." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and effectively the same issue text; this looks like a direct duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance/DataForge themed, but one is a dataset bundle request and the other is a time-series + scraping-service example. Not the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying requests: dataset/example vs. DataForge scraping-service topic." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different issue themes despite some shared keywords; they do not describe the same concrete problem." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying requests; this is not a duplicate of the DataForge scraping-service issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and matching body length; this is a direct duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 45870\u219445871 and 45872\u219445873 are the only clearly supported duplicate pairs, and the rejection of cross-pair links is conservative. 45869 is reasonably treated as separate rather than forced into either duplicate set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 20, + "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": "e09181a2c1e53383e79580a9f5cc151ded24630b5b7a6d2e9145b6665879135a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve static cache handling around linear attention, but they describe different failure modes: one is a shape corruption/runtime error during early initialization, the other is a Qwen3.5 `KeyError` for `linear_attention`. Related, but not clearly the same underlying bug.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the more general and likely root-cause-oriented failure in static cache `early_initialization` affecting linear-attention layers.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest representative of the cluster: it names the cache path and the concrete corruption mechanism, making it more useful for tracking a fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Reject: both mention static cache and linear attention, but one reports shape corruption in `early_initialization` while the other is a `KeyError` in Qwen3.5. The evidence does not show the same concrete underlying bug or a single fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "93b0b80457dcbee5e494069d7467228c45d19048c1615ef51205244f63671c36", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38083, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38083, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft duplicate pair is credible: the two `fixed_cross_entropy` PRs are the same fix in the same file. The rest are unrelated model additions, refactors, or tests and should remain separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the better canonical representative: it explicitly targets issue 43240, fixes the concrete `fixed_cross_entropy` kwargs path, and is the clearer primary implementation of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest overall representative of the cluster\u2019s only true duplicate pair because it has the explicit issue target, a direct code-path fix, and clearer linkage to the underlying bug than the near-duplicate 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model integration vs an ExecuTorch dynamic-shape test; different code paths and different changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer method additions vs adding a new MobileLLM model; unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fix vs export test coverage; not the same underlying bug or change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness/autoloading work vs a new model implementation; separate changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix vs MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper fix vs Mistral4 test/model work; different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export test vs Mistral4 test/model work; not duplicates." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic export test vs new MobileLLM model code; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model vs config-resolution refactor; different scope and bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs Falcon output-interface refactor; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill/docs; not the same underlying change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output collection refactor vs Mistral4 fixes; different models and code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work vs CLIP-family `layrnorm` rename; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test/model work vs chat-response parsing updates; different subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test/model work vs TDT loss kernel integration; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 work vs config-resolution ordering fix; different bug and code path." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 work vs model creation skill PR; clearly unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model addition vs model-creation skill/docs; the latter is tooling, not the model change itself." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same `fixed_cross_entropy` helper in the same file to pass supported kwargs to `nn.functional.cross_entropy`; these are duplicate implementations of the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The only accepted duplicate pair, 43251/43254, is supported by the shared issue target, same file, and near-identical `fixed_cross_entropy` changes. The other pair verdicts are conservative and their reasons stay within the evidence shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "f76745643bd23e87982111ad8a14e23e030886e606327a97ba98da3b91feba83", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs for the VibeVoice model family, but they are not duplicates: one is the base VibeVoice implementation, the other adds a realtime variant plus acoustic-tokenizer support.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the original, broader VibeVoice implementation and the natural anchor for the cluster; 42781 is a later extension rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative because it introduces the core codepath and model docs, while 42781 is a follow-on realtime-focused expansion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files are not enough to make these the same PR: 40546 implements the base model, while 42781 adds realtime-specific functionality and acoustic-tokenizer pieces. They are related, but not the same concrete fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "b6c55fec6ea56ca3b235b2393d2bc00a51700f2c54360e8ac613aa2970fff852", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not share the same bug, code path, or fix target, so this is not a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the better standalone PR to highlight because it is a focused model-capability addition with clear model, auto-model, and test coverage; PR 40755 is a separate forecasting feature in a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and code paths: TimesFM covariate forecasting vs. DINOv3 image classification. They cannot plausibly be merged as one fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "c05bae6b6e01ccf19753a826d35b2e0195eb4f330f0157b7bb4797b52399c357", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6). They share Transformers integration scaffolding, but each targets a different model family and code path, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR introduces a different model package and associated docs/auto-registry changes, so they should not be collapsed together.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a true cluster representative; 45630 is the broadest implementation-wise, but it is still unrelated to the other two model additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model families (DeepSeek OCR vs Isaac) with different model/config/processing code; shared registration and docs plumbing is not enough to make them the same change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac and Kimi2-6 add different models and touch different underlying implementations; they are not the same bug or patch 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": 6, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "031bb66bc5b9b37f1ed2c3adfd25c0434b4f8cc47e2fa96ef134c4e1633c238f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related GitHub Actions maintenance PRs, but they address different upgrades and should not be merged as duplicates: one is a broad Node 24 compatibility bump across many workflows, the other is a narrower Docker action version update.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative because it is the broader, more explicit upgrade effort for GitHub Actions Node 24 compatibility across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest cluster representative due to its wider scope and clearer umbrella purpose compared with the narrower Docker action version bump in 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different changes: 42975 updates multiple GitHub Actions to versions compatible with Node 24, while 42976 only bumps docker/build-push-action and a few related workflow actions to newer versions. They touch overlapping files but not the same underlying 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": 7, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "70ab2aad60f2ce56ca99b688e5196947106c33a2b2e111b1076386a3329f5d72", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are separate model-addition efforts that only overlap on shared Transformers scaffolding (docs, auto mappings, package exports). They do not look like the same underlying change, so none of the soft edges should be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster contains distinct additions for ViT NEPA, Molmo, Molmo2, and CTSM, so there is no single duplicate change to canonize.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick a representative PR, 43451 (Molmo2) is the most extensive and most reviewed, 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 files are only framework registration/docs, not the same code-path fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model implementations with only generic auto/doc overlap." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are separate model additions; overlap is limited to common Transformers plumbing." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are different models with different configs/processors/tests; not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM target different models and code paths; shared edits are only broad package/auto-mapping updates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated additions; the similarity is superficial and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-6", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46541" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:46541", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:46380|pull_request:46539" + ], + "prepared_review_unit_hash": "ed419e285bb40e318d817cc8fb1791e0746e1e8abf2f5fc50b06c648923163be", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16422, + "estimated_input_tokens": 4106, + "estimated_eval_tokens": 8468 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16422, + "estimated_input_tokens": 4106, + "estimated_eval_tokens": 8468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No true duplicates here; the PRs are all separate fixes across unrelated models/test suites, with one substantive code fix standing out.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44815 is the strongest representative: it fixes a concrete fp8 dequant/loading path bug in core model loading and fine-grained FP8 integration, with supporting tests and targeted code changes.", + "best_issue_reason": null, + "best_pr_reason": "PR #44815 is the best global choice because it addresses a specific runtime code-path defect rather than only adjusting tests, and its diff is cohesive and technically substantive.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:46541", + "accept": false, + "reason": "Whisper tokenizer/test changes vs trainer batch-size tests; different subsystems and different failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-oriented, but one is Whisper tokenization behavior and the other is unrelated CLIP/ViT test edits; no shared underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode logic vs fp8 dequant/loading path; unrelated code paths and models." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer fixes vs generation watermarking/config and broad generation-test updates; not the same bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Generic CLIP/ViT test edits vs PhiMoE integration-test changes; different models and different purposes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-file churn in vision models vs a concrete fp8 loading/kernel fix; no same underlying change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated model test adjustments vs generation/watermarking bug fix; not mergeable as one PR." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading fix vs PhiMoE integration test setup; different components and no shared bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both touch large areas, but they fix different concrete issues: fp8 loading/padding versus generation watermarking validation." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation-config validation fix vs PhiMoE integration-test changes; unrelated 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": 9, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "a1d9ce8bc1c2ebaf0559613211f2413c1fac86cdc34e0e107881af94e0216f47", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: #43488 is a setup/version/dependency tweak for repo-bot testing, while #43532 changes GitHub workflow and testing utility code. The shared Vitest file is incidental.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these changes target different code paths and would not be merged into one PR.", + "best_issue_reason": null, + "best_pr_reason": "No good global best PR for this cluster; the PRs are unrelated and neither subsumes the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes: #43488 updates setup/versioning and a test dependency, while #43532 rewrites CI/workflow and testing utility behavior. Shared test filename is not enough." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "24e903f445016db11887da0251505dd80b64dde424325b571b42be545f96fbd1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related pipeline additions, but they are different features: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. The shared docs/registry/test scaffolding is boilerplate, not evidence of the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43612 and 43613 target different segmentation pipelines and should remain separate.", + "best_issue_reason": null, + "best_pr_reason": "If a representative is needed, 43613 is the broader PR, but it is still not a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete features and code paths: concept segmentation vs visual segmentation. They share framework/docs plumbing, but not the same underlying bug or change, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "b4e9101463235f8c36da8ffe86148e211231b1d27b9bed3ce78a4dc14b932af8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both touch `trainer.py`, but they address different trainer code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not duplicates and should not be merged together.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate changes in the same file, but they fix different behaviors and do not represent the same underlying bug or feature.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the more concrete behavior change in the cluster (loss scaling in `training_step`), but it still does not subsume PR 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: 43651 alters gradient accumulation loss scaling via `_loss_is_scaled_for_ga`, while 43663 adds `_get_signature_columns` to change trainer input-column filtering. Same file only, not 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": 12, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "d119c3bf0a5873262c2fb1982b9c715dea3366a053e16cb65955e062a459249c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs touch the same CLI file but appear to fix different NameError/type-annotation problems, so they should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more concrete fix: it directly guards the TypeAdapter import/annotation for environments without pydantic, matching the explicit issue target and narrow failure mode.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the strongest standalone candidate because it targets a specific runtime import-error path in the CLI and has the clearest bug-to-fix correspondence.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file, but different underlying bugs: #43656 updates future-annotation/type-hint usage more broadly, while #43842 fixes TypeAdapter being unavailable when pydantic is not installed. They are not 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": 13, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + 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"pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "3392d99fdb1cb7f41cddf1e2d0bb4ae8b5e329f08c46017e66ec3a39a16f0f34", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75089, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a batch of model-specific output-tracing refactors. I only accepted soft edges where the two PRs touch the same concrete model/code path; cross-model similarity and shared umbrella references were not enough.", + "confidence": 0.87, + "canonical_issue_reason": "No standalone issue artifact is included. The closest umbrella is #43979, but only a subset of PRs explicitly link it; the rest share the broader output-tracing refactor theme without proving they all belong to one issue.", + "canonical_pr_reason": "PR 44066 is the clearest representative of the tight GPT-J/CodeGen subgroup: it changes the same concrete output-tracing code path and explicitly points at the umbrella tracking issue used by that subset.", + "best_issue_reason": "No issue node is available to select. If one were needed, #43979 best matches the subset of PRs that explicitly reference it and the broader output-tracing refactor theme.", + "best_pr_reason": "PR 44066 is the strongest single representative of the actual duplicate subgroup because it spans the shared GPT-J/CodeGen path and is the most umbrella-like of the same-model refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths; same refactor theme is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Cvt/FNet and DeBERTa-v2 are separate model refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing change family on the same concrete file path." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are different model implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet are different concrete changes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated model changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are different models and forward paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are separate refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different models/code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated refactors." + }, + { + "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 and GPT-J are separate model changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated models." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different models." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are different concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are not the same code path." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are separate model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are separate changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44076", + "accept": false, + "reason": "TextNet and ImageGPT are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are not the same code path." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated model changes." + }, + { + "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 refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are different models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44101", + "accept": false, + "reason": "DeBERTa-v2 and Flaubert/XLM are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing family on the same files; plausible duplicate merge." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same file path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Cvt/FNet and RegNet are different model changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "Cvt/FNet and SpeechT5 are unrelated code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most soft-edge decisions are conservative and the accepted pairs are plausibly mergeable within the same model/code path. However, the canonical issue reasoning overstates the evidence: the packet shows only some PRs explicitly link #43979, not all of them. Please soften that claim and keep the issue-language limited to the linked subset or the broader cluster theme." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 37, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "cab81ec9285b39a00589d340c5ee17ff63df3c2a8d10ee220b3ad662e3a341be", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17127, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are model-specific PRs in the same broad standardized-output refactor wave, but they touch different model implementations and code paths, so they are not duplicates and should not be merged together.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best representative: it has an explicit issue target, a clear model-specific refactor, and a substantial output-tracing change in one concrete code path.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the most representative cluster member because it is the most explicit about the underlying task and reads like the clearest standalone instance of the standardized output-capture migration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing migrations, but they apply to different models (FocalNet vs ImageGPT) and different forward paths; not the same bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but VisualBert and TextNet are separate implementations with separate output semantics and tests." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBert: different model code paths and not plausibly one merged fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are unrelated model implementations; this is only the same migration pattern, not the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are distinct model files and architectures; same broad cleanup, but not duplicate work." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "These target different models and forward signatures; they share a refactor style, not a concrete shared defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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:44025", + "pull_request:44000|pull_request:44026", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", + "pull_request:44002|pull_request:44003", + "pull_request:44000|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": "e1ab94b2a043fab16650b1e9cf7758a6a29970d14c00c959700b3e6ff389ac48", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41327, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41327, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates; they are separate per-model refactor PRs that all follow the same output-tracing/can_return_tuple pattern across different architectures.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest representative here: it applies the output-tracing refactor across the Mamba family and includes the supporting capture/output-recording plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best single representative of the cluster because it is the most complete instance of the recurring refactor pattern and changes both model code and shared output-capturing infrastructure.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model code paths and files; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures (timm_backbone vs vision_text_dual_encoder); similar output-tracing cleanup only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Same generic tracing refactor, but unrelated model implementation and code path." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and different plumbing; not a single fix that could plausibly be one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Both are tracing-related, but they affect different model families and different internal execution paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and different output-capturing details; only the refactor style is shared." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model implementations; same broad cleanup theme is not enough for duplication." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families with distinct forward methods; not the same concrete bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model targets and code paths; similar decorator/tracing refactor only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder wrapper model; not the same underlying change as MobileNetV1." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Both are refactors, but they target unrelated model code and do not fix the same concrete behavior." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Distinct model architectures and forward paths; only the tracing pattern matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and output types; not one mergeable bug fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "Vision-text dual encoder vs vision-encoder-decoder are separate code paths, so this is not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate models with separate output plumbing; same refactor style only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and implementations; not the same underlying issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "Unrelated model code paths despite the shared output-tracing refactor theme." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV touch unrelated execution paths; not the same fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different tracing behavior; no duplicate relationship." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and different plumbing changes; only superficially similar." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and code paths; not one underlying bug or change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families; shared refactor theme is too broad to merge as duplicates." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models with distinct forward implementations; not the same code-path problem." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba-family refactor vs CodeGen cache/output refactor are different concrete changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model targets and different behavior changes; not a duplicate fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations and output semantics; only a shared refactor theme." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are unrelated code paths, so this is not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and code paths; similar output-tracing wording only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model wrappers and different files; not the same bug/change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything vs Speech Encoder-Decoder are unrelated implementations; same refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and forward paths; not mergeable as one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths and different output-capturing mechanisms; not a duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate models with separate refactor scopes; too broad to treat as the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision-encoder-decoder and RWKV are unrelated code paths; no duplicate fix here." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model wrappers and different output behavior; not the same underlying bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations; shared tracing refactor is not enough to accept." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different concrete model changes with no shared code path." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated; similar refactor style only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and different execution paths; not a duplicate." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Distinct model code paths and output semantics; no single underlying fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated architectures; same refactor theme only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and different concrete behavior changes; not the same PR-worthy fix." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV output-recording changes are separate from DPR's wrapper refactor; 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": 16, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "9d758703b84a061e8777621978a13b87b1188accd7ea678248df1071f98012de", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR #44662 adds PenguinVL, while PR #45401 adds Voxtral TTS. They share only common Transformers scaffolding (auto registries, docs, model package plumbing), not the same model or code-path fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplication: the two PRs implement different model integrations and should remain separate.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the better representative of the set because it has an explicit issue target and a focused single-model scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS) with only shared integration boilerplate; they do not fix the same underlying 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": 17, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "92fb08c3d8c9e3a7685735b61da9f57a4292ebfa148a0b19d0d31b0d90fc0c5b", + "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": "These two PRs are related to fusion, but they target different layers and are not the same change: one adds a standalone Module Fusion API, while the other wires n-to-1 kernel fusion into KernelConfig/model loading. I would not triage them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, user-facing fusion feature: it integrates KernelConfig into model loading and adds an end-to-end example, whereas #44979 is lower-level API scaffolding for module fusion.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best representative of the cluster because it captures the broader end-user workflow and actual integration path; #44979 looks like an enabling library/API layer rather than the main feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share the general fusion theme, but #44979 defines a module fusion API and #45363 implements n-to-1 kernel fusion through KernelConfig; different code paths, different deliverables, not one mergeable 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": 18, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "873fef7dae20efd36c01a3dc7c9f5e0bd1ca368c879b8788e5d4e07de790138c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path for the same issue target. The second PR is the stronger canonical candidate because it includes tests and slightly broader validation.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR: it addresses the same bug as #45086, adds test coverage, and appears to be the more complete fix for the same code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best overall representative of this fix cluster because it is the same bug fix with accompanying tests and more discussion/activity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same function and file, with the same issue target; the second PR is a direct extension of the first and could plausibly be merged as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "d62a3163e61bc7c77896e772646d368c6bc5738995c9b1327f360e083ed395a1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH workstreams but not the same PR: one focuses on conversion-mapping/inheritance refactors, while the other splits NemotronH into dense/sparse implementations with docs and tests. The soft similarity is too broad to treat as a duplicate.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical PR because it is broader and more complete: it introduces the dense/sparse model split, updates auto-mapping and docs, and includes tests. PR 45115 is narrower and mainly refactors inheritance and checkpoint conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best overall representative of the cluster because it covers the main architectural change and supporting integration work, whereas PR 45115 is a smaller refactor around conversion mappings and model inheritance.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They touch overlapping NemotronH files, but the changes are not the same underlying fix/change: 45115 adds checkpoint conversion and inheritance refactors, while 45569 splits NemotronH into dedicated dense/sparse models with docs and tests. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "33fe1576bf31c650a9eb3ea28af030e798afcb6d63e946f26175403b3b373dc9", + "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 two PRs are related pieces of heterogeneous-model support, but they are not duplicates: one introduces per-layer config plumbing, while the other wires heterogeneous behavior into modeling/cache/masking paths. They share infrastructure, yet target different concrete changes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader umbrella change: it adds heterogeneous model support across modeling, cache, masking, and tests, so it is the more representative PR of the overall feature area.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best single representative because it covers the larger end-to-end heterogeneous modeling change rather than only config plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not the same underlying change. 45333 is focused on per-layer configuration support in PreTrainedConfig, while 45332 uses heterogeneous config in cache/modeling/masking code paths to enable heterogeneous models. They could land independently and would not plausibly be one merged PR without broadening scope." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "9f0a7300f65e1eb4919dca49e2f6e0f466ddd5497003f1702def67c2cc619f93", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are both typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking sweep, while #45425 adds typing protocols/helpers and model-specific adjustments. The shared files are incidental overlap, not duplicate intent.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45425 is the more focused and self-contained PR, centered on adding typing helpers/protocols and related model integrations. #45415 is much broader and looks like a separate type-checking rollout rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the better representative of this cluster because it has a clear, narrow purpose. #45415 is a large sweep across many files and should not be treated as the same underlying fix/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are typing-related and share a few files, but #45415 is a broad type-checking pass across many modules, whereas #45425 adds specific typing protocols/helpers for model integration. They do not fix the same concrete code-path problem and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "02836845fe0c03a928b3cf6544603b42242bb77ac024b2567a81c950765d93c3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs deal with cached forward paths, but they target different model families and different bugs: Qwen3.5/GDN multi-token cached forward vs Mamba2 use_cache with seq_len > 1. They are not duplicates and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45513 is the broader representative if a canonical PR is needed: it fixes the multi-token cached-forward bug across several Qwen3.5-family model files and includes targeted tests. PR 46084 is a separate Mamba2 cache-state fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45513 is the best cluster representative because it covers the more general cached-forward correction across multiple related implementations; PR 46084 addresses a different code path in a different architecture.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying bugs and code paths: Qwen3.5/GDN linear-attention cached forward versus Mamba2 use_cache handling for seq_len > 1. Similar cache terminology is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "e0e118697029ce199807c39b608b9ed367a208a355e0fa1931830d65f3540155", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap on EP/distributed model loading, but they appear to address different failures and code paths, so they should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the stronger representative: it targets a specific EP/FSDP2 overwrite bug in model loading and includes coordinated fixes across loading and MoE paths, whereas 45548 is a narrower Accelerate/ZeRO-3 serialization/loading tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best standalone candidate because it fixes a concrete, reproducible loading corruption path with clearer scope and broader code impact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Reject: both involve expert-parallel/distributed loading, but 45548 fixes config serialization and EP detection for accelerate/ZeRO-3, while 45662 fixes rank-0 broadcast overwriting experts during FSDP2 loading; these are different bug mechanisms and not one 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": 24, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "a2ddc72f01d69bda1dcdcc531954bc8dd7b4fe521aded03a0864de0fa39d9e2f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist collision in patched-testing captured_info artifacts, with PR 45645 extending the core fix into CI log aggregation and notification handling. They share the same issue target and overlapping testing_utils/test changes, so they are likely duplicate/sibling fixes for one underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe artifact fix plus the surrounding CI handling needed to consume multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the most complete and user-facing version of the fix; PR 45639 is a narrower subset of the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist collision problem for captured_info artifacts, same explicit issue target, and overlapping code/tests in the same file. The extra workflow/notification changes in 45645 are compatible extensions 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": 25, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "c95105f6594f45f42576f23c1c07bbc9b00870b5199cbeb8473a5178009efe68", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7580, + "estimated_input_tokens": 1895, + "estimated_eval_tokens": 4046 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7580, + "estimated_input_tokens": 1895, + "estimated_eval_tokens": 4046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains one unrelated AutoModel mapping fix and two similar but model-specific attn_implementation support PRs. The RecurrentGemma and BLIP-2 PRs share a feature theme, but they modify different model code paths and should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46401 is the strongest representative of the repeated attn_implementation-dispatch pattern: it covers a broader set of BLIP-family models and includes matching model/test updates. PR #46320 is the same kind of feature work but for RecurrentGemma, and PR #45670 is unrelated.", + "best_issue_reason": null, + "best_pr_reason": "PR #46401 is the best overall representative because it is the most complete instance of the attn_implementation dispatch change among the related PRs. PR #46320 is closely related in theme but fixes a different model family\u2019s code path, and PR #45670 is a separate AutoModel registration nit.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes: one adds a model mapping in AutoModel, the other implements attn_implementation dispatch for RecurrentGemma. Shared theme is too broad to treat as duplicate." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Unrelated scopes: AutoModel registry update versus BLIP-family attn_implementation dispatch support. Not the same underlying bug or change." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both are attn_implementation support PRs, but for different model families and different code paths. Similar feature work is not enough to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "adfd5c704c95b6dad334a6d23e40d53aedb47e2fcf2901c0345cae989681c44d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both linter/modeling-rule work, but they target different rule families and different code paths: TRF003 tuple-return handling in text/audio models vs TRF018 dead do_* flag consumption in image/video processors. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 45720 implements TRF003 across model forward methods, while 46259 introduces TRF018 for processor flag usage; they address unrelated underlying changes.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good duplicate representative for the other because the fixes are in different subsystems and would not plausibly be merged into one change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different lint rules and different concrete behavior: tuple-return support in model forwards vs processor do_* flag consumption. 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": 27, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "061a5099eaa17f18e6c709650ed73f4e8485677cb4fd9adb446a3d5954a58d7c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one is a broad telemetry/model-implementation change, the other is a ViT test-only migration with intentional failing assertions.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:45932 is the more substantive and representative PR in the cluster; it changes actual workflow/model code, while pull_request:46100 is a narrow test-only edit with obvious placeholder failures and is not a good canonical representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "These PRs are unrelated. 45932 touches CI secrets and multiple model/config files; 46100 only edits a ViT test file and injects dummy failing assertions. They do not address the same underlying bug/change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "d2e78f3f6dddce8c18525486154634b8603f8fa2c69d3ba653ca889b9f58e4dd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are model-specific SDPA dispatch enablement changes for different architectures. They share a theme and similar phrasing, but they are not the same concrete code-path fix and would not naturally collapse into one PR.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the broadest and most representative of the cluster, covering multiple model families and tests for SDPA dispatch, so it best serves as the canonical PR among these related-but-distinct changes.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the strongest cluster representative because it spans the widest set of affected models and shows the common SDPA dispatch work more comprehensively than the single-model PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Different model implementations (CTRL vs T5) with separate code paths; same feature theme, but not the same bug/change and not a single plausible merged PR." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL-only SDPA dispatch work is distinct from the multi-model wav2vec2/SeamlessM4T changes; they do not fix one shared concrete code path." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch is a separate model-family implementation from the wav2vec2/SeamlessM4T PR; related topic, but not duplicate enough for merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "3a0c625fdb3b9b6b1f20c8bffb4727909f14d379c0969be91fd9c49556856b30", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs overlap in distributed/TP files, but they are not the same underlying change. PR #46126 is a focused EP + Trainer integration feature, while PR #46269 is a much broader distributed branch-base PR spanning FSDP, tensor parallel, MoE, loading, and CI. The shared filenames alone are not enough to merge them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46269 is the broader, more central distributed-infra branch and is the better canonical representative of this cluster\u2019s general theme; PR #46126 is narrower and feature-specific.", + "best_issue_reason": null, + "best_pr_reason": "PR #46269 is the best overall PR candidate because it has the wider scope and subsumes more of the shared distributed infrastructure work, whereas #46126 is a targeted EP integration change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the overlap is only at the subsystem/file level. #46126 implements EP + Trainer integration, while #46269 is a large distributed branch-base PR touching many unrelated areas; they do not appear to fix the same concrete code-path problem and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-6", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46138|pull_request:46503", + "pull_request:46138|pull_request:46501", + "pull_request:46138|pull_request:46502", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46504", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46503|pull_request:46504" + ], + "prepared_review_unit_hash": "0736b46485a3fa62592d3fba83a67c6bbfa33f0acf67eaba4d6e094085503d31", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 14225, + "estimated_input_tokens": 3557, + "estimated_eval_tokens": 7370 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 14225, + "estimated_input_tokens": 3557, + "estimated_eval_tokens": 7370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are small, unrelated workflow maintenance PRs. They share only superficial similarity from the generic 'chore: update ...' pattern, but each changes a different GitHub Actions file and a different behavior. No duplicate pair is convincing.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated fixes: stdin handling for self-comment CI vs safe commit-message handling in build-ci-docker-images." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflows and concerns: self-comment CI CLI invocation vs SSH runner hardening and env cleanup." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and behavior: self-comment CI message piping vs benchmark workflow dispatch trigger." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files; one updates self-comment CI command plumbing, the other changes anti-slop permissions." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and code paths: self-comment CI script invocation vs assign-reviewers checkout ref selection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening is unrelated to benchmark_v2 trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different files and purposes: SSH runner security changes vs anti-slop workflow permission scoping." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows: SSH runner secret handling vs reviewers workflow checkout base ref." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46504", + "accept": false, + "reason": "Different files and behavior: SSH runner download/checksum changes vs build-ci-docker-images commit-message parsing." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow tweaks, but they address different jobs and unrelated logic: anti-slop permissions vs benchmark trigger conditions." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Unrelated workflow changes in different files: anti-slop permissions vs assign-reviewers checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and concerns: anti-slop permission scoping vs build-ci-docker-images shell safety." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow behavior: reviewer assignment checkout base ref vs benchmark manual dispatch enablement." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different files and code paths: assign-reviewers checkout config vs build-ci-docker-images commit-message grep safety." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Both touch workflows but fix unrelated mechanisms: benchmark trigger conditions vs build image tagging logic." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "eacb985fb54d679490750d724669b4b581c10b6a87b7b725467704d8b0ca9e76", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs try to remove direct file-open source inspection, but they target different code paths and different bugs: one in import-utils path resolution, the other in model attention-implementation detection. They are related by technique, not the same change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the better canonical PR for this cluster because it has the more concrete, self-contained behavioral fix and includes tests; PR #46152 is a separate utility refactor in a different subsystem.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the strongest representative because it addresses a specific runtime source-inspection failure mode in a user-facing code path, whereas PR #46152 is narrower and more infrastructural.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid open() for reading source, but they fix different code paths: import_utils traversable resolution vs modeling_utils attention-implementation detection. They do not look mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "78637131bec863adaf7c62c221cb5572e4b8dd21bdd23a978366911ba27245cf", + "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 clear duplicates of the same StaticLayer type-hint fix; the generation cache max-len PR is unrelated and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the cleanest representative: it has the explicit issue link to #45987 and the same exact cache_utils type-hint change as #46474.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the best single PR to keep because it precisely matches the underlying fix, has the issue linkage, and is fully equivalent to #46474.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different bugs: #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 touch src/transformers/cache_utils.py, target issue #45987, and make the same get_seq_length return-type annotation update." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s conclusions are grounded in the packet. PR #46173 and #46474 have the same diff in src/transformers/cache_utils.py, share issue target #45987, and are reasonable duplicates of the same type-hint fix. PR #46436 is separate: it targets a different issue, touches different files, and addresses cache max-length behavior rather than the StaticLayer type-hint change. The verdicts are conservative and supported by the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46293-2", + "nodes": [ + "pull_request:46293", + "pull_request:46478" + ], + "soft_pairs": [ + "pull_request:46293|pull_request:46478" + ], + "prepared_review_unit_hash": "7bd39ae48d659fdee338d62b65f52e0c5fa39368b02b874770cb97e7816d0b13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same hub-kernels area and share issue #46291, but they implement different fixes: one updates kernel repo/version metadata for kernels>=0.15.0, while the other pins LayerRepository revisions to main and adds broader config/test changes. They are related, but not the same duplicate change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46478 is the better canonical PR because it is broader and more complete: it updates multiple hub-kernel references, touches kernel config, and includes test coverage, making it the stronger representative of the fix set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46478 is the best overall PR in the cluster because it addresses the problem more comprehensively and is more suitable as the merge target for the shared hub-kernel compatibility work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46293", + "right": "pull_request:46478", + "accept": false, + "reason": "Both mention the same issue and file, but the concrete changes differ: #46293 adjusts repo/version compatibility metadata, while #46478 pins revisions to main and extends config/tests. They are related fixes, not the same PR-worthy code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "408772ae08f1138d014566263c8eaa9e6b6f316fffe54c8ecf839145bb0d7576", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4787, + "estimated_input_tokens": 1197, + "estimated_eval_tokens": 2650 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4787, + "estimated_input_tokens": 1197, + "estimated_eval_tokens": 2650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same Moonshine streaming sliding-window right-boundary off-by-one bug (`<` to `<=`) in the same code path, with 46546 adding tests. They are effectively duplicate change proposals.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "46546 is the more complete representative of this fix: it changes the same boundary condition in both Moonshine streaming implementations and also adds a test file, making it the stronger canonical PR.", + "best_issue_reason": null, + "best_pr_reason": "46546 is the best PR choice because it contains the same concrete bug fix as 46310 plus test coverage, so it is the most actionable and complete version of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same underlying off-by-one right-window boundary fix in the same Moonshine streaming mask function; 46546 is essentially the same patch plus tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "d79162a1c34f795a01a8c2dba3b85864d57c2ee410756350a66805a0d5127766", + "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": "The two PRs are unrelated: one adds multimodal continuous batching infrastructure, while the other adds the HunYuan VL model, docs, and tests.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the clearer canonical PR because it is a self-contained model addition with docs and tests; PR 46376 is a draft infrastructure change with a much broader, unfinished scope.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the best overall PR in this cluster because it is more complete and reviewable, while PR 46376 is a draft framework expansion rather than a finished change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes and code paths: continuous batching multimodal support vs. a new HunYuan VL model package/docs/tests. They are not plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46548-2", + "nodes": [ + "pull_request:46548", + "pull_request:46549" + ], + "soft_pairs": [ + "pull_request:46548|pull_request:46549" + ], + "prepared_review_unit_hash": "73ad037452e857f44a743842e9155d2c118b5f7e82ae5b2f07b9500644d83e9e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4099, + "estimated_input_tokens": 1025, + "estimated_eval_tokens": 2306 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4099, + "estimated_input_tokens": 1025, + "estimated_eval_tokens": 2306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs are near-perfect duplicates: same title, same file (README.md), and the diff preview is identical. They should be clustered together as the same docs-only change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46548 is a good canonical representative because it is the earlier of the two and appears byte-for-byte identical in scope to PR 46549.", + "best_issue_reason": null, + "best_pr_reason": "PR 46548 is the best cluster representative: it cleanly captures the shared README formatting edit, while PR 46549 adds no distinct scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46548", + "right": "pull_request:46549", + "accept": true, + "reason": "Same title, same target file, and identical diff preview indicate the same underlying README formatting fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260611T000026Z/analysis-runs/hybrid-model-20260611t000026z/manifest.json b/snapshots/20260611T000026Z/analysis-runs/hybrid-model-20260611t000026z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..020de9ee4ee86b26d7c0baa968245a2f44b2d414 --- /dev/null +++ b/snapshots/20260611T000026Z/analysis-runs/hybrid-model-20260611t000026z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260611t000026z", + "artifacts": { + "hybrid": "snapshots/20260611T000026Z/analysis-runs/hybrid-model-20260611t000026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260611T000026Z/analysis-runs/hybrid-model-20260611t000026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-11T00:10:26Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260611T000026Z", + "variant": "hybrid" +} diff --git a/snapshots/20260611T000026Z/manifest.json b/snapshots/20260611T000026Z/manifest.json index d8273b13752e36ff6dc69c90770ffc3a914d3e33..abb1da8c8729bb2cdb482679e2adc84d8cb877af 100644 --- a/snapshots/20260611T000026Z/manifest.json +++ b/snapshots/20260611T000026Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 331 }, "extracted_at": "2026-06-11T00:00:26Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260611t000026z", + "runs": { + "hybrid-model-20260611t000026z": { + "analysis_id": "hybrid-model-20260611t000026z", + "artifacts": { + "hybrid": "snapshots/20260611T000026Z/analysis-runs/hybrid-model-20260611t000026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260611T000026Z/analysis-runs/hybrid-model-20260611t000026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260611T000026Z/analysis-runs/hybrid-model-20260611t000026z/manifest.json", + "model": null, + "published_at": "2026-06-11T00:10:26Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260611T000026Z", "watermark": {