diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index d5d70db35f6e4182b0c83ef5a8517959492ccbf5..95ed66fadc82915ef958d5ac005c4bc2859dda80 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": "20260613T000024Z", - "generated_at": "2026-06-13T00:09:05Z", + "snapshot_id": "20260613T060032Z", + "generated_at": "2026-06-13T06:09:09Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,6 +1148,66 @@ } ] }, + { + "cluster_id": "cluster-45081-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081, + 45356 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1622,65 +1682,6 @@ } ] }, - { - "cluster_id": "cluster-45081-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 45081, - "canonical_pr_number": 45317, - "issue_numbers": [ - 45081 - ], - "pr_numbers": [ - 45086, - 45317 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45086, - "right_pr_number": 45317, - "code_similarity": 0.589, - "size_similarity": 0.34, - "file_overlap": 0.5, - "area_overlap": 1.0, - "patch_similarity": 0.136, - "shared_filenames": [ - "src/transformers/tokenization_utils_tokenizers.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/tokenization_utils_tokenizers.py", - "left_ranges": [ - [ - 1360, - 1370 - ], - [ - 1374, - 1380 - ] - ], - "right_ranges": [ - [ - 1360, - 1370 - ], - [ - 1374, - 1380 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -2015,7 +2016,16 @@ ] } ], - "duplicate_issues": [], + "duplicate_issues": [ + { + "cluster_id": "cluster-45081-4", + "canonical_issue_number": 45081, + "duplicate_issue_numbers": [ + 45356 + ], + "reason": "Issues in cluster-45081-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + } + ], "duplicate_prs": [ { "cluster_id": "cluster-41115-3", @@ -2080,13 +2090,13 @@ "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-45081-3", + "cluster_id": "cluster-45081-4", "canonical_pr_number": 45317, "duplicate_pr_numbers": [ 45086 ], "target_issue_number": 45081, - "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-45081-4 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-45561-3", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 09de48c8b52a5e31744bccdbd8c8a961b31b1f21..070520ee763cc9b9c764489ad564e22679c27685 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": "20260613T000024Z", - "generated_at": "2026-06-13T00:09:05Z", + "snapshot_id": "20260613T060032Z", + "generated_at": "2026-06-13T06:09:09Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:24643", "issue:30277", @@ -132,322 +132,406 @@ "issue:43866|issue:46402", "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "60c623a196514a531f5f329b1eedc79baf6f7e2376272d2536c48a99a0cc1319", + "prepared_review_unit_hash": "820c52c0d7ceed2be742f5b49df34abbe80b6aa1cd7d9eedcd3a3a0d1e308aed", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46523, - "estimated_input_tokens": 11631, - "estimated_eval_tokens": 23518 + "serialized_chars": 46531, + "estimated_input_tokens": 11633, + "estimated_eval_tokens": 23522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issues. The only clear duplicate pair is the two DeepSpeed ZeRO-3 BERT IndexError reports; the rest are similar only at the symptom/subsystem level and are too broad to merge as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43596 is the best canonical issue because it states the DeepSpeed ZeRO-3 / BertModel IndexError clearly and broadly enough to cover the near-identical follow-up report in 43638.", + "summary": "This cluster is mostly heterogeneous: it contains many unrelated bug reports, with only two clear duplicate pairs standing out (DeepSpeed ZeRO-3/BERT index-out-of-bounds, and torch 2.4.1 incompatibility). The remaining soft matches are broad similarity only and should not be merged.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45800 is the cleanest anchor for the cluster\u2019s strongest exact-duplicate pair: 46515 is essentially the same torch 2.4.1 incompatibility report, and 45800 is the more specific version of the two.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best representative issue for the only true duplicate pair in this cluster; it is specific, readable, and captures the shared root symptom.", + "best_issue_reason": "45800 is the best single issue to keep as canonical because it is concrete, specific, and has an obvious near-verbatim duplicate in 46515.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different bugs: Qwen3.5 config attribute error vs chat/completions streaming failure." + "reason": "Different Qwen3.5 streaming/config issues; not the same bug." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and failures: AMD GPU support for GPT-OSS-20B vs MPS histogram on int in MoE." + "reason": "Different models, hardware, and failure modes." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both mention model/runtime problems, but the model, backend, and failure mode are unrelated." + "reason": "Different bug class: dtype mismatch vs AMD GPU support." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different concrete issues: autocast dtype mismatch vs AMD GPU incompatibility." + "reason": "Both are model/runtime errors, but the concrete failures differ." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Generic GPU/backend breakage is not enough; these are different models and different failures." + "reason": "Unrelated model-specific inference bugs." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and different invalid-method/backend symptoms." + "reason": "Different MoE/model method issue vs AMD GPU failure." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Both are error reports, but one is a DeepSpeed collective mismatch and the other is ONNX export; unrelated code paths." + "reason": "Different code paths: distributed collective mismatch vs ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different export/runtime failures for different models and different causes." + "reason": "Different models and different runtime/config failures." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different issues: ONNX export error vs device-mapping CUDA assert." + "reason": "No shared underlying bug; only broad model/runtime similarity." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Both are RAG/docs-related, but one is a task crash and the other is outdated examples." + "reason": "Different topics: table QA crash vs RAG docs example cleanup." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are stale v5 docs issues, but they target different removed documentation references and are not clearly the same change." + "reason": "Both are v5 docs cleanups, but they point to different removed references and are not the same underlying issue." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error is not the same as GenerationMixin import failure." + "reason": "Different failures: ModernBERT ONNX export vs GenerationMixin import error." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different problems: Qwen3.5 embedding unpacking with TRL vs resuming training with local model and trust_remote_code." + "reason": "Different training/resume problems with no shared concrete code path." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different device/shape errors with different models; not the same underlying bug." + "reason": "Different models and symptoms: mask-shape error vs device-map mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but this one is a generic mask/tensor shape mismatch, not the same DeepSpeed ZeRO-3 Bert bug." + "reason": "Both are tensor-shape style errors, but the model/setup and failure are different." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Unrelated: Bert ZeRO-3 loading error vs training resume/trust_remote_code issue." + "reason": "Different training workflow issue unrelated to BERT ZeRO-3 indexing." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "The DeepSpeed Bert IndexError and a generic mask shape mismatch are different bugs." + "reason": "Different error surfaces and different model/setup context." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different multimodal failures: generic mask/tensor mismatch vs video chat template token/feature mismatch." + "reason": "Different multimodal/video mismatch bugs." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Generic indexing/shape error vs GPT-OSS MoE tensor-parallel failure; not the same bug." + "reason": "Different model parallelism bug vs mask/indexing error." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Different issues: training resume/auth behavior vs broken Nemotron example." + "reason": "Unrelated resume/trust-remote-code issue vs Nemotron example breakage." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Different failures: Qwen3-vl video StopIteration vs training resume with local model." + "reason": "Different model/input bug vs training-resume issue." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different code paths and symptoms; no duplicate evidence." + "reason": "Different BERT ZeRO-3 loading bug vs resume/trust-remote-code issue." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + "reason": "Different products/features: BarkProcessor preset vs ModernBERT export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve distributed training, but the models and failure modes differ." + "reason": "Both involve distributed training, but the concrete failures differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying DeepSpeed ZeRO-3/BertModel IndexError with size-0 tensors; these are near-identical reports." + "reason": "Same DeepSpeed ZeRO-3/BERT index-out-of-bounds failure; titles differ only in model setup wording." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy being called is unrelated to GPT-OSS tensor parallel issues." + "reason": "Different MoE/Liger-kernel vs GPT-OSS TP bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different problem domains: detokenization in v5 vs LoRA weight merge/save mismatch." + "reason": "Different tokenizer/detokenization issue vs LoRA save/load mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen3 NVFP4 runtime error is unrelated to LoRA merge/save output mismatch." + "reason": "Unrelated Qwen3 NVFP4 run error vs LoRA save/reload inconsistency." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Both are training-time errors, but one is checkpointing/FSDP recomputation and the other is an indexing shape mismatch." + "reason": "Different distributed-training failure modes and error messages." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but one is a 2-D weight RuntimeError and the other is a collective mismatch on ranks." + "reason": "Both mention DeepSpeed, but they are different runtime errors and paths." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Both touch Qwen3_5MoeTextRotaryEmbedding, but one is CPU offload compatibility and the other is meta-to-empty uninitialized memory; not the same bug." + "reason": "Same module family, but the reported bugs are distinct (CPU offload compatibility vs meta/to_empty materialization)." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 loading bug vs GPT-OSS MoE tensor-parallel bug are unrelated." + "reason": "Different BERT ZeRO-3 indexing bug vs GPT-OSS TP issue." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing/FSDP recomputation issue is not the same as CustomTrainer compute_loss signature breakage." + "reason": "Different training-stack bugs: activation checkpointing/FSDP vs trainer API mismatch." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and failures; no shared underlying code-path bug." + "reason": "Different distributed-training bug vs GPT-OSS TP failure." }, { "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and failure mechanisms." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime problems with no shared code path." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal input-path bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different config/attribute error vs tokenizer regex crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 incompatibility report; 46515 is effectively a duplicate of 45800." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 issues: device mismatch vs expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Different compatibility/running issues with no common bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed checkpointing issue vs device-mapping CUDA assert." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime errors." + }, + { + "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different model/backend errors: Mistral-3 dtype mismatch vs Qwen-3 NVFP4 runtime failure." + "reason": "Different models and failure signatures." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different model-specific runtime failures." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and error mechanisms." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend bugs and unrelated models." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different input/runtime bugs with no shared underlying change." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different model code issue vs MPS histogram backend limitation." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross_entropy invocation and TRL SFT embedding unpacking are different issues." + "reason": "Different Liger-kernel/cross-entropy issue vs TRL trainer unpacking issue." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 loading failures, but Gemma3 and Bert hit different code paths and likely different fixes." + "reason": "Similar DeepSpeed context, but the model and concrete failure are different." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they refer to different removed content and are not clearly the same change." + "reason": "Different docs references removed in v5; not the same underlying issue." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram-not-implemented are unrelated." + "reason": "Different model/runtime bug vs MPS backend limitation." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Different issues in different subsystems: TRL embedding unpacking vs MoE MPS histogram failure." + "reason": "Unrelated trainer-input bug vs backend limitation." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different runtime problems: Liger Kernel path vs autocast dtype mismatch." + "reason": "Both are training/runtime issues, but the concrete bug is different." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer loss-signature breakage are unrelated." + "reason": "Different distributed bug vs trainer API mismatch." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Checkpointing/FSDP recomputation bug is unrelated to import failure of GenerationMixin." + "reason": "Different failure domains: FSDP checkpointing vs import error." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Cross-entropy routing via Liger Kernel is unrelated to a generic mask/tensor indexing error." + "reason": "Different kernel/training bug vs tensor mask shape mismatch." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "Different content: AMD GPU runtime issue vs outdated RAG examples." + "reason": "Different model/hardware issue vs docs example cleanup." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Model corruption and text encoder weight loading are not the same bug." + "reason": "Different model checkpoint corruption vs weight-loading bug." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention torch compatibility, but the affected versions and failure surfaces are different." + "reason": "Different torch-version compatibility reports with different scope and symptoms." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is well grounded in the packet: 43596/43638 is the only clearly duplicate pair, and the rest of the soft pairs are rejected conservatively with reasons tied to distinct model/backend/failure modes. The canonical issue choice is also supported by the titles and similarity signal." + "feedback": "Grounded overall: the packet supports a heterogeneous cluster, and the two accepted soft pairs (43596/43638 and 45800/46515) are the only ones that look plausibly duplicate-level from the provided titles. The other verdicts stay conservative and do not over-merge unrelated bugs." }, "evaluator_used": true, "retried": false, @@ -466,7 +550,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:36010", "issue:39290", @@ -560,20 +644,20 @@ "issue:43541|issue:45161", "issue:43828|issue:45464" ], - "prepared_review_unit_hash": "9fdb24e8d20f49df11711f99e3e87ab673fd5fec9ec8978d2b0a8597f98a7e01", + "prepared_review_unit_hash": "8bc997fd1669df304d0f89b8365e7dfaba2fd04ae8b81e69a492f237aef4d160", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39732, + "serialized_chars": 39731, "estimated_input_tokens": 9933, "estimated_eval_tokens": 20122 }, @@ -582,276 +666,252 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers issue reports across unrelated model- and runtime-specific regressions; only a couple of pairs look like true duplicates. The clearest duplicate is the AutoTokenizer wrong-token-IDs regression, and the ZeRO-3 \"index 0 out of bounds\" loading errors also appear to share the same underlying bug.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45920 is the broadest, most central issue in the tokenizer-regression subset: it covers wrong token IDs across multiple models and naturally subsumes the narrower Granite-only report (45812).", + "summary": "Mostly heterogeneous bug reports with no strong single cluster-wide duplicate. Two subclusters stand out: a clear AutoTokenizer wrong-token-ID v5 regression, and a plausible ZeRO-3 index-out-of-bounds load failure; the rest are similar-looking but distinct backend/model issues.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45920 is the broadest representative of the strongest duplicate-like subgroup: a v5 AutoTokenizer regression producing wrong token IDs across multiple model families, and it subsumes the narrower Granite-only report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best representative issue for the only clearly duplicated bug family here because it describes the shared v5 AutoTokenizer regression across several model families, not just one.", + "best_issue_reason": "Issue 45920 is the best anchor for the cluster\u2019s only clearly shared bug theme because it describes the widest regression surface and is explicit about the v4\u2192v5 tokenizer breakage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different failures: PaddleOCR-VL/vLLM load error vs distributed USE_DISTRIBUTED=0 support regression." + "reason": "Different failures: PaddleOCR-VL loading in vLLM vs USE_DISTRIBUTED=0 PyTorch support regression." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both report the same ZeRO-3 loading/init path hitting `IndexError: index 0 is out of bounds for dimension 0 with size 0`; likely the same root bug." + "reason": "Same ZeRO-3 index-out-of-bounds during model init/load; only the repro model changes (Gemma3 vs Bert)." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different subsystems and symptoms: Gemma3 config attribute missing in vLLM vs Qwen3 auto device-mapping CUDA assert." + "reason": "Different models and code paths: Gemma3TextConfig missing sliding_window_pattern in vLLM vs Qwen3 auto device mapping cuda assert." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup error is unrelated to the USE_DISTRIBUTED=0 compatibility break." + "reason": "Unrelated: Float8 storage lookup failure vs distributed-build support regression." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "One is a pipeline docs/behavior mismatch, the other is stale docs about a removed command; same area, not same bug." + "reason": "Both are docs issues, but they cover different API removals/behavior and are not the same bug." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve model loading/inference, but the concrete failures differ: PLE device mismatch vs video-token/template mismatch." + "reason": "Different model families and failures: Gemma4 PLE device mismatch vs Qwen3.5 video chat-template feature/token mismatch." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Completely different problem domains: AMD GPU support for GPT-OSS vs table-question-answering crash." + "reason": "Unrelated runtime failures in different subsystems: AMD GPU GPT-OSS issue vs table-question-answering crash." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model families and errors; processor failure for Voxtral is not the same as Gemma4 device placement mismatch." + "reason": "Processor failure for Voxtral is not the same underlying problem as Gemma4 device-map mismatch." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy routing and Qwen3.5 video apply_chat_template failure are unrelated." + "reason": "Liger Kernel cross_entropy routing and Qwen3-vl video StopIteration are different code paths." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization regression is unrelated to outdated RAG examples docs." + "reason": "Model detokenization bug vs outdated RAG examples; same repo area, different issues." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to documentation staleness." + "reason": "NemotronH checkpoint loading failure is unrelated to documentation examples." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and USE_DISTRIBUTED=0 compatibility are different compatibility regressions." + "reason": "Remote_code compatibility break is broader but not the same as USE_DISTRIBUTED=0 support failure." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "45812 is a narrower instance of the broader AutoTokenizer wrong-token-IDs regression described by 45920." + "reason": "Same underlying AutoTokenizer wrong-token-ID v5 regression; 45812 is the Granite-specific manifestation of the broader 45920 report." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading support are distinct issues." + "reason": "Both involve loading checkpoints, but they affect different models with no shared concrete failure described." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params constructor mismatch is unrelated to PyTorch distributed support." + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to distributed-build support." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to RAG documentation." + "reason": "Quantized Qwen-3-8B runtime error and outdated RAG docs are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding window, but the concrete bugs differ: missing config attribute in vLLM vs Qwen3-MoE sliding_window behavior." + "reason": "Both mention sliding_window, but the failures are model-specific and not clearly the same bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Same generic IndexError shape family, but different reported contexts and no evidence they share the exact root cause." + "reason": "Same broad IndexError family, but different repros and model/loading contexts; not enough to call the same 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-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Model test-load failure and corrupted checkpoint are different failure modes." + "reason": "Different model load failures with no shared code-path evidence." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility and pydantic PretrainedConfig regression are unrelated." + "reason": "Torch version incompatibility and pydantic PretrainedConfig regression are separate compatibility problems." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 init IndexError and torch 2.4.1/transformers 5.8.0 incompatibility are different bugs." + "reason": "ZeRO-3 init failure and torch/transformers compatibility issue are different root causes." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression is unrelated to table QA crash." + "reason": "Detokenization bug and task crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load/run failure is unrelated to pydantic model-field breakage." + "reason": "Whisper model runtime failure is not the pydantic config regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3.5 chat-related, but one is a transformers chat crash and the other is a streaming chat/completions API failure; not enough evidence of the same bug." + "reason": "Both are Qwen3.5 chat-related, but one is transformers chat crashing and the other is streaming chat/completions failure; different paths." }, { - "left": "issue:45685", - "right": "issue:45464", + "left": "issue:44292", + "right": "issue:45901", "accept": false, - "reason": "MPS histogram kernel limitation under MoE is unrelated to Qwen3.5 streaming chat failure." + "reason": "Quantization/runtime error and table QA crash are unrelated." }, { - "left": "issue:45800", + "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 PLE device mismatch." - }, - { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same tokenizer regression family; 45920 is the broader umbrella while 45812 is a model-specific manifestation." - }, - { - "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 empty-tensor indexing failure." - }, - { - "left": "issue:43296", - "right": "issue:43366", - "accept": false, - "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are unrelated." - }, - { - "left": "issue:43572", - "right": "issue:45070", - "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig and pydantic PretrainedConfig breakage are different regressions." + "reason": "Gemma3/vLLM sliding-window config error vs Gemma4 device mismatch; shared vendor name only." }, { - "left": "issue:44805", - "right": "issue:44918", + "left": "issue:45464", + "right": "issue:45685", "accept": false, - "reason": "Both are tensor-shape-related, but one is a mask/index shape mismatch and the other is a TRL embedding-unpacking failure." + "reason": "Qwen3.5 streaming issue and MPS histogram integer support failure are unrelated." }, { - "left": "issue:44387", - "right": "issue:45005", + "left": "issue:43541", + "right": "issue:45685", "accept": false, - "reason": "int4 CUDA memory/OOM regression and tied-weights translation-model issue are different bugs." + "reason": "Mixtral grouped_mm tracing error and MPS histogram_mps integer error are different backend bugs." }, { "left": "issue:43541", - "right": "issue:45685", + "right": "issue:43828", "accept": false, - "reason": "Grouped_mm torch-dynamo tracing failure and MPS histogram unsupported-for-Int are unrelated." + "reason": "Both are precision/tracing-related, but one is grouped_mm tracing and the other is autocast dtype mismatch; not the same bug." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 config/sliding-window issue are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and compile error for non-template nodes are different code paths." + "reason": "Processor failure for Voxtral and template-node compilation TypeError are different failures." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to corrupted Ovis2 checkpoint reports." + "reason": "Untied lm_head weights in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Version compatibility regression vs Gemma4 device mismatch; not the same underlying bug." + "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are different problems." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Mask/tensor size mismatch and ZeRO-3 empty-index error are distinct failures." + "reason": "Different IndexErrors in different contexts; one is a mask/tensor shape mismatch, the other is ZeRO-3 init/load." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different model support/load issues with no shared concrete bug." + "reason": "PaddleOCR-VL loading issue and gpt-oss GGUF support request are not the same bug." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLm config field missing and pydantic PretrainedConfig issue are unrelated." + "reason": "Missing StableLmConfig pad_token_idx and pydantic PretrainedConfig breakage are unrelated regressions." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different failure mechanisms despite both being runtime IndexErrors." + "reason": "Both are tensor-shape related, but one is a mask/indexing error and the other is SFT embedding unpacking; not clearly the same code path." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Memory regression under int4 quantization is unrelated to tied-weights translation-model behavior." + "reason": "Int4 OOM regression and tied-weights translation-model issue are unrelated." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both mention MoE/GPT-OSS, but one is a grouped_mm tracing error and the other is tensor-parallel-only not working; too different to merge." + "reason": "Grouped_mm tracing failure and GPT-OSS MoE tensor-parallel issue are different model/engine bugs." }, { "left": "issue:43828", @@ -863,7 +923,7 @@ }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays mostly conservative. The tokenizer regression pair (45812/45920) is well supported, and the ZeRO-3 loading pair (41762/43596) is phrased cautiously enough as a likely shared root cause. The rejected pairs are also generally sensible and do not overclaim evidence." + "feedback": "Grounded in the packet overall, and the soft-edge accepts are reasonably conservative: the tokenizer regression anchor is well supported, and the ZeRO-3 pair is at least plausibly the same init/load failure family without overreaching beyond the provided evidence." }, "evaluator_used": true, "retried": false, @@ -882,7 +942,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:36331", "issue:39186", @@ -966,226 +1026,220 @@ "issue:43644|issue:43950", "issue:36331|issue:41762" ], - "prepared_review_unit_hash": "d6b82104e7256854340ac2d9c5094b034bb4a46158c3be28c8abd1d76e33d3b1", + "prepared_review_unit_hash": "00823dba32870761f595012e479e49dfcff5f6a9851e8387288c930ebee0612c", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36936, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "serialized_chars": 36939, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A few clear duplicate pairs emerge: the v5 non-persistent buffer corruption reports, the SigLIP2 output-regression reports, the T5/input validation error-message reports, and the Qwen video-input regression reports. Most other pairs are similar only at a subsystem level and should stay separate.", - "confidence": 0.71, - "canonical_issue_reason": "issue:44534 is the broadest and clearest statement of the accepted non-persistent-buffer regression in v5, and it reads like the most representative issue to anchor that duplicate cluster.", + "summary": "This cluster is mostly a set of unrelated issue reports that only share superficial keyword overlap. The only clear duplicate-like thread is the non-persistent buffer corruption regression in Transformers v5, where three issues describe the same underlying `from_pretrained`/buffer materialization bug. All other soft pairs look like false positives.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43950 is the best canonical issue because it states the regression most concretely (`from_pretrained()` corrupts non-persistent buffers) and is the most specific anchor for the duplicate set with 43644 and 44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44534 is the strongest standalone issue to keep: concise, regression-focused, and general enough to represent the shared 'non-persistent buffers filled with junk' bug.", + "best_issue_reason": "Issue 43950 is the strongest global representative of the only true duplicate cluster here: it names the bug clearly, ties it to the v5 regression, and matches the other two buffer-corruption reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different failures and code paths: init_empty_weights argument handling vs. pydantic/config field behavior." + "reason": "Both are v5 regression reports, but one is about `init_empty_weights` / `_is_hf_initialized` and the other is about `PretrainedConfig` pydantic handling; they are different code paths." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Different models and problems: GGUF gpt-oss support vs. Qwen3.5 streaming inference failure." + "reason": "Both involve GPT-OSS/Qwen-style inference issues, but one is GGUF architecture support and the other is streaming chat/completions on Qwen3.5; not the same bug." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Unrelated bugs; one is Qwen3-MoE sliding_window behavior, the other is a v5 pydantic/config regression." + "reason": "Qwen3-MoE sliding window behavior and a pydantic `PretrainedConfig` regression are unrelated failures." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "One is a remote_code compatibility regression; the other is a torch/transformers version incompatibility. Not the same concrete bug." + "reason": "`remote_code` breakage and torch/transformers version incompatibility are broad compatibility complaints, but not the same concrete defect." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal issues, but they concern different models and different mismatches (image dtype vs. video template/token alignment)." + "reason": "Both are multimodal model issues, but one is an image-preprocessor dtype mismatch and the other is a video feature/token alignment failure." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Different runtime errors and subsystems: torch dynamo grouped_mm tracing vs. missing Float8 storage type." + "reason": "Torch Dynamo grouped_mm tracing failure in Mixtral is unrelated to the missing Float8 storage object error." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "Both describe the same Qwen video-input regression for the Qwen3.5/Qwen3 VL family, with the same feature/token mismatch symptom." + "accept": false, + "reason": "Both mention video/Qwen models, but one is a v5.3.0 video-input regression across several models while the other is a specific Qwen3.5-9B template mismatch." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the mask-shape mismatch and ZeRO-3 zero-sized tensor access are distinct bugs." + "reason": "Both raise index errors, but the reported shapes and triggering conditions differ and point to different bugs." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 regression on google/siglip2-base-patch16-224: one reports degraded embeddings, the other nonsensical AutoModel/pipeline output." + "accept": false, + "reason": "Both concern SigLIP2 quality, but one is text embedding quality and the other is general AutoModel/pipeline output behavior." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different bugs: composite config unwrapping vs. uninitialized rotary embedding memory after materialization." + "reason": "One is about `from_config` not unwrapping `text_config`; the other is an `inv_freq` uninitialized-memory issue after `to_empty(cuda)`." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Different failures: FSDP weight shape error vs. TRL SFT unpacking of Qwen3.5 input embeddings." + "reason": "FSDP `'weight' must be 2-D` and Qwen3.5 embedding unpacking in TRL are different training-time failures." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different model families and symptoms; no evidence they share the same underlying bug." + "reason": "Image dtype mismatch and TRL embedding unpacking failure are separate multimodal/training issues." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model/Jupyter initialization and flash-attn2 fallback gating are unrelated." + "reason": "A Jupyter custom-model initialization regression and flash-attn fallback gating are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Distinct model-specific perplexity/quality reports with no shared failure mode." + "reason": "High perplexity on GPT-OSS and the generic GLM5 issue do not describe the same failure mode." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-module loading, but one is a leaf-directory cache collision and the other is wrong-module loading after save_pretrained; not clearly the same bug." + "reason": "Both involve `trust_remote_code`/custom modules, but one is cache-path collision and the other is loading the wrong custom module after save/load." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but the model families and concrete failures differ." + "reason": "Tied `lm_head` weights in Mistral3 and translation-model tied-weight issues are different model families and likely different fixes." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Unrelated issues: FineGrainedFP8Config failure vs. flash-attn2 fallback checks." + "reason": "Qwen3Moe FP8 failure and flash-attn fallback checks are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights translation model issues." + "reason": "PagedAttentionCache/linear_attention on Qwen3.5 models and translation tied-weight regressions are not the same bug." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weight handling." + "reason": "Quantization/offloading behavior and tied-weight issues are distinct subsystems and failures." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A model/runtime bug and a documentation typo are not the same change or defect." + "reason": "A DSA indexer discussion and a docs cleanup issue are not duplicates." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading is a separate model implementation issue, not a tied-weights regression." + "reason": "NemotronH checkpoint loading and tied-weight translation regressions are unrelated." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "Same input validation bug class: misleading/wrong error messages for the input_ids vs inputs_embeds XOR check, with 46463 as the T5-specific case." + "accept": false, + "reason": "Both concern input validation/error messaging, but one is a broad XOR validation bug across models and the other is specific to T5 decoder input validation." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model/runtime failures with no shared code-path evidence." + "reason": "TRL embedding unpacking with Qwen3.5 and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A docs typo and a removed-command docs issue are unrelated." + "reason": "A typo in cache strategies and outdated docs about the removed run command are separate documentation issues." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different encode/decode failure modes." + "reason": "Both are tokenizer regressions, but they affect different model families and different round-trip behaviors; not the same concrete bug." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime errors are unrelated." + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime failure are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different model failures and different invalid-method/runtime contexts." + "reason": "Qwen-3-8B-NVFP4 execution error and GraniteMoEHybrid invalid method calls are different model/runtime problems." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same non-persistent-buffer regression in transformers v5; 44534 is the broader formulation, 43950 a specific manifestation." + "reason": "Both report the same v5 regression where non-persistent buffers are mishandled during model loading/materialization, with nearly identical symptoms and fix scope." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Documentation example errors and SigLIP2 embedding quality regression are different issues." + "reason": "SigLIP2 doc example errors and SigLIP2 text-embedding quality complaints are related by model family but not the same underlying bug." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Both report the same v5 bug where non-persistent buffers get corrupted or junk-filled during loading/materialization." - }, - { - "left": "issue:36331", - "right": "issue:41762", - "accept": false, - "reason": "Different training/loading failures with distinct stack traces and code paths." + "reason": "These describe the same non-persistent buffer corruption regression in Transformers v5 from different angles; they should be merged as duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative: the accepted pairs share the same concrete regression class or model-specific failure mode, and the rejected pairs are generally separated by different code paths or symptoms. I don\u2019t see an overclaim that would require rejection." + "feedback": "The cluster summary is grounded in the packet and the soft-edge calls are conservative. The non-persistent buffer regression cluster around 43644/43950/44534 is well supported by the titles, and the other pairs are reasonably rejected as different bug paths or model families. No evident overstatement." }, "evaluator_used": true, "retried": false, @@ -1204,7 +1258,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:24643", "issue:28530", @@ -1268,8 +1322,8 @@ "issue:42947|issue:44387", "issue:45663|issue:45902", "issue:43054|issue:43493", - "issue:44403|issue:44451", "issue:41553|issue:43881", + "issue:44403|issue:44451", "issue:24643|issue:28530", "issue:43975|issue:45520", "issue:44403|issue:44488", @@ -1290,14 +1344,14 @@ "issue:45020|issue:45356", "issue:45715|issue:46315" ], - "prepared_review_unit_hash": "c172ddc613db0cc5a6a3410a3368100d3f73b0efcb04d9ade76b37e2ed5bf7ba", + "prepared_review_unit_hash": "2ad71e3902cc8901fa8734d027220d2c5ad235f9d8072c5c0be65e783b1a52f0", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, @@ -1312,220 +1366,217 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most suggested soft matches are broad topical overlaps rather than true duplicates. The only convincing duplicate-like pair is the SigLIP2 quality regression versus the HF-vs-JAX implementation discrepancy; the rest are different model-specific failures or different code paths.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43493 is the better canonical because it describes the likely root cause at the implementation level (HF vs original JAX discrepancy), while issue:43054 looks like a downstream symptom (worse text embeddings).", + "summary": "This cluster is mostly heterogeneous: several tokenizer/loading/regression reports, but the soft pairs are not true duplicates and usually point to different models, code paths, or failure modes. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report here: recent transformers versions breaking remote_code/custom model loading. It best represents the cluster\u2019s recurring version-regression theme, though the set is still too mixed to treat as one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the strongest overall issue candidate: it is broader, more diagnostic, and captures the underlying SigLIP2 mismatch more directly than the symptom report.", + "best_issue_reason": "issue:45020 is the most suitable anchor issue because it has the widest scope and could subsume several adjacent loading/regression complaints better than the highly model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different failures: Phi autocast dtype mismatch vs Qwen3.5 flash-attn/SDPA position_ids bug." + "reason": "Different failures: Phi-tiny-MoE autocast dtype mismatch vs Qwen3.5 RLHF NaN from 3D position_ids/SDPA fallback." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different incompatibilities: bitsandbytes _is_hf_initialized error vs float8 storage lookup failure." + "reason": "Unrelated low-level issues: bitsandbytes kwarg incompatibility vs missing Float8 storage type." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but the models and described failure modes are too different to confirm the same bug." + "reason": "Both are tokenizer regressions, but one is a broad wrong-token-ID bug across many models and the other is a specific DeepSeek-Coder v1 gap in a prior fix." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Unrelated: corrupted checkpoint vs generic loading noise." + "reason": "Checkpoint corruption and generic loading noise are not the same underlying bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality regression is not the same as a tokenization-version change report." + "reason": "SigLIP2 embedding quality issue vs a tokenizer-version behavior change; different symptoms and likely different causes." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both involve buffers/materialization, but they describe different code paths and symptoms." + "reason": "Related loading/buffer area, but 43950 is a generic non-persistent-buffer corruption regression while 45902 is a specific Qwen3_5Moe inv_freq materialization bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but zero probabilities and worse embeddings are distinct symptoms without enough evidence of one root cause." + "reason": "Both mention SigLIP2, but zero probabilities and worse text embedding are distinct model-quality problems." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different model-loading failures with no clear shared underlying bug." + "reason": "Bad AutoTokenizer error message for Voxtral vs Molmo missing all_tied_weights_keys; unrelated." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "FlashAttention packed-sequence crash and CPU-offload incompatibility are separate issues." + "reason": "Flash-Attention packed-sequence crash vs CPU-offload incompatibility in Qwen3_5MoeRotaryEmbedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA and int4 memory growth are unrelated regressions." + "reason": "Gradient checkpointing ineffectiveness under PEFT LoRA is not the same bug as int4 quantization memory blowup." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different bugs: FSDP2 shared_kv_states key error vs uninitialized buffer after to_empty(cuda)." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3_5Moe non-persistent buffer materialization are different code paths." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Same underlying SigLIP2 implementation discrepancy: 43493 states the HF-vs-JAX mismatch, and 43054 reports the downstream degraded text embeddings." - }, - { - "left": "issue:44403", - "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model-load failure are not the same bug." + "reason": "Both concern SigLIP2, but one is an output-quality complaint and the other is a HF-vs-JAX implementation discrepancy." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different affected models and different errors; no shared concrete failure mode." + "reason": "Voxtral tokenizer messaging issue vs glm-4v-9b load failure; different models and failures." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic noisy loading messages are not the same as a specific tokenizer/model load failure." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error is unrelated to early-stopping metric handling." + "reason": "DeepSpeed weight-dimension runtime error vs early-stopping metric configuration warning are unrelated." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug and a Python 3.13 flash_attn import error are unrelated." + "reason": "Tokenizer detokenization regression vs Python 3.13 flash_attn import KeyError; different subsystems." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise does not match a specific model load failure." + "reason": "Different issues: generic loading noise vs a specific model that no longer loads." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are different problems." + "reason": "LoRA checkpointing issue and Qwen3 MoE memory inefficiency are not the same defect." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote_code config field loss is related in area but not clearly the same concrete bug as the broader remote_code breakage report." + "reason": "AutoConfig missing fields with trust_remote_code is narrower and different from broad remote_code breakage." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading index error and Qwen3 MoE FP8 failure are unrelated." + "reason": "Gemma3 ZeRO-3 load crash vs Qwen3Moe FineGrainedFP8Config failure; distinct models and code paths." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS int histogram limitation is unrelated to Gemma4 device-mapping mismatch." + "reason": "MPS histogram int error in MoE vs Gemma4 PLE device mismatch; not the same bug." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs flash-attn2 fallback blocked by checks." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing Qwen2.5-VL class and bitsandbytes parameter construction are different issues." + "reason": "Importing a missing Qwen2_5_VL class and a bitsandbytes Int8Params kwarg error are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only error is unrelated to the GLM5 issue." + "reason": "Qwen3VL weight_only loading error vs a generic GLM5 issue; no clear shared bug." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model-loading failures with no shared code-path evidence." + "reason": "glm-4v-9b loading failed vs Molmo missing all_tied_weights_keys; different models and failure modes." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code regression and Gemma4 device mismatch are unrelated." + "reason": "Broad remote_code regressions are not the same as Gemma4 PLE device placement mismatch." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping registration failure is not the same as remote_code breakage." + "reason": "TOKENIZER_MAPPING_NAMES edge case is a specific registry bug, not the same as general remote_code breakage." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash and flash-attn fallback gating are unrelated." + "reason": "Mistral regex patch crash and flash-attn2 fallback gating are separate tokenizer/kernel issues." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and Gemma4 device mismatch are different bugs." + "reason": "Autocast dtype mismatch vs Gemma4 device mismatch; different runtime errors." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "HF4-to-HF5 LoRA compatibility issue is not the same as a tie_word_embeddings warning." + "reason": "LoRA compatibility on hf4.x/main branch for qwen3_moe is unrelated to the tie_word_embeddings warning in Qwen3.5-27B." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM loading key error and flash-attn fallback gating are unrelated." + "reason": "MobileLLM load KeyError is not the same as flash-attn2 fallback being blocked." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "General remote_code breakage and a specific Kimi-K2.5 tokenizer regression are different issues." + "reason": "Broad remote_code breakage vs a Kimi-K2.5 tokenizer codec regression and misleading warning; distinct bugs." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and different hot paths." + "reason": "Both are tokenizer performance regressions, but they hit different functions and hot paths (ids->tokens vs tokens->ids)." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis stays grounded in the packet and the reject/accept calls are conservative overall. The only accepted soft pair, issue:43054 vs issue:43493, is reasonably supported by the titles as symptom vs underlying SigLIP2 implementation discrepancy. The rest are appropriately treated as non-duplicates or insufficiently supported overlaps." - }, - "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 }, @@ -1540,7 +1591,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:24643", "issue:30064", @@ -1599,8 +1650,8 @@ "issue:42915|issue:43872", "issue:43792|issue:44220", "issue:36331|issue:41093", - "issue:42947|issue:45923", "issue:43257|issue:45305", + "issue:42947|issue:45923", "issue:41553|issue:44991", "issue:43940|issue:45313", "issue:43854|issue:44863", @@ -1622,208 +1673,214 @@ "issue:43366|issue:44589", "issue:44683|issue:46515" ], - "prepared_review_unit_hash": "dbc1eb11d79afe045790b0b7b6805f16b0abba22dca0835fb77b410b40cd6036", + "prepared_review_unit_hash": "d2059b9cda538e789abb45a10d8287c205dbd4b363cfe7d538a8b10b774a4ceb", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36751, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. Only a few pairs look like true duplicates or the same underlying regression: docs cleanup around removed pipeline tasks, the `_is_hf_initialized` loading/initialization error, mask-shape IndexErrors, a Qwen3 ZeRO-3 weight-loading regression, and a Qwen3-VL video regression.", - "confidence": 0.93, - "canonical_issue_reason": "No single cluster-wide canonical issue: the items span many unrelated bugs. The closest duplicate-like subcluster is the `_is_hf_initialized` loading regression.", + "summary": "Mostly a heterogeneous set of unrelated issues with a few true duplicate pairs. The clearest matches are docs/pipeline removal, Whisper feature extraction, `_is_hf_initialized`/`init_empty_weights`, Qwen3 ZeRO-3 weight loading, and a couple of tokenizer regressions.", + "confidence": 0.77, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole set; the strongest duplicate subcluster is the docs/pipeline-removal pair, with issue 43827 being the cleanest representative because it directly names the removed v5 pipeline tasks and is narrowly scoped.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43872 is the clearest representative of a real duplicate-like subcluster because its `_is_hf_initialized` error matches the broader init_empty_weights/loader regression in 44291.", + "best_issue_reason": "Issue 43827 is the best representative among the clear duplicates: it is precise, actionable, and directly subsumes the matching docs regression in 44509.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45488", "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer regressions, but they involve different model families and different failure modes; not enough evidence of one underlying bug." + "accept": true, + "reason": "Both describe a v5 tokenizer regression in the DeepSeek family caused by LlamaTokenizer/pre-tokenizer handling; same underlying tokenization bug." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report stale docs still referencing removed v5 pipeline tasks; same documentation cleanup." + "reason": "Same docs regression: v5 removed pipeline tasks but the documentation still references them." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different problems: tied lm_head weights in Mistral3 vs non-persistent buffer corruption in from_pretrained." + "reason": "Different bugs: one is lm_head weight tying in Mistral3, the other is non-persistent buffer corruption in from_pretrained()." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized` unexpected-kwarg regression during model loading/init_empty_weights; 44291 is the broader description." + "reason": "Same underlying `_is_hf_initialized`/init_empty_weights compatibility break; both report the same constructor-arg failure path." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Both are loading/compatibility issues, but they are different root causes and different subsystems." + "reason": "Both involve model-loading problems, but the model/configuration and failure modes differ; not the same concrete bug." }, { "left": "issue:43792", "right": "issue:44220", - "accept": false, - "reason": "Both touch Whisper/audio, but the titles point to different failures and no shared concrete code path is evident." + "accept": true, + "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` issue point to the same audio feature-extraction failure path." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unrelated training API signature issue vs tensor mask shape mismatch." + "reason": "Completely different errors: custom trainer signature mismatch vs tensor mask shape mismatch." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Both mention gradient checkpointing, but one is a PEFT behavior bug and the other is a missing model flag." + "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion and the other is gradient averaging with GAS; different code paths." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Both involve DeepSpeed/Qwen-family training, but one is weight conversion at load time and the other is gradient averaging semantics." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to a missing supports_gradient_checkpointing flag in a trust_remote_code model." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading failures, but they affect different models and different error paths." + "reason": "Both are tokenizer-loading problems, but they affect different models and symptoms; not the same bug." }, { "left": "issue:43940", "right": "issue:45313", "accept": true, - "reason": "Both are Qwen-family DeepSpeed ZeRO-3 weight-loading failures with missing parameters/weights; likely the same bug class." + "reason": "Both are Qwen3-family DeepSpeed ZeRO-3 weight-loading failures with missing parameters; same underlying load path bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and different checkpoint-loading issues." + "reason": "Different model-loading failures for different architectures; no shared concrete bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different subsystems: RLHF/position_ids/SDPA behavior vs flash_attention sinkless-model crash." + "reason": "RLHF gradient explosion from position_ids/SDPA behavior is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same mask-vs-indexed-tensor shape-mismatch IndexError, just reported with different lengths." + "reason": "Near-identical mask/tensor shape mismatch error; same underlying index/mask mismatch bug." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Both describe the same 5.3.0 Qwen VL video-input regression affecting related model variants." + "accept": false, + "reason": "Different regressions in different model families and code paths, despite both involving video/input handling." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they concern different models and likely different causes." + "reason": "Both are loading failures, but one is a bad error message for Voxtral and the other is a tokenizer load failure for a different model." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely unrelated: DeepSpeed training weight dimensionality vs segmentation-map processing." + "reason": "Training with DeepSpeed and void-segmentation-map processing are unrelated." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "ZeRO-3 zero-sized parameter indexing bug vs a torch version incompatibility; not the same issue." + "reason": "Zero3/Bert initialization out-of-bounds is unrelated to a torch-version incompatibility complaint." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different model architectures and different loading failures." + "reason": "Different models and different loading defects; not the same underlying issue." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache/linear_attention crash is unrelated to NemotronH checkpoint loading." + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF architecture support vs dtype mismatch under autocast are unrelated." + "reason": "GGUF gpt-oss support and autocast dtype mismatch on Phi-tiny-MoE are unrelated." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different failure modes and different triggers." + "reason": "Both mention loading/runtime failures, but the symptoms and root causes differ completely." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF support request is unrelated to Qwen3-MoE sliding-window behavior." + "reason": "gpt-oss GGUF support is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve Qwen models, but one is rope index scaling and the other is uninitialized-memory materialization." + "reason": "Different Qwen model bugs: rope index scaling vs uninitialized inv_freq after meta-to-empty materialization." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same Gemma4 family, but one is an FSDP2 shared-state bug and the other is a device-map mismatch; different code paths." + "reason": "FSDP2 shared_kv_states KeyError and device_map auto device mismatch are different forward/training bugs." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and different errors; only a superficial multimedia/model-family overlap." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3-VL video StopIteration." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 batched inference leakage is unrelated to Whisper empty-transcription handling." + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support is unrelated to Float8 storage lookup failure." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Different torch-version incompatibilities with different features and failure modes." + "reason": "torch>=2.9 flex_attention failure is unrelated to torch 2.4.1 incompatibility." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and suitably conservative overall. The canonical issue claim is cautious, and the accepted soft edges are supported by clear title-level overlap: docs cleanup (43827/44509), the `_is_hf_initialized` loader regression (43872/44291), the mask-shape IndexErrors (41093/44805), and the Qwen video regression pair (44479/44560). No obvious overstatement relative to the packet." + "feedback": "The summary is grounded and generally conservative. The exact/near-exact duplicates (43827\u219444509, 43872\u219444291, 41093\u219444805) are well supported, and the softer accepts are still plausible from the packet (tokenizer regressions, Whisper/fbank path, Qwen3 ZeRO-3 load failures)." }, "evaluator_used": true, "retried": false, @@ -1842,7 +1899,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:36010", "issue:38175", @@ -1923,19 +1980,19 @@ "issue:42491|issue:45276", "issue:44451|issue:44488", "issue:44960|issue:44977", - "issue:45313|issue:45357", "issue:45507|issue:46468", + "issue:45313|issue:45357", "issue:43644|issue:43645", "issue:44488|issue:44991" ], - "prepared_review_unit_hash": "df76cd8b9b9aa30dcf49267296753f2c9e8de5ba108cd39d1b2ea47b198889b4", + "prepared_review_unit_hash": "ddd2adb61dc0ed30e067bda73c22dd95d86ed0c43c76add1c22431f8ae7a100e", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, @@ -1950,216 +2007,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a mix of unrelated Transformers regressions, with a few clear duplicate/same-bug pairs around v5 model-init/buffer issues, SigLIP2 bad outputs, and model-loading failures for specific BERT repos.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 43644 is the clearest representative: it describes a concrete Transformers v5 regression, has an exact duplicate in 44534 with the same title/theme, and is more actionable than the broader/less specific reports nearby.", + "summary": "Most pairs are unrelated symptom reports across different models or code paths. Only three look like true duplicate/near-duplicate clusters: non-persistent buffer corruption, custom model initialization regression, and SigLIP2 output/regression reports.", + "confidence": 0.85, + "canonical_issue_reason": "issue:43644 is the clearest root-cause report for the non-persistent-buffer regression and has an exact near-duplicate in issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the strongest issue to keep as canonical because it is specific, reproducible, and directly duplicated, making it the cleanest anchor for the non-persistent-buffer regression subgroup.", + "best_issue_reason": "Best standalone issue to anchor the set because it names the precise bug rather than a broad symptom and is directly duplicated by another report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different bug classes: non-persistent-buffer corruption vs a long-ocr IndexError in Kosmos2.5." + "reason": "Different failures: buffer corruption on load vs Kosmos2.5 long-OCR index error." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different model families and failures: Qwen3-VL video StopIteration vs MoE MPS histogram error." + "reason": "Unrelated: Qwen video StopIteration vs an MPS histogram kernel error in MoE." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Unrelated symptoms: import error for a Qwen2.5-VL class vs meta-device loading failures." + "reason": "Specific import error for a VL class vs a generic meta-device loading regression." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading are different code paths and not the same bug." + "reason": "FP8/Qwen3Moe loading failure is not the same bug as meta-device model loading." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying custom-model-initialization regression; the notebook context in 43645 is just a specific environment." + "reason": "Both describe the same custom model initialization regression in Transformers v5; one is just notebook-specific wording." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen3.5-family workflows, but one is a video StopIteration and the other is TRL embedding unpacking; not the same bug." + "reason": "Different Qwen variants and different code paths: video embedding StopIteration vs TRL SFT unpacking failure." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different failures: torch.compile/SDPA on Bamba vs flash-attention illegal memory access on Qwen3.5." + "reason": "Bamba torch.compile/SDPA crash is unrelated to Qwen3.5 flash-attention packed-sequence handling." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Unrelated: 3d_parallel.py execution failure vs GGUF architecture support." + "reason": "3d_parallel runtime failure and GGUF gpt-oss support are unrelated." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated regressions." + "reason": "GenerationMixin import-path break is unrelated to the Qwen3Moe FP8 issue." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Device-mismatch during Gemma4 forward vs an unrelated torch version incompatibility report." + "reason": "Gemma4 forward device mismatch is not the same as stale dtype metadata after from_config." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping/add-new-model-like failure is unrelated to Gemma4 PLE device placement." + "reason": "Tokenizer-mapping bug and Gemma4 device mismatch are different problems." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." + "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly share one fix." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different errors: video StopIteration vs a mask/tensor shape IndexError." + "reason": "Video StopIteration and mask-shape IndexError are unrelated runtime failures." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same underlying SigLIP2 bad-output/zero-probability symptom on the same checkpoint family." + "reason": "Same SigLIP2 model family and same underlying symptom cluster around incorrect outputs / zero probabilities." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression and Kosmos2.5 long-input index error are unrelated." + "reason": "_is_hf_initialized flag regression is unrelated to the Kosmos2.5 OCR index error." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Deepspeed ZeRO-3/Bert initialization failure is not the same as tokenizer-mapping-name handling." + "reason": "Zero3/Bert initialization failure and tokenizer-mapping insertion failure are different code paths." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Another ZeRO-3/Bert init IndexError, but not the same bug as the tokenizer mapping issue." + "reason": "Bert zero3 index error is unrelated to the add-new-model-like tokenizer mapping bug." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation related, but they affect different models and are not clearly the same root cause." + "reason": "Both are config-validation complaints, but for different models and not the same underlying bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping failure and a tensor mask shape mismatch are unrelated." + "reason": "Tokenizer mapping failure is unrelated to the mask/tensor shape mismatch." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "device_map/offload loading and Strix Halo mmap OOM are different problems." + "reason": "Dequantized device_map offload failure and Strix Halo mmap OOM are separate memory-loading issues." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but 39692 is documentation/example and quantization/processor mismatch, not the same bug as zero probabilities." + "reason": "Same model family, but docs-example mismatch/quantization errors are not the same bug as zero-probability outputs." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These are effectively the same non-persistent-buffer regression; the titles describe the same v5 corruption bug." + "reason": "Exact same non-persistent-buffer junk regression in Transformers v5; title-level duplicate." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/qwen3_moe version-compatibility problem is unrelated to BitNet packed-weight loading." + "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are unrelated." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert and Qwen3Moe FP8 failure are different code paths." + "reason": "Auto device-map CUDA assert and Qwen3Moe FP8 failure are distinct issues." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FP8 MoE failure is unrelated to Strix Halo mmap OOM." + "reason": "FP8 config crash and mmap/OOM workaround are unrelated." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling, but one is composite-checkpoint loading and the other is from_config/config stale-state; not the same bug." + "reason": "Both are dtype-related, but one is loading composite checkpoints and the other is stale config state after from_config." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3_moe LoRA incompatibility and Gemma4 resize_token_embeddings behavior are unrelated." + "reason": "LoRA hf4.x/hf5.x incompatibility and Gemma4 resize_token_embeddings behavior are unrelated." }, { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Same underlying model-loading regression affecting two different BERT-like repos on latest/current Transformers." + "accept": false, + "reason": "Similar failure wording, but not enough evidence they share a single underlying code-path bug." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model reports and different failure descriptions; not enough evidence for the same bug." - }, - { - "left": "issue:45313", - "right": "issue:45357", - "accept": false, - "reason": "ZeRO-3 weight loading for language_model and save_pretrained visual-key regression are unrelated." + "reason": "GLM5 and Qwen3.5 flash-attention are unrelated." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid-method call and the Nemotron example breakage are different issues." - }, - { - "left": "issue:43644", - "right": "issue:43645", - "accept": false, - "reason": "Both are v5 custom-model/init regressions, but 43644 is about non-persistent buffers while 43645 is notebook-specific model initialization." + "reason": "GraniteMoEHybrid invalid method and Nemotron example failure are unrelated." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:45313", + "right": "issue:45357", "accept": false, - "reason": "Both are loading failures for specific repos, but they appear to be separate tokenizer/model compatibility problems." + "reason": "Loading weights with ZeRO-3 and save_pretrained key corruption are different multimodal Qwen3.5 bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the canonical 43644/44534 choice is well supported by the titles, and the soft-edge verdicts are mostly conservative. I don\u2019t see a clear overclaim that would require rejection." + "feedback": "Grounded overall and conservative on the soft edges. The three accepted clusters are supported by the packet titles/body themes, especially the exact non-persistent-buffer duplicate pair. Rejected pairs are generally separated by model family or failure mode, and the summary does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -2178,7 +2223,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:36010", "issue:39404", @@ -2266,250 +2311,250 @@ "issue:45276|issue:45292", "issue:44164|issue:44756" ], - "prepared_review_unit_hash": "fd4148decfcd5e9b8eb7dee356a45110127e76a8edf85476973517ba47c97f06", + "prepared_review_unit_hash": "de96b81a8dfa01c47af7b45e3ae3939ecb51dbdd6e30470c75f9957853e56e9d", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38251, - "estimated_input_tokens": 9563, - "estimated_eval_tokens": 19382 + "serialized_chars": 38254, + "estimated_input_tokens": 9564, + "estimated_eval_tokens": 19384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated issue reports, with one clear duplicate subgroup around `resize_token_embeddings` not propagating to model-specific output/input embeddings.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45292 is the most general formulation of the `resize_token_embeddings` bug and serves as the cleanest representative of the duplicate subgroup.", + "summary": "The cluster is mostly a set of unrelated issues spanning many models/features. Only the resize_token_embeddings reports for Gemma4 and the generic output_embeddings regression look like the same underlying bug; the rest are too model- or code-path-specific to treat as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45292 is the broadest statement of the resize_token_embeddings regression, while 45276 reads like a Gemma4-specific manifestation of the same missing propagation to output embeddings.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the strongest representative issue overall because it is broad, concise, and directly matches one of the accepted duplicate edges.", + "best_issue_reason": "Issue 45292 is the best representative issue here because it states the generic API regression rather than a single model-specific instance.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Different trainer checkpoint-resume step counting vs optimizer argument handling; no shared code-path bug." + "reason": "Different bugs: checkpoint resume step calculation vs optimizer arguments not being applied." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a documentation example problem and the other is a model/pipeline output issue." + "reason": "Both involve SigLIP2, but one is a broken docs example and the other is a wrong-output/inference regression." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is offloading with quantization." + "reason": "Different areas and symptoms: Qwen3 MoE training memory inefficiency vs quantized offloading behavior." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Different problems: MoE training memory usage vs increased reserved CUDA memory under int4 quantization." + "reason": "Both mention memory, but one is Qwen3 MoE training and the other is a Transformers 5.x int4 reserved-memory/OOM regression." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Unrelated model-loading failures for different models and failure modes." + "reason": "Different models and failures: GLM-4.7-Flash loading vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different model families and different load/convert paths; not the same underlying bug." + "reason": "Different code paths: Qwen3 MoE weight conversion under accelerate/deepspeed vs model loading in GLM-4.7-Flash tests." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA compatibility across HF versions vs token embedding resizing; no common bug." + "reason": "LoRA portability across hf4.x/hf5.x is unrelated to resize_token_embeddings not updating embeddings." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3 loading/compatibility issue vs shape mismatch for a VL model." + "reason": "These are distinct loading/compatibility problems with different models and root causes." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading issue vs quantized save/load regression; separate bugs." + "reason": "Generic GLM5 issue vs a sinq save/load quantization persistence bug; not the same bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer families and different root causes are evident." + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Chat crash on Qwen3.5 vs Gemma4Processor missing `_tokenizer`; different code paths." + "reason": "Different runtime crashes in different models/components (chat for Qwen3.5 vs serve/processor for Gemma4)." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Save/from_pretrained extra_state handling vs init_empty_weights argument incompatibility; unrelated." + "reason": "Saving extra_state and init_empty_weights/_is_hf_initialized are separate loading/saving compatibility issues." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Both say `resize_token_embeddings` fails to update downstream embeddings in model-specific components; same underlying bug pattern." + "accept": false, + "reason": "Similar API symptom, but different model families and affected attributes; not enough to prove one underlying bug." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention failures with different triggers and error types." + "reason": "Both touch flash attention, but the Qwen3.5 packed-sequence crash and the s_aux=None AttributeError are different bugs." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility vs meta-device model-loading breakage; not the same issue." + "reason": "Torch 2.10 incompatibility is unrelated to meta-device loading failures in Transformers 5.x." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading/token vocab complaints, but the titles point to different models and no identical failure mode is clear." + "reason": "The second title is too vague to confirm the same tokenizer/vocab bug as the first." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "CUDA assert in Qwen3 auto device mapping vs batched AudioFlamingo3 inference leakage; unrelated." + "reason": "Qwen3 auto device-map CUDA assert and AudioFlamingo3 batched inference leakage are unrelated." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied `lm_head`, but they are model-specific reports for different architectures and not clearly one fix." + "reason": "Both mention lm_head tying, but they are different model classes and the titles don't show a shared code-path bug." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "General offloading/quantization issue vs int4 CUDA reserved-memory/OOM regression; different bug shapes." + "reason": "Different causes of memory issues: quantization/offloading vs Transformers 5.x int4 reserved-memory growth." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA vs Apex RMSNorm memory leak; unrelated." + "reason": "Gradient checkpointing/PEFT behavior is unrelated to the T5 apex RMSNorm memory leak." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different model families and unrelated failure modes." + "reason": "Different models and failures: SigLIP2 docs/example errors vs a generic GLM5 issue." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "FSDP2 shared state bug vs `from_config` text_config unwrapping bug; separate code paths." + "reason": "Different bugs in different multimodal model configs: FSDP2 shared_kv_states vs from_config text_config unwrapping." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` argument mismatch vs mmap/OOM on Strix Halo; unrelated." + "reason": "init_empty_weights argument handling is unrelated to mmap/Strix Halo OOM behavior." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import path regression vs Whisper pipeline option regression; no common bug." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regressions are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "FSDP2 attention state bug vs CPU-offload rotary embedding incompatibility; unrelated." + "reason": "Gemma4 FSDP2 attention state bug and Qwen3.5 MoE rotary offload incompatibility are different code paths." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different memory problems with different triggers and subsystems." + "reason": "Both are memory-related, but one is int4 quantization OOM and the other is mmap behavior on Strix Halo." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Generic `output_embeddings` resize issue vs MXFP4 load/fallback issue; unrelated." + "reason": "Qwen-3-8B-NVFP4 loading failure is not the same as a generic model-loading mismatch for another model." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 track leakage vs Gemma4 PLE device mismatch; different models and code paths." + "reason": "AudioFlamingo3 track leakage is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage vs Strix Halo mmap OOM; separate failures." + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are different issues." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Gemma4 FSDP2 key error; unrelated." + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 attention state rebuilding are unrelated." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both involve gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode restriction." + "reason": "Gradient checkpointing ineffectiveness with LoRA is not the same as checkpointing being disallowed in eval mode." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading vs broken official example; related project area but not the same concrete bug." + "reason": "NemotronH checkpoint-loading failure and the broken official Nemotron example are different reports, not clearly the same bug." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MPS histogram op error vs Nemotron example breakage; unrelated." + "reason": "MPS histogram_mps dtype error in MoE is unrelated to the Nemotron example loading issue." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same `resize_token_embeddings` propagation bug; one is a specific model instance, the other is the generic report." + "reason": "Same resize_token_embeddings regression: 45276 is a Gemma4-specific manifestation, while 45292 states the generic output_embeddings failure." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/load extra_state handling vs mmap-related OOM; unrelated." + "reason": "Saving/from_pretrained extra_state handling and mmap/OOM on Strix Halo are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted duplicate subgroup is the resize_token_embeddings family, and the chosen canonical issue (45292) is a reasonable generic representative of that cluster. The other pairwise rejections are cautious and supported by the titles/descriptions; no mergeability or same-bug overclaiming is evident." + "feedback": "Grounded and conservative overall. The summary stays within the packet evidence, and the only accepted duplicate pair (45276/45292) is well supported by the two resize_token_embeddings titles. The rejected soft-edge pairs are phrased cautiously and do not overclaim shared root causes." }, "evaluator_used": true, "retried": false, @@ -2528,7 +2573,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:39404", "issue:42796", @@ -2610,214 +2655,220 @@ "issue:43994|issue:44079", "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "c88b7ce453f02e146d2aa4cd49c48911a5738d14f48cf5ed634b8c9e8878df60", + "prepared_review_unit_hash": "ee3a685863b18d0432b7ea20031a61b19465e07dec94a7e63343d847ddc27d5d", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36255, - "estimated_input_tokens": 9064, - "estimated_eval_tokens": 18384 + "serialized_chars": 36248, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated regression issues; only one soft pair looks like a true duplicate. That pair is the generic `resize_token_embeddings` regression and its T5Gemma-specific manifestation.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45292 is the broader, more general report (`resize_token_embeddings` not updating output embeddings), while issue:45335 is a model-specific instance of the same bug in T5Gemma.", + "summary": "The cluster is mostly heterogeneous: many unrelated model-loading, tokenizer, training, and quantization regressions were grouped by soft similarity. I found one clear duplicate-like pair around `resize_token_embeddings`, but the rest should stay separate.", + "confidence": 0.64, + "canonical_issue_reason": "`issue:43611` is the broadest concrete v5 regression in the set and best represents the recurring custom/model-loading breakages, even though the cluster as a whole is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best anchor for the duplicate pair because it states the underlying behavior generically and would subsume the T5Gemma report.", + "best_issue_reason": "`issue:43611` is the best single issue to anchor triage because it is user-facing, specific, and closer to the main v5 loading regressions than the more niche tokenizer or hardware-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different regressions: video-input handling in Qwen/VL vs strict config loading for granite_speech." + "reason": "Both are regressions, but one is a Qwen video-input issue and the other is a strict-config load issue for Granite Speech; different failure modes and code paths." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different failure modes and code paths: GLM-4.7-Flash test loading vs Qwen3.5 save_pretrained regression." + "reason": "GLM unit-test loading failure and Qwen3.5 checkpoint-save regression are different bugs affecting different paths." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Unrelated bugs: gradient checkpointing in eval mode vs Qwen3.5 RLHF NaN/SDPA fallback issue." + "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 RLHF NaN/SDPA fallback issue." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is read-only file permissions and the other is wrong custom module resolution; not the same bug." + "reason": "Both involve custom model save/load flows, but one is a permissions propagation bug and the other is wrong-module loading after save; not the same bug." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different concrete failures: flash_attention crashes on s_aux=None vs Gemma-4 FSDP2 shared_kv_states KeyError." + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 shared_kv_states KeyError are distinct code paths." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer-related, but one is BPE marker handling and the other is continue_final_message behavior for mistral_common tokenizers." + "reason": "Tokenizer BPE-marker handling and `continue_final_message` on mistral_common are related to tokenization, but not the same concrete defect." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Different code paths: custom model init in notebooks vs Trainer resume/max_steps calculation." + "reason": "Custom model init breakage in notebooks is unrelated to Trainer checkpoint-resume max_steps miscalculation." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "One is Jupyter/custom model initialization under v5, the other is save/from_pretrained extra_state handling." + "reason": "Notebook custom-model initialization and `extra_state` handling in save/from_pretrained are different failures." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Different underlying issues: autocast dtype mismatch for Phi-tiny-MoE vs meta-device loading breakage." + "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device loading breakage are separate model/runtime regressions." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` failing to propagate updates; 45335 is the T5Gemma-specific instance." + "reason": "These describe the same underlying bug: `resize_token_embeddings` updates one output embedding path but not another model-specific embedding path." }, { "left": "issue:43425", - "right": "issue:45823", + "right": "issue:43828", "accept": false, - "reason": "Different regressions: torch 2.10 incompatibility vs Gemma4 device_map device mismatch." + "reason": "Torch 2.10 incompatibility is a broad environment issue, not the same as the Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "The second is a generic model loading failure, but the first is a specific tokenizer vocab-size problem; not enough evidence they are the same bug." + "reason": "Tokenizer vocab-size mismatch for one model and failure to load another model are not the same bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Unrelated: float8 storage lookup error vs mmap/OOM workaround on Strix Halo." + "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated runtime issues." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Different features and failures: compiled flex_attention on torch>=2.9 vs Gemma4 PLE forward device mismatch." + "reason": "Compiled flex_attention on torch >= 2.9 and Gemma4 device-map mismatch are different problems." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Both concern tokenization, but one is incorrect token IDs for Granite models and the other is a performance regression in `convert_tokens_to_ids`." + "reason": "Wrong token IDs for Granite models and slower `convert_tokens_to_ids` are separate correctness vs performance regressions." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression vs encode/decode round-trip correctness issue for CodeLlama; not the same bug." + "reason": "Tokenizer performance regression and CodeLlama round-trip spacing regression are different bugs." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` regression is unrelated to a general tokenization-version-change report." + "reason": "Whisper pipeline `return_language` breakage is unrelated to a generic tokenization change regression." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both touch Transformers 5/custom models, but one is `base_model_prefix` loading and the other is notebook-based custom model initialization." + "reason": "Both involve v5/custom-model loading, but one is a `base_model_prefix` loading regression and the other is a Jupyter notebook initialization regression." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 PLE device mismatch are different concrete failures." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility and image preprocessor/model dtype mismatch are distinct problems." + "reason": "Torch incompatibility is not the same as the Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different errors: PagedAttentionCache linear_attention crash vs compiler non-template-nodes TypeError." + "reason": "Qwen3.5 PagedAttentionCache linear_attention crash is unrelated to the non-template-node compilation error." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Different failure surfaces and likely different subsystems: float8 storage lookup vs compilation error." + "reason": "Float8 storage lookup and compilation of non-template nodes are different failure modes." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Both are runtime regressions, but the symptoms and affected paths differ: video input handling vs mask/index shape mismatch." + "reason": "Qwen video regression and mask-shape IndexError are not the same issue." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "One is an isolated reproduction of an earlier issue; the other is a Qwen3.5 PagedAttentionCache crash. No concrete match." + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Different model/runtime problems: torch.export with torch_compilable_check vs Perceiver interpolation/resolution failure." + "reason": "`torch.export` with `torch_compilable_check` and Perceiver non-default resolution failure are separate model/export bugs." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility issue vs Qwen3.5 embedding unpacking with TRL SFT trainer." + "reason": "Torch 2.10 incompatibility is unrelated to the Qwen3.5 embedding unpacking issue." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they document different removed/changed pipeline APIs and are not the same underlying issue." + "reason": "These are both docs-related, but they cover different pipeline APIs and different removed/deprecated behaviors." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language-return bug is unrelated to MXFP4 quantization fallback on git-oss-20b." + "reason": "Whisper pipeline language-return regression and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 loading/pipeline regression vs ModelOutput key assignment bug; different layers of the stack." + "reason": "SigLIP2 nonsense outputs and `ModelOutput` key assignment are different bugs." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Different domains: DeepSpeed zero3/BertModel IndexError vs compiled flex_attention failure on newer torch." + "reason": "DeepSpeed ZeRO-3 index error and compiled flex_attention torch>=2.9 failure are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:45292 vs issue:45335, is plausibly the same `resize_token_embeddings` bug at a general-vs-model-specific level. The other pairwise rejections are phrased cautiously and do not overstate duplicate evidence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The anchor choice for issue:43611 is defensible from the titles, the cluster-level heterogeneity claim is supported, and the only accepted soft-edge pair (issue:45292 / issue:45335) looks like a reasonable duplicate-like match on `resize_token_embeddings` behavior. No pair was overstated as a duplicate beyond what the evidence supports." }, "evaluator_used": true, "retried": false, @@ -2836,7 +2887,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:32090", "issue:34567", @@ -2906,9 +2957,9 @@ "issue:44737|issue:45859", "issue:43716|issue:45084", "issue:32090|issue:39404", + "issue:43582|issue:43632", "issue:46285|issue:46402", "issue:36032|issue:42915", - "issue:43582|issue:43632", "issue:43643|issue:44530", "issue:44451|issue:44987", "issue:43541|issue:45084", @@ -2918,214 +2969,214 @@ "issue:42175|issue:46178", "issue:43644|issue:43646" ], - "prepared_review_unit_hash": "910c1b7cd6bcbf28d6b01dee5fccf0718bd221ba9c00afb9f475a856f5b31fac", + "prepared_review_unit_hash": "7775c6e572abc2ba9daca112ea3deed804285e3d64bda0644d86b7e4e348abe4", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36141, - "estimated_input_tokens": 9036, - "estimated_eval_tokens": 18328 + "serialized_chars": 36139, + "estimated_input_tokens": 9035, + "estimated_eval_tokens": 18326 }, "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 v5 regressions: tokenizer loading/processing, model initialization/loading, multimodal model edge cases, and a few backend/device-specific bugs. The titles overlap at a high level, but the underlying failures are different enough that none of the soft pairs read as true duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s repeated v5 model-loading regressions; it is concrete, central, and closer to the common failure mode than the more model-specific reports.", + "summary": "This set is not a duplicate cluster: the issues span many unrelated regressions across trainer state, tokenizers, model loading, quantization, video inputs, and backend packaging. The soft-similarity pairs are mostly keyword matches, not the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single anchor for the cluster because it describes a general Transformers v5 loading breakage that matches the recurring theme without being tied to one narrow model family.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a MoE/v5.dev0 regression and the other is a specific weight-shape mismatch; too little evidence they share the same root cause." + "reason": "Both involve Qwen3-VL/MoE loading, but one is a version-specific Qwen3VL MoE breakage and the other is a weight-shape mismatch for a different model; not the same defect." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "One is a T5 tokenizer API conflict, the other is a gguf/from_pretrained loading failure; different code paths and symptoms." + "reason": "Both are tokenizer-related, but one is a T5Tokenizer special-token method conflict and the other is gguf_file loading for AutoTokenizer/AutoModel; different code paths and failures." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Both are v5 tokenizer/model issues, but CamemBERT MLM prediction errors and est-roberta tokenizer loading are separate failures." + "reason": "Both are tokenizer regressions, but CamemBERT masked-LM prediction errors and EMBEDDIA tokenizer loading failures are separate bugs." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to composite Qwen config unwrapping." + "reason": "Both mention save/from_pretrained or loading behavior, but extra_state handling and Qwen multimodal text_config unwrapping are distinct issues." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage and a mistral_common tokenizer message-continuation bug are different problems." + "reason": "Quantized save/load corruption and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same bug as the mistral_common tokenizer regression." + "reason": "The isolated reproduction of an external issue is not the same as the mistral_common tokenizer regression." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related, but they hit different models and different root causes (est-roberta vs Mistral regex patching)." + "reason": "One is a tokenizer loading failure; the other is a specific Mistral regex patch crashing on a backend attribute access." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory inefficiency for Qwen3 MoE is not the same as disabling mmap to avoid OOM on Strix Halo." + "reason": "Both concern performance/memory, but Qwen3 MoE training memory usage and disabling mmap on Strix Halo OOM are different root causes." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Extra_state save/load handling and a video-input regression are unrelated." + "reason": "save/from_pretrained extra_state handling is unrelated to the v5 video-input regression for Qwen VL models." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping model addition logic is unrelated to compiled flex_attention failures on torch >= 2.9." + "reason": "One is an add-new-model-like mapping bug; the other is a compiled flex_attention compatibility failure on newer torch." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both affect loading tokenizers, but the affected models and failure modes differ." + "reason": "Both are loading-related, but cjvt/sleng-bert load failure and Mistral regex patch crash are separate tokenizer bugs." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading regressions, but they concern different repositories/models and do not indicate a shared bug." + "reason": "These are different model-loading regressions affecting different repositories and failure modes." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE marker handling and lm_head weight tying are separate issues." + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are unrelated subsystems." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Ignoring tokenizer.json in AutoTokenizer is not the same as DeepSeek-Coder producing incorrect outputs from a prior fix gap." + "reason": "Both are tokenizer output issues, but AutoTokenizer ignoring tokenizer.json and DeepSeek-Coder incorrect output after PR #44801 are not the same bug." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but base_model_prefix loading and junk-filled non-persistent buffers point to different initialization problems." + "reason": "Both are v5 breakages, but base_model_prefix loading and non-persistent buffer initialization are different code paths." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline return_language and CamemBERT masked-LM predictions are unrelated model-specific bugs." + "reason": "Whisper return_language pipeline regression and CamemBERT masked-LM prediction errors are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both mention device/CPU behavior, but XLNet positional encoding on CPU and Qwen3.5 MoE CPU-offload incompatibility are different code paths." + "reason": "One is an XLNet CPU-device placement inefficiency; the other is Qwen3_5Moe CPU-offload incompatibility in rotary embedding." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 dtype mismatch in preprocessing is not the same as a template-compilation TypeError." + "reason": "Mistral image-preprocessor dtype mismatch and template-node compile errors are not the same underlying failure." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType and Whisper return_language regression are unrelated." + "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression are completely unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are distinct initialization/runtime bugs." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency and Sam3Model text-encoder weights not loading are different model-specific regressions." + "reason": "CLIP structure inconsistency and Sam3 text encoder weights not loading are different model-architecture regressions." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "A T5 tokenizer method-name conflict is unrelated to Qwen3Moe FP8 training failure." - }, - { - "left": "issue:43582", - "right": "issue:43632", - "accept": false, - "reason": "AppleSilicon warmup TypeError and the _is_hf_initialized flag issue do not share the same underlying bug." + "reason": "T5 tokenizer special-token conflict and Qwen3MoE FineGrainedFP8Config failure are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields in AutoConfig with trust_remote_code is a different failure than PagedAttentionCache rejecting linear_attention groups." + "reason": "Missing fields with trust_remote_code and PagedAttentionCache linear_attention crash are different loading/runtime issues." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Loading ScandiBERT and loading physical-intelligence/fast are separate model-loading regressions." + "reason": "Different model-specific load failures; no shared code-path evidence that they are the same bug." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm tracing errors are unrelated to the non-template-node compilation error." + "reason": "Torch dynamo tracing failure in Mixtral grouped_mm and template compilation error are unrelated." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on a model benchmark and runtime special-token post-processor updates are not the same bug." + "reason": "High perplexity on gpt-oss-20b and runtime post-processor update behavior are not the same defect." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 training and Qwen3.5 PagedAttentionCache group-type validation are different issues." + "reason": "Qwen3MoE FP8 config failure and Qwen3.5 paged attention crash are separate MoE/cache bugs." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image failure are unrelated." + "reason": "TrainerState token counter not updating and iterable-dataset multi-image finetuning failure are unrelated." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "A missing TensorFlow backend in a torch extra install is not the same as an unknown tensorflow_text backend mapping error." + "reason": "Packaging missing tensorflow in torch extra and undefined tensorflow_text backend are different dependency-resolution issues." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both concern v5 initialization behavior, but non-persistent buffer junk and custom model initialization breakage are not clearly the same code-path bug." + "reason": "Non-persistent buffer junk filling and custom model initialization breakage share a version but not the same failure mode." } ] }, @@ -3147,7 +3198,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:28530", "issue:34567", @@ -3233,235 +3284,235 @@ "issue:42915|issue:44589", "issue:45216|issue:45357" ], - "prepared_review_unit_hash": "b5c65daf335a751a5349912b2c5db69aab20c7da02f039b0ba7ee920ba7037da", + "prepared_review_unit_hash": "f0cb05c2cca19b3e965abb0d77ba0bfb892309ad2776337159234db08f4f1963", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37683, - "estimated_input_tokens": 9421, - "estimated_eval_tokens": 19098 + "serialized_chars": 37693, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a noisy cluster of unrelated Transformers issues, with only two clear duplicate pairs: the Transformers 5 custom-model initialization reports, and the Qwen3.5 save_pretrained regressions. The rest are false-positive similarity matches across different models/code paths.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43646 is the broadest, most central report in the only clear duplicate set (43645/43646) and best serves as the anchor issue among this otherwise heterogeneous cluster.", + "summary": "Most pairs are distinct bugs. The only supported duplicate/follow-up link in this packet is issue:45216 \u2194 issue:45357, both about the Qwen3.5 save_pretrained/checkpoint serialization regression. issue:43646 \u2194 issue:44534 should remain rejected. No PRs are present.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45216 is the best canonical issue because it states the broader Qwen3.5 save_pretrained regression, and issue:45357 is the only clearly supported narrower follow-up about the same broken serialization path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative issue overall: it describes the generic custom-model initialization regression without narrowing to a notebook-specific scenario.", + "best_issue_reason": "issue:45216 is the strongest single anchor in the set: it captures the underlying regression at a broader level and has the only soft-edge pair the packet supports as a true follow-up/duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper, but one is batch_decode token skipping and the other is empty-transcription generation after align_special_tokens; different bug paths." + "reason": "Both involve Whisper and special tokens, but the failures differ: batch_decode skip_special_tokens vs empty transcription after align_special_tokens." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio feature-extraction related, but one is an unsupported center argument in a feature extractor and the other is a separate fbank helper issue." + "reason": "Both are audio-related, but they point to different code paths: unsupported center arg in LasrFeatureExtractor vs _torch_extract_fbank_features()." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5 regressions, but one is a T5 tokenizer method conflict and the other is custom model initialization in Jupyter notebooks." + "reason": "Tokenizer constructor conflict and custom model initialization in Jupyter are unrelated bugs." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different subsystems and different failures: multimodal iterable dataset handling vs mistral_common tokenizer conversation templating." + "reason": "Multimodal iterable-dataset failure and mistral_common continue_final_message are different problems." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Unrelated bugs: missing all_tied_weights_keys on Molmo vs loading a specific BERT model failing." + "reason": "Different models and different loading failures; the shared theme is too broad to treat as the same bug." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both mention GGUF loading, but one is a generic gguf_file/from_pretrained regression and the other is a model-specific transformers v5 loading failure; not clearly the same code-path bug." + "reason": "Both mention GGUF loading, but one is a generic from_pretrained regression and the other is a specific Qwen2.5-GGUF v5 failure." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different areas and failures: template compilation error vs GraniteMoEHybrid calling an invalid method." + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are different issues." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different loading problems: device_map/offload with dequantized models vs Qwen2.5-GGUF loading failure." + "reason": "Dequantized model offload failure and Qwen2.5-GGUF loading failure are separate regressions." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are version-gated loading failures, but they affect different models and likely different tokenizer/model-loading paths." + "reason": "Different models/tokenizers and different loading failures." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation with compiled forward is not the same as StaticCache.get_seq_length returning the wrong type." + "reason": "Compiled generation inconsistency and cache-length return-type bug are only loosely related." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Different audio bugs: chat-template sampling-rate defaulting vs MIMI encoder batching/padding-mask mismatch." + "reason": "Audio chat-template sampling-rate default and MIMI padding-mask batching bug are distinct." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but custom model initialization and non-persistent buffer serialization are separate code paths." + "reason": "Custom model initialization and non-persistent buffer serialization are unrelated code paths; this pair was explicitly rejected by the packet evidence." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is unrelated to continue_final_message behavior for mistral_common tokenizers." + "reason": "PEFT local-checkpoint loading and mistral_common message continuation are different failure modes." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook-specific custom model init regression does not match non-persistent buffer junk initialization." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary loading noise is not the same bug as a Mistral tokenizer regex patch crash." + "reason": "Unnecessary loading noise and Mistral regex patch crash are not the same bug." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failures are unrelated to template compilation errors." + "reason": "Qwen3Moe FP8 failure and template compilation error are unrelated." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different models and different loader failures; only superficial loading similarity." + "reason": "Molmo tied-weights attribute error and EMBEDDIA tokenizer load failure are unrelated." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both concern tied weights, but one is missing weight tying in a model class and the other is inconsistent serialization depending on device." + "reason": "Both touch tied weights, but one is a missing tie in Mistral3 and the other is device-dependent serialization; not the same concrete bug." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Nonsensical outputs from one vision model are unrelated to the OmDet-Turbo processor size mismatch." + "reason": "Siglip2 bad outputs and OmDet-Turbo processor size mismatch are different issues." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen-family bugs: output_hidden_states behavior vs temporal position-id scaling in Qwen2.5-VL." + "reason": "Qwen3.5 hidden-states regression and Qwen2.5-VL rope-index scaling bug are unrelated." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are model correctness issues in audio/codecs, but the root causes differ: missing padding-mask support vs missing STE in DAC.from_latents." + "reason": "Batched padding-mask support and DAC from_latents STE mismatch are different code paths." }, { "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 lookup and num_input_tokens_seen tracking are unrelated trainer bugs." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "A model-loading failure for ScandiBERT is unrelated to the Mistral regex patch crash." + "reason": "Different models and different tokenizer-loading failures." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal loading/input issues, but they affect different models and different failure modes." + "reason": "Both are multimodal loading/processing issues, but they affect different models and concrete failure points." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different models and different bugs: loading physical-intelligence/fast vs Mistral tokenizer regex patching." + "reason": "Tokenizer/model load failure for a specific model is not the same as the Mistral regex patch crash." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized argument are separate initialization/quantization problems." + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized arg are separate initialization/config bugs." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Audio feature extraction and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export export failures with torch_compilable_check are unrelated to an image-size mismatch in OmDet-Turbo." + "reason": "torch.export with torch_compilable_check and OmDet-Turbo processor image-size mismatch are different bugs." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer add_special_tokens conflict is unrelated to a key error when loading MobileLLM-125M." + "reason": "T5 tokenizer special-method conflict and MobileLLM-125M loading key error are unrelated." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead is not the same issue as StaticCache.get_seq_length returning a tensor." + "reason": "Generation performance overhead and cache-length return type are not the same underlying bug." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword collision is unrelated to loading physical-intelligence/fast." - }, - { - "left": "issue:42915", - "right": "issue:44589", - "accept": false, - "reason": "Quantization/config initialization failure is unrelated to missing Float8 storage object errors." + "reason": "AddedToken special-arg conflict and model loading failure for physical-intelligence/fast are different issues." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect checkpoint serialization of visual encoder / tied-weight keys, with 45357 looking like a later follow-up of the same bug." + "reason": "Both report the same Qwen3.5 save_pretrained/checkpoint serialization regression; 45357 is a narrower follow-up on the same broken path." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The soft-edge rejections are conservative and align with the packet\u2019s issue titles/scope. The canonical choice of issue:43646 is reasonable as the broader custom-model initialization report versus the notebook-specific 43645. The Qwen3.5 save_pretrained pair is also the only explicitly supported duplicate-like pair in the packet." + "accept": false, + "feedback": "The writeup overstates the evidence in the summary: only issue:45216 \u2194 issue:45357 is actually marked as a likely duplicate/follow-up, while issue:43646 \u2194 issue:44534 was explicitly rejected. The rest of the soft-edge verdicts are conservative, and the 45216/45357 anchor choice is grounded, but the summary should not claim two true duplicate/follow-up pairs when the packet supports only one." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3477,7 +3528,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:33666", "issue:35707", @@ -3544,8 +3595,8 @@ "issue:44403|issue:44991", "issue:33666|issue:40444", "issue:43381|issue:45923", - "issue:44291|issue:44589", "issue:43632|issue:44534", + "issue:44291|issue:44589", "issue:44079|issue:45663", "issue:40990|issue:44811", "issue:43482|issue:45538", @@ -3562,226 +3613,226 @@ "issue:41720|issue:45081", "issue:43818|issue:45357" ], - "prepared_review_unit_hash": "76ec153b6d9437ad6debbd8883a661d177b083ef68d48c5b52d906ba745f0656", + "prepared_review_unit_hash": "7e5e72e0aee5a75fb7fffa6fb5700cd426300368ea852cb02167c040e6ddfdf3", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37477, - "estimated_input_tokens": 9370, - "estimated_eval_tokens": 18996 + "serialized_chars": 37482, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a single duplicate cluster; they span unrelated tokenizer, loading, vision-language, training, and packaging regressions. I found no soft pair that looks like the same underlying bug/change, so all candidate links are rejected.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the apparent overlaps are mostly broad Transformer v5, tokenizer, or model-loading themes rather than the same concrete defect. None of the soft pairs are safe to merge as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43632 is the most central broad v5 regression among the set and is closer to the cluster\u2019s shared loading/initialization theme than the others, but the overall cluster is still too heterogeneous for a true single canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the clearest broad, user-visible regression in the set: a silent AutoTokenizer token-ID break affecting all Granite models, with enough discussion/inbound references to serve as the best representative issue if one must be chosen.", + "best_issue_reason": "Issue 43632 is the best single anchor for triage because it is a clear, high-signal core loading regression and sits near the center of the limited topical overlap; the rest of the items split into distinct bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL/video behavior, but one is a video-input regression and the other is a still-image temporal position-ID scaling bug; different code paths and symptoms." + "reason": "Both involve Qwen vision/video regressions, but one is a broad video-input regression and the other is a specific rope-index scaling bug; not the same code-path defect." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and GraniteSpeech strict config loading are unrelated bugs." + "reason": "Different models and different failure modes: sliding-window behavior in Qwen3-MoE versus strict config loading for Granite Speech." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method-name conflict in T5 is unrelated to Qwen3 auto device mapping CUDA asserts." + "reason": "Tokenizer method name conflict and CUDA assert during auto device mapping are unrelated bugs." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading failure for est-roberta is not the same issue as a slow convert_tokens_to_ids regression." + "reason": "Both are tokenizer regressions in v5, but one is a loading failure for a specific tokenizer and the other is a performance regression in convert_tokens_to_ids; different defects." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility and noisy load logging are separate concerns." + "reason": "Torch compatibility packaging and noisy model-loading output do not share the same underlying bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL model loading in vLLM and Qwen3-MoE sliding_window are different failures." + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding-window behavior are unrelated." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk initialization are unrelated regressions." + "reason": "Both are v5 regressions, but base_model_prefix loading breakage and junk-filled non-persistent buffers are distinct initialization paths." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag handling is not the same bug as mmap/OOM behavior on Strix Halo." + "reason": "One is an HF initialization-flag regression; the other is an mmap/OOM issue on Strix Halo. Different code paths and symptoms." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one concerns iterable-dataset multi-image finetuning and the other a rope/index scaling regression." + "reason": "Both mention Qwen2.5-VL, but one is multi-image finetuning failure and the other is still-image temporal position scaling; not the same bug." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Granite tokenizer ID corruption and CodeLlama leading-space round-trip loss are distinct tokenizer bugs." + "reason": "Both are tokenizer regressions, but Granite token IDs being wrong and CodeLlama leading-space round-trip loss are different tokenizer implementations and failures." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup failure are unrelated." + "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "T5 tokenizer method conflict and GraniteSpeech PEFT checkpoint loading are different problems." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are separate issues." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic load noise and tokenizer loading failure are not the same underlying bug." + "reason": "Generic noisy loading output is not the same as a specific tokenizer loading regression." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and multi-image iterable-dataset finetuning for Qwen2.5-VL are different issues." + "reason": "Both involve Qwen-VL training, but multi-GPU training and multi-image IterableDataset failure are different problems." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient-checkpointing behavior is separate from a missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "Eval-mode gradient checkpointing restriction and missing supports_gradient_checkpointing flag are related only loosely, not the same defect." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to Float8 storage resolution." + "reason": "Both are v5 loading regressions, but the root causes differ: `_is_hf_initialized` handling versus non-persistent buffer initialization." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "_is_hf_initialized flag regression and non-persistent buffer corruption are distinct v5 issues." + "reason": "Unexpected `_is_hf_initialized` argument and missing Float8 storage object are unrelated initialization/storage errors." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are not the same code-path." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are different runtime bugs." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on GPT-OSS is unrelated to Whisper processor batch_decode skipping special tokens." + "reason": "Perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length misconfiguration are unrelated." + "reason": "GGUF loading failure in transformers v5 and CLIPTokenizer model_max_length behavior are different tokenizer/load-path issues." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading regression and missing pad_token_id on Llama4Config are different model/config bugs." + "reason": "Qwen2.5-GGUF loading and missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image iterable-dataset finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates for special tokens and mDeBERTa BOS/EOS insertion are different tokenizer behaviors." + "reason": "Runtime special-token post-processor updates and mdeberta add_special_tokens BOS/EOS behavior are related conceptually but not the same concrete bug." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map dequantized-model offload failure and Qwen3 MoE memory inefficiency are separate training/loading problems." + "reason": "GPU+CPU offload loading failure and Qwen3 MoE training memory inefficiency are different problems." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both touch TensorFlow packaging/backends, but one is missing TF from the torch extra and the other is a tensorboard-only runtime backend error; not the same concrete bug." + "reason": "Packaging TensorFlow in the torch extra and tensorboard-without-TF backend errors are distinct dependency issues." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window and init_empty_weights/_is_hf_initialized are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and `_is_hf_initialized` init-empty-weights error do not share a code path." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral has nothing in common with Apple Silicon caching_allocator_warmup TypeError." + "reason": "Bad AutoTokenizer error messaging and AppleSilicon allocator warmup TypeError are unrelated." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Sam3Model text-encoder weight loading are unrelated." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Sam3Model text-encoder loading bug are unrelated model-specific failures." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk initialization are different regressions." + "reason": "ModelOutput key assignment and junk-filled buffers are different core behaviors." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "FlashAttention-3 causing degenerate training and single-label-classification zero-loss behavior are separate training-path bugs." + "reason": "FlashAttention-3 training degeneration and single-label num_labels=1 zero-loss degeneration have different triggers and likely different fixes." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping CUDA asserts and Mistral tokenizer regex patch crashes are unrelated." + "reason": "CUDA assert in Qwen3 device mapping and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing and Qwen3.5 save_pretrained visual-key regression are different issues." + "reason": "Video-LLaVA missing temporal attention and Qwen3.5 save_pretrained visual-key regression are different visual-model bugs." } ] }, @@ -3803,7 +3854,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:34634", "issue:35707", @@ -3887,220 +3938,214 @@ "issue:43881|issue:44488", "issue:41720|issue:45823" ], - "prepared_review_unit_hash": "04c43fca0738e88c67a33ba5ecc22e4a882dd1d2a59a98179654d05913f1707b", + "prepared_review_unit_hash": "3cb70e8baba79c555f7f9fcfa47c936a7e4d632170ca0bd663a3325e07965e75", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36916, - "estimated_input_tokens": 9229, - "estimated_eval_tokens": 18714 + "serialized_chars": 36917, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab-bag of unrelated bug reports, with only loose thematic overlap around Transformers v5 regressions, tokenization, and multimodal loading/position-id handling. No pull requests are present, and none of the soft pairs are safe duplicates.", + "summary": "This cluster is not a duplicate set: it mixes many unrelated regressions across tokenization, model loading, quantization/offload, audio/video processors, training, and config handling. The soft-similarity links mostly reflect broad v5-era wording rather than the same concrete bug.", "confidence": 0.96, - "canonical_issue_reason": "No safe canonical issue for the whole set: the reports cover many distinct bugs. If a representative must be chosen, issue 43611 is the broadest v5-loading regression, but it does not subsume the others.", + "canonical_issue_reason": "No single canonical issue stands out because the items describe different code paths and different failures; they should not be consolidated as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the most general representative of the v5-loading regression subset, so it is the least bad stand-in among these issues.", + "best_issue_reason": "No global best issue: the cluster is too heterogeneous for one representative issue to cover the others without losing meaning.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is about ignoring tokenizer.json and the other about wrong token IDs across Granite models; different failure modes and code paths." + "reason": "Both are tokenizer-related, but one is about AutoTokenizer ignoring tokenizer.json while the other is a Granite-specific wrong token-ID regression." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching-related correctness, but one is MIMI padding-mask support and the other is Gemma3 sliding-window/all-padding NaNs; different models and bugs." + "reason": "Both involve batching/mixed-length behavior, but they affect different models and different failure modes (padding mask mismatch vs NaNs in sliding-window attention)." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading/init regressions, but one is about base_model_prefix loading and the other about custom model initialization; too broad to treat as one bug." + "reason": "Both mention Transformers v5 load/init breakage, but the concrete failures differ: base_model_prefix loading vs custom model initialization." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated internals with different symptoms and fixes." + "reason": "One is about non-persistent buffers being filled with junk; the other is about ModelOutput key assignment when a key was previously None." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export failures with torch_compilable_check and bfloat16 dtype mismatches are different problems in different subsystems." + "reason": "These are different subsystems and bugs: torch.export with torch_compilable_check versus dtype mismatches in bfloat16 inference." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend dependency selection is unrelated to a vLLM model-load failure." + "reason": "Unrelated issues: missing TensorFlow backend in an installation extra versus loading a specific PaddleOCR-VL model in vLLM." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU-efficient loading and ModelOutput key assignment are unrelated code paths." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated failures." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both mention Qwen2.5-VL, but one is training with multiple images per prompt and the other is video vision_position_ids; not the same bug." + "reason": "Both touch Qwen2.5-VL multimodal inputs, but one is iterable-dataset finetuning with multiple images and the other is video vision_position_ids." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "A specific Whisper model load/run failure is not the same as a broad meta-device loading regression, even if both involve loading." + "reason": "Different loading/runtime bugs: Whisper cannot run versus meta-device loading breaking some models on Transformers 5." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video-input vision_position_ids; related theme, different concrete bug." + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal position_ids scaling and the other is video vision_position_ids." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model accuracy/loading complaints, but one is SigLIP2 AutoModel/pipeline nonsense outputs and the other is Perceiver resolution handling; not the same issue." + "reason": "Different models and symptoms: SigLIP2 produces nonsensical outputs, while Perceiver fails on non-default resolution despite interpolate_pos_encoding=True." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both touch tied lm_head weights, but one is failing to tie weights for generation and the other is inconsistent serialization by device; distinct behaviors." + "reason": "Both mention lm_head/tied weights, but one is a missing weight-tying bug in AyaVision and the other is device-dependent serialization inconsistency." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both may involve positional handling in multimodal models, but Qwen2.5-VL still-image scaling and Kosmos2.5 long-OCR index errors are not the same code-path bug." + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 long-ocr index errors are different bugs." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "FineGrainedFP8Config failure and GGUF loading failure are unrelated model/loading formats." + "reason": "Different failure domains: FineGrainedFP8Config support for Qwen3Moe versus GGUF loading failure in Transformers v5." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized flag handling and bfloat16 dtype mismatches are different v5 regressions." + "reason": "_is_hf_initialized flag handling and bfloat16 dtype mismatches are unrelated regressions." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id computation." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are unrelated." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "init_empty_weights unexpectedly receiving _is_hf_initialized and strict config blocking granite_speech are separate loading/config regressions." + "reason": "init_empty_weights/_is_hf_initialized argument handling is a different loading issue from strict config blocking granite_speech config loading." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index position-id scaling." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "A specific vLLM model-load failure is not the same as a torch/transformers version incompatibility report." + "reason": "Different compatibility problems: vLLM loading of PaddleOCR-VL versus torch 2.4.1 / transformers 5.8.0 incompatibility." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model families and failure modes." + "reason": "Both are model regressions, but one is a video-input regression across Qwen VL models and the other is a Gemma4 device-map forward mismatch." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offload behavior and tokenizer changes are unrelated." + "reason": "Quantization/offloading behavior and tokenizer version changes are not the same bug." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch for bark-small is unrelated to torch.export with torch_compilable_check." + "reason": "CPU-offload device mismatch in bark-small is unrelated to torch.export failures with torch_compilable_check." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor sampling-rate defaults and PEFT checkpoint loading are unrelated issues." + "reason": "Audio chat-template sample-rate defaults and GraniteSpeech PEFT checkpoint loading are different problems." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on a causal LM and Whisper empty-transcription failure are different generation bugs." + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are unrelated model-specific issues." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated model APIs." + "reason": "BarkProcessor voice_preset not working is unrelated to progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with embeddings is not the same as a Qwen3 auto-device-map CUDA assert." + "reason": "Progressive generation with past key values and Qwen3 auto-device-map cudaErrorAssert are different code paths." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head tying/generation corruption and Bamba torch.compile SDPA failure are unrelated." + "reason": "Weight-tying/generation bug in AyaVision is unrelated to Bamba-9B-v2 torch.compile SDPA failure." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "A documentation example error and a finetuning failure with multiple images per prompt are not the same bug." + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL iterable-dataset multi-image finetuning are different issues." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC from_latents mismatch with missing STE are different code paths." + "reason": "CPU-offload device mismatch and DAC.from_latents / forward mismatch with missing STE are unrelated." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "glm-4v-9b load failure and cjvt/sleng-bert load failure are separate model-specific issues." - }, - { - "left": "issue:41720", - "right": "issue:45823", - "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert and Gemma4 PLE device mismatch are distinct device-placement bugs." + "reason": "glm-4v-9b loading failure is not the same as cjvt/sleng-bert failing to load." } ] }, @@ -4122,7 +4167,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:26413", "issue:28530", @@ -4201,231 +4246,231 @@ "issue:44877|issue:44991", "issue:43450|issue:45701", "issue:40990|issue:45701", - "issue:44186|issue:45072", "issue:43065|issue:46402", + "issue:44186|issue:45072", "issue:43873|issue:44756", "issue:41720|issue:42617" ], - "prepared_review_unit_hash": "54cbe140e71c6bd0e0327909bb89c1bb3aacf8a03dbc3ff98593cf5dda37e376", + "prepared_review_unit_hash": "680dcf60e59f3617e24f7f80534545e3e5c85e12321ebfa990b4cb2f90e05258", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36763, - "estimated_input_tokens": 9191, - "estimated_eval_tokens": 18638 + "serialized_chars": 36767, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidates are mostly superficially similar Transformers regressions, but they cover different code paths and symptoms; none look like the same concrete bug/change, so no soft duplicates are accepted.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45920 is the broadest and most current issue in the set: it describes a clear v5 tokenizer regression affecting multiple models with concrete token-ID misbehavior, making it the best representative issue here.", + "summary": "This cluster is not a duplicate set: it mixes unrelated issues across tokenization, loading, quantization/offload, training, and vision/audio preprocessing. No soft edge looks like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits; the cluster spans multiple unrelated regressions and model families.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest standalone issue because it is open, well-scoped as a regression, and has the widest apparent impact among the listed issues.", + "best_issue_reason": "issue:45920 is the broadest anchor only because it affects multiple model families, but it is still not representative enough to unify the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Both are crashes, but one is tokenizer/NER padding behavior and the other is torch.export compatibility; different subsystems and failure modes." + "reason": "Tokenizer crash on NER/padding is unrelated to torch.export failing on torch_compilable_check." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "One is a sliding-window mask off-by-one bug, the other is tokenizer conversion performance regression; unrelated code paths." + "reason": "Both are regressions, but one is an off-by-one mask bug and the other is a tokenizer performance issue." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8/B200 inference failure are unrelated issues." + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are different code paths and failures." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Batched-vs-single encoder output mismatch is not the same as a processor image-size mismatch." + "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo image-size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying/serialization problem and bfloat16 dtype mismatch are distinct bugs." + "reason": "Weight tying/serialization and bfloat16 dtype mismatch are distinct problems." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both involve tokenization regressions, but one is a missing BOS/EOS special-token behavior for one tokenizer while the other is wrong token IDs across several models; not the same concrete bug." + "reason": "Missing BOS/EOS insertion for one tokenizer is not the same bug as wrong token IDs across many models." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MOE weight conversion/loading with accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." + "reason": "Qwen MoE weight conversion under accelerate/deepspeed is unrelated to a missing model flag." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different model families and failures: padding-mask output divergence vs image-classification resolution handling." + "reason": "Missing padding-mask support in MIMI is unrelated to Perceiver non-default resolution handling." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading regression; not clearly the same bug." + "reason": "Dequantized model offload loading and general quantization offloading are related only broadly, not the same bug." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE handling and Qwen3.5 flash-attention generation are unrelated." + "reason": "Tokenizer marker handling is unrelated to flash-attention generation behavior." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Tie-weights serialization and packed-weight unpacking on accelerate load are different problems." + "reason": "lm_head weight tying and packed-weight unpacking are different loading/serialization defects." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity anomaly and gradient-checkpointing/LoRA behavior do not describe the same issue." + "reason": "High perplexity on a model/dataset pair is unrelated to gradient checkpointing not taking effect." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in a config class is unrelated to unwrapping text_config for composite multimodal configs." + "reason": "Missing pad_token_idx in one config is unrelated to unwrapping text_config for composite multimodal configs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault on Llava Next loading and sinq save/load breakage are different failure modes and model paths." + "reason": "Llava Next load crash and sinq save/load breakage are different failure modes." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 config failure are unrelated." + "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FP8 config loading." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "CPU RAM efficient loading regression and non-persistent buffer initialization are not the same bug." + "reason": "FSDP CPU-efficient loading and non-persistent buffer initialization are separate issues." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Auto device-mapping cudaErrorAssert on Qwen3 and Llava Next load segfault are different model/loading failures." + "reason": "Qwen3 device-map cuda assert and Llava Next segfault are different model-loading crashes." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both are save_pretrained-related, but one is lm_head serialization tied-weight behavior and the other is incorrect visual encoder keys; different artifacts." + "reason": "lm_head serialization inconsistency and incorrect visual encoder keys are distinct save_pretrained bugs." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different symptoms and triggers: device-mapping assert vs flash-attention generation issues." + "reason": "Auto device mapping crash is unrelated to flash-attention generation on Qwen3.5." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume epoch-iterator failure is unrelated to early-stopping metric resolution." + "reason": "resume_from_checkpoint epoch_iterator failure and early-stopping metric lookup are unrelated trainer behaviors." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Image label reduction bug and missing all_tied_weights_keys attribute are unrelated." + "reason": "Label reduction in an image processor is unrelated to missing all_tied_weights_keys on a model." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 CUDA memory growth and apex FusedRMSNorm memory leak are separate memory issues with different causes." + "reason": "Int4 CUDA memory regression is unrelated to the apex FusedRMSNorm leak." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature change and 3d_parallel execution failure are unrelated." + "reason": "CustomTrainer compute_loss API breakage is unrelated to running 3d_parallel.py." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "glm-4v-9b load failure and tokenizer loading failure for EMBEDDIA/est-roberta are different problems." + "reason": "GLM-4V load failure and tokenizer loading failure for a different model are not the same bug." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected compute_loss keyword argument and Qwen3Moe FP8 failure do not share the same code path." + "reason": "compute_loss signature mismatch and Qwen3Moe FP8 loading are unrelated." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech and tokenizer loading failure for est-roberta are unrelated." + "reason": "Strict config rejection and tokenizer loading regression are different issues." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape bug and version-dependent tokenization changes are not the same issue." + "reason": "Batched video processor shape bug is unrelated to version-dependent tokenization changes." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity regression on a specific model and general tokenization changes are different." + "reason": "Perplexity regression on one model/dataset is not the same as tokenization behavior changing by version." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Tokenizer/NER crash and bfloat16 dtype mismatch are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing text-encoder weights are separate Sam3 bugs." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and missing text encoder weights in Sam3Model are different model components and bugs." + "reason": "Tokenizer crash and bfloat16 dtype mismatch affect different subsystems." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offloading problems and disabling mmap on Strix Halo to avoid OOM are distinct issues." + "reason": "Quantization offload behavior and mmap OOM on Strix Halo are not the same failure." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Auto device-mapping CUDA assert and 3d_parallel.py failure do not describe the same defect." + "reason": "Qwen3 device-map assert and 3d_parallel.py failure are unrelated." } ] }, @@ -4447,7 +4492,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:28530", "issue:30064", @@ -4503,8 +4548,8 @@ "issue:43404|issue:45357", "issue:44008|issue:45823", "issue:44186|issue:44610", - "issue:43295|issue:45701", "issue:43550|issue:43606", + "issue:43295|issue:45701", "issue:44610|issue:44898", "issue:42915|issue:43317", "issue:44423|issue:45406", @@ -4519,210 +4564,210 @@ "issue:44186|issue:44361", "issue:42915|issue:43322", "issue:43526|issue:43881", - "issue:28530|issue:30064", "issue:43540|issue:43782", + "issue:28530|issue:30064", "issue:43316|issue:44913", "issue:33357|issue:35707", "issue:30064|issue:34634", "issue:43873|issue:45704", "issue:43550|issue:43653" ], - "prepared_review_unit_hash": "cd71466a22002c425b0e1ef3413e1e96df3a76cc3a2eadf2b8eaca46afa24431", + "prepared_review_unit_hash": "6e030883d9b5af2496c075caf9b742090ac1875d41c907a1c08a9fd7f8c77d39", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35526, - "estimated_input_tokens": 8882, - "estimated_eval_tokens": 18020 + "serialized_chars": 35529, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft-similarity pairs are false positives: they share broad themes like loading, offloading, tokenizers, or multimodal models, but not the same concrete bug/change. No PRs are present, and there is no clear canonical duplicate target in this set.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is not a true duplicate set; the items are mostly unrelated Transformers bugs. All soft edges should be rejected because they describe different models, code paths, or failure modes.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical duplicate fits the cluster. If one issue must be used as a representative anchor, issue 43873 is the broadest and most active open report, but it still does not cover the other bug themes.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43873 is the closest thing to a representative anchor because it is broad, active, and centered on offloading/quantization, but the surrounding items are too heterogeneous for it to serve as a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Different failures: BLIP2 dtype propagation vs Trainer resume/max_steps accounting." + "reason": "Different bugs: dtype propagation in Blip2 loading vs Trainer checkpoint resume/max_steps calculation." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different code paths: torch.compile/SDPA in Bamba vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Different failure modes: torch.compile/SDPA on Bamba vs packed-weight unpacking during Accelerate loading for BitNet." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Unrelated bugs: Mistral3 lm_head tying vs Qwen3.5 visual encoder save_pretrained keys." + "reason": "Different model components and regressions: Mistral3 lm_head tying vs Qwen3.5 visual encoder keys on save_pretrained." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma-related, but one is a Gemma3n variable-name collision and the other is a Gemma4 device-map mismatch." + "reason": "Different Gemma variants and distinct issues: variable name collision in forward vs device mismatch with device_map=auto." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Different processors/models and different symptoms; NER padding crash is not the same as OmDet input-size mismatch." + "reason": "Both involve processors, but one is a LayoutLMv2 tokenizer crash and the other is an OmDet-Turbo image-size mismatch." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Version-dependent regression in custom processor/tokenizer access vs a broader tokenization behavior change." + "reason": "One is a compile/SDPA bug, the other is a CPU-offload device mismatch in Bark; not the same code path." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Both mention offload/compile issues, but the affected models and concrete failure paths differ." + "reason": "Regression about processor.tokenizer access and image passthrough vs a broad tokenization-version change complaint." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-size related, but one is an OmDet processor bug and the other is Perceiver interpolation on non-default resolution." + "reason": "Both are vision-input issues, but they affect different models and different preprocessing logic." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both involve quantization/offload, but one is a Qwen3Moe FP8 failure and the other is a dequantized model loading issue." + "reason": "Both mention quantization/offload, but one is FineGrainedFP8 failure and the other is dequantized model loading with gpu+cpu offload." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both crash in serving, but the errors point to different bugs: bad multimodal input handling vs missing Gemma4Processor tokenizer state." + "reason": "Both hit transformers serve, but one is a multimodal batching crash and the other is a missing _tokenizer attribute in Gemma4Processor." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to not being able to run 3d_parallel.py." + "reason": "Completely unrelated: GenerationMixin import error vs failure to run 3d_parallel.py." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Different concerns: cache-path collisions for trust_remote_code vs file permission propagation in save_pretrained." + "reason": "Different save/cache problems: trust_remote_code cache path collision vs permission propagation in save_pretrained." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime failures: Qwen3 auto device mapping assert vs GPT-OSS tensor-parallel not working." + "reason": "Both involve parallelism, but one is device-mapping cuda assert on Qwen3 and the other is TP not working on GPT-OSS MoE." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to StableLmConfig pad_token_idx regression." + "reason": "Different models and causes: Qwen3-MoE sliding_window behavior vs missing pad_token_idx in StableLmConfig." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to transformers.pipelines import breakage from kernels version requirements." + "reason": "Quantization failure vs pipelines import regression from kernels version/revision requirements; unrelated." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Trainer early-stopping metric mismatch is unrelated to Qwen2-VL multi-GPU training." + "reason": "Early stopping metric selection vs Qwen2-VL multi-GPU training; no shared underlying bug." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are different model bugs." + "reason": "Different model families and bugs: CamemBERT masked LM predictions vs Qwen3.5 recurrent state reset with cache." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 device-map assertions." + "reason": "Trainer compute_loss signature mismatch vs Qwen3 auto device mapping cudaErrorAssert; unrelated." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer crashes, but for different tokenizers, tasks, and failure mechanisms." + "reason": "Both are tokenizer crashes, but on different tokenizer classes with different task-specific failure modes." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 loading and Llava Next segmentation fault are unrelated load-time failures." + "reason": "Different root causes: FineGrainedFP8 config failure vs segmentation fault loading Llava Next models." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BEiT label reduction bug is unrelated to glm-4v-9b loading failure." + "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b loading failure; unrelated." }, { - "left": "issue:28530", - "right": "issue:30064", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Early stopping metric selection is unrelated to void segmentation-map processing." + "reason": "Both are Qwen multimodal issues, but video input processing and weight_only loading errors are separate code paths." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe is a different bug from Qwen3VL weight_only loading failure." + "reason": "Early stopping/trainer config issue vs image processor failure on void segmentation maps; unrelated." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Both concern config/API consistency, but they affect different fields and models." }, { "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": "MacOS bus error in a CLIP model vs progressive generation with inputs_embeds/past_key_values; unrelated." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor segmentation-map handling is unrelated to BarkProcessor voice_preset behavior." + "reason": "Different processor bugs in unrelated modalities: segmentation maps vs Bark voice_preset handling." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading behavior is unrelated to T5 apex.FusedRMSNorm memory leak." + "reason": "Quantization/offloading bug vs a T5 apex RMSNorm memory leak; different layers and symptoms." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba compile/offload bug and BigBirdTokenizer special-token registration are unrelated." + "reason": "Different subsystems: Bamba compile/SDPA failure vs BigBirdTokenizer special-token registration." } ] }, @@ -4744,7 +4789,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:29159", "issue:34567", @@ -4800,8 +4845,8 @@ "issue:43606|issue:43720", "issue:44387|issue:45701", "issue:43388|issue:45059", - "issue:41720|issue:43746", "issue:44492|issue:44509", + "issue:41720|issue:43746", "issue:43531|issue:45759", "issue:45406|issue:45464", "issue:42490|issue:43329", @@ -4825,208 +4870,208 @@ "issue:43381|issue:43844", "issue:43421|issue:43927" ], - "prepared_review_unit_hash": "91bfe7a8b337c344df5d6d5ec2177f5721c8c5d847c0d34b1e4dd89727e08566", + "prepared_review_unit_hash": "f7084fe96e2c6a86e0a0bdc83bdcef37092757b7b64bae5f9c1585d184e98634", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36491, - "estimated_input_tokens": 9123, - "estimated_eval_tokens": 18502 + "serialized_chars": 36486, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft edge looks like a true duplicate: the two Qwen2_5_VLProcessor padding=False batched-input crashes. The rest are related by broad subsystem or theme only, not the same concrete bug.", + "summary": "Most items in this cluster are unrelated model, trainer, tokenizer, or docs bugs. Only the two Qwen2_5_VLProcessor issues (44514 and 44545) describe the same crash and are clear duplicates.", "confidence": 0.96, - "canonical_issue_reason": "issue:44514 is the cleaner original report of the batched-input/padding=False crash; issue:44545 is the same bug with overlapping repro/details.", + "canonical_issue_reason": "issue:44545 is the stronger canonical issue: it has the same exact bug report as 44514, more inbound references, and slightly more discussion activity, so it best represents the duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best representative issue here because it is the exact duplicate pair\u2019s original, concrete bug report.", + "best_issue_reason": "issue:44545 is the best overall issue because it is the clearest representative of the only true duplicate pair and has the strongest signal/traffic among the matching reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Both are tokenizer-related, but one is slow/fast behavior mismatch and the other is a T5 special-token loading conflict; different bugs." + "reason": "Both are tokenizer-related, but one is a slow/fast behavior mismatch and the other is a T5 special-tokens loading conflict; different bugs." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Different models and different failure modes: CPU offload device mismatch vs packed-weight unpacking during accelerate loading." + "reason": "Different models and failure modes: Bark CPU-offload device mismatch vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "One is int4 quantization memory/OOM behavior; the other is tokenizer output changing across versions. Broadly related only." + "reason": "One is int4 quantization memory/OOM regression; the other is a tokenization behavior change. Not the same issue." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different code paths and symptoms: metric gathering drops tuple labels vs SAM3 PCS text/bbox behavior." + "reason": "Metrics label truncation in the trainer is unrelated to SAM3 text/bbox behavior." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and GraniteSpeech PEFT checkpoint loading are unrelated bugs." + "reason": "A typo in cache strategy docs and removed pipeline-task docs are different documentation issues." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "A typo in cache strategies is not the same as outdated docs mentioning removed pipeline tasks." + "reason": "Qwen3 device-mapping CUDA assert is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both mention Qwen, but one is sliding window behavior and the other is config unwrapping for multimodal from_config; different fixes." + "reason": "Sliding-window handling in Qwen3-MoE is a different code path from Qwen multimodal config unwrapping." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming inference failures." + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failures are distinct bugs." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path import warning and undefined multimodal-token helpers are separate issues." + "reason": "Local-path trailing-slash import warning is unrelated to multimodal token counting video-branch undefined names." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both are save/load problems, but for different models and different missing weights/keys." + "reason": "Both concern model loading/saving, but one is Qwen3.5 visual encoder key saving and the other is Sam3Model text-encoder loading." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark CPU-offload device mismatch is unrelated to BigBirdTokenizer mask token registration." + "reason": "Bark CPU-offload device mismatch is unrelated to BigBirdTokenizer mask-token registration/empty decode." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Different models and failures: BarkProcessor voice_preset vs Qwen3 auto device mapping CUDA assert." + "reason": "BarkProcessor voice_preset handling and Qwen3 CUDA assert are unrelated." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting bug is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are different issues." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window Qwen3-MoE issue is unrelated to Float8 storage lookup errors." + "reason": "Sliding-window Qwen3-MoE bug is unrelated to the Float8 storage lookup TypeError." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are load failures, but for different models and likely different tokenizer/config breakages; not enough to be the same bug." + "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer/model configs." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Unwrapping text_config for composite configs is not the same as CPU-offload incompatibility in rotary embeddings." + "reason": "Qwen composite config unwrapping and CPU-offload rotary embedding incompatibility are separate bugs." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init restrictions and Qwen3.5 num_labels propagation are different configuration issues." + "reason": "PatchTST post_init policy and Qwen3.5 num_labels propagation do not share a code path." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Num_labels propagation to text config and degenerate zero-loss classification with num_labels=1 are distinct bugs." + "reason": "One is config propagation for Qwen3.5; the other is a generic single-label-classification zero-loss issue across models." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink-less s_aux handling is unrelated to composite config unwrapping." + "reason": "Flash-attention sink-less-model crash is unrelated to Qwen multimodal config unwrapping." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resolution handling and dtype mismatches in SwitchTransformers/TimmWrapperModel are different failures." + "reason": "Perceiver resolution failure and bfloat16 dtype mismatches are different model/runtime problems." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "The AddedToken special-argument TypeError may be related to tokenizer loading in general, but this is not clearly the same concrete bug as the ScandiBERT load failure." + "reason": "AddedToken special-arg duplication and ScandiBERT loading failure are not the same tokenizer bug." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Model loading failure and PIL backend requiring torchvision are unrelated." + "reason": "Physical-intelligence/fast loading and PIL image-processor torchvision requirements are unrelated regressions." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "These are the same Qwen2_5_VLProcessor apply_chat_template crash on batched input with padding=False; titles and failure mode match exactly." + "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; same bug and same fix target." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 doc example errors and OmDet-Turbo processor/model size mismatch are unrelated multimodal issues." + "reason": "SigLIP2 docs/model mismatch and OmDet-Turbo processor/model image-size mismatch are different issues." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning is not the same as incorrect visual-encoder save_pretrained keys." + "reason": "A warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning is unrelated to incorrect visual encoder key saving." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT input-embedding unpacking and trainer.evaluate after trainer.train are different trainer issues." + "reason": "TRL SFT input-embedding unpacking and trainer.evaluate() after train() are different trainer failures." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient growth." + "reason": "Gradient checkpointing in eval mode and DeepSpeed ZeRO-3 gradient growth are separate training bugs." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime post-processor updates for special tokens and DiaConfig losing custom token IDs are different token/config persistence bugs." + "reason": "Runtime special-token post-processor updates and DiaConfig save/load token-ID loss are not the same defect." } ] }, "evaluator_result": { "accept": true, - "feedback": "The reasoning is grounded in the packet and stays conservative. The accepted soft edge, issue:44514 vs issue:44545, is supported by identical titles and matching crash descriptions, with 44514 earlier and thus a reasonable canonical choice. The other pair verdicts are appropriately cautious and do not overclaim duplicates." + "feedback": "Grounded overall. The only clearly duplicate pair in the packet is 44514/44545: they have identical titles and very close metadata, and 44545 does have the slightly stronger inbound-reference/discussion signal. The other pair rejections are conservative and the summary does not overreach beyond the listed evidence." }, "evaluator_used": true, "retried": false, @@ -5045,15 +5090,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:30064", "issue:36010", - "issue:36331", "issue:39692", "issue:41720", "issue:42886", "issue:43295", + "issue:43335", "issue:43421", "issue:43531", "issue:43540", @@ -5066,6 +5111,7 @@ "issue:43697", "issue:43720", "issue:43746", + "issue:43756", "issue:43782", "issue:43819", "issue:43873", @@ -5101,8 +5147,8 @@ "issue:43531|issue:43645", "issue:41720|issue:45704", "issue:45704|issue:45859", - "issue:42886|issue:44843", "issue:43782|issue:45381", + "issue:42886|issue:44843", "issue:46032|issue:46463", "issue:43421|issue:43653", "issue:45663|issue:45923", @@ -5128,241 +5174,244 @@ "issue:43653|issue:43819", "issue:43540|issue:44008", "issue:43643|issue:44877", - "issue:30064|issue:36331" + "issue:43335|issue:43756" ], - "prepared_review_unit_hash": "b759d9d8ac7c486bebb085835530b140c66f3e469f8b9948f8c81d1243dfb218", + "prepared_review_unit_hash": "c64b2a6ffb26c2bdf991f868e66225007eb55e7c24c8f6ded1bc0a7a11913508", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37395, - "estimated_input_tokens": 9349, - "estimated_eval_tokens": 18954 + "serialized_chars": 37989, + "estimated_input_tokens": 9498, + "estimated_eval_tokens": 19252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports. The soft pairs only share broad themes like tokenizers, multimodal input, quantization, or config loading, but not the same concrete bug or fix path, so none should be merged as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous: most items are unrelated Transformer/model bugs that only share superficial subsystem or keyword overlap. The only clear duplicate-like pair is the Mistral tokenizer regex regression around `fix_mistral_regex`.", + "confidence": 0.87, + "canonical_issue_reason": "No single cluster-wide canonical issue stands out because the items span many unrelated bugs; the only credible duplicate subcluster is the Mistral tokenizer-regex regression pair.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45081 is the best representative of the only clear subcluster because it gives the concrete crash repro in `_patch_mistral_regex` / `fix_mistral_regex` and is the most actionable report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different problems: local checkpoint loading with PEFT adapters vs quantized save/load breakage." + "reason": "Both are loading/saving bugs, but one is PEFT local checkpoint loading and the other is quantized sinq serialization; different failure modes and code paths." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Unrelated bugs: T5 RMSNorm memory leak vs missing supports_gradient_checkpointing flag." + "reason": "T5 apex RMSNorm memory leak is unrelated to a missing gradient-checkpointing flag on Nemotron trust_remote_code config." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Different code paths: Qwen3-MoE sliding_window handling vs notebook custom-model initialization in v5." + "reason": "Qwen3-MoE sliding_window behavior and Jupyter custom model initialization in Transformers 5.0 are unrelated." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Different model/runtime failures: Qwen3 auto device mapping cuda assert vs T5 RMSNorm memory leak." + "reason": "Qwen3 auto device mapping cuda assert and T5 fused RMSNorm memory leak are separate bugs in different models/code paths." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Different components: T5 RMSNorm leak vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + "reason": "T5 apex RMSNorm leak and Qwen3_5Moe rotary embedding CPU offload incompatibility do not share the same underlying bug." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Both are offline/tokenizer-related, but one is generic cache loading and the other is a specific _patch_mistral_regex model_info call; not enough evidence of the same root cause." + "reason": "Both are Qwen video/VL issues, but one is a `weight_only` load error and the other is a video position-id mismatch; too different to dedupe." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Different multimodal bugs: Qwen3VL weight_only loading error vs Qwen2.5-VL video position IDs." + "reason": "Both involve offline/tokenizer loading, but one is cache loading on HF_HUB_OFFLINE and the other is an unconditional `model_info()` call in a specific regex patch." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Different bugs: silent Mamba2 cache incorrectness vs a T5 decoder-input validation error message." + "reason": "Mamba2 `use_cache` correctness and T5 decoder input validation error messaging are unrelated." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Related to special tokens, but one is a runtime post-processor update feature gap and the other is BigBirdTokenizer mask-token registration/decode behavior." + "reason": "Both touch tokenizer special tokens, but one is runtime post-processor refresh and the other is BigBird mask-token registration; not the same bug." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Different issues: Gemma4 FSDP2 shared_kv_states KeyError vs missing gradient-checkpointing support on a trust_remote_code model." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Nemotron gradient-checkpointing flag missing are unrelated." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + "reason": "Incorrect SigLIP2 outputs and CamemBERT masked LM regression are different model-specific failures." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Different problem classes: documentation/example errors and quantization mismatch vs offloading behavior with quantization." + "reason": "A SigLIP2 documentation example mismatch is not the same as a quantization/offloading bug." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Unrelated: adapter checkpoint loading vs quantized offloading behavior." + "reason": "PEFT local checkpoint loading and quantization offloading are different loading paths and failure causes." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Different bugs: Deepspeed zero3/BertModel init failure vs audio feature extraction helper issue." + "reason": "Deepspeed zero3/BertModel init error and `_torch_extract_fbank_features()` are unrelated." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer concerns: special-token post-processing vs LayoutLMv2 NER/padding crashes." + "reason": "Tokenizer post-processor updates and LayoutLMv2 NER/padding crashes are different issues despite both involving tokenizers." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely different areas: image segmentation-map processing vs GenerationMixin import failure." + "reason": "Image processor segmentation-map handling is unrelated to a `GenerationMixin` import error." }, { "left": "issue:45081", "right": "issue:45356", - "accept": false, - "reason": "Both touch fix_mistral_regex/tokenizer handling, but one is a backend_tokenizer crash and the other is a Kimi-K2.5 codec/regression report; not clearly the same bug." + "accept": true, + "reason": "Both point to the same `fix_mistral_regex` tokenizer-regex path: 45081 is the crash, while 45356 reports the regression/warning behavior around the same mechanism." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different model bugs: BitNet packed-weight loading vs DAC from_latents/forward mismatch." + "reason": "BitNet packed-weight loading and DAC latent reconstruction mismatch are unrelated model internals." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Unrelated: tokenizer regression vs list_repo_files revision forwarding in CI." + "reason": "Kimi tokenizer regex regression and `list_repo_files` revision forwarding are unrelated." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Different issues: BigBird special-token registration vs BitNet packed-weight handling." + "reason": "BigBird special-token registration and BitNet packed-weight unpacking are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Different subsystems: audio fbank extraction vs add-new-model-like registry logic." + "reason": "Audio feature extraction and `TOKENIZER_MAPPING_NAMES` model registration are unrelated." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-related, but they involve different Qwen models and different failure points (video processing vs chat-template feature/token mismatch)." + "reason": "Both are Qwen video-input bugs, but they affect different models and different stages (`ValueError` in processing vs chat-template feature/token mismatch)." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Different regressions: processor/tokenizer image handling vs Kosmos2.5 long-OCR index error." + "reason": "Processor/tokenizer regression in 4.57.5 and Kosmos2.5 OCR index error are unrelated multimodal bugs." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different runtime bugs: torch.compile+SDPA failure vs dtype mismatch in bfloat16 inference." + "reason": "Bamba torch.compile/SDPA failure and SwitchTransformers/TimmWrapper bfloat16 dtype mismatches are different runtime problems." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Different models and symptoms: missing CLIP attentions assignment vs RTDetrV2 output drift in v5." + "reason": "Missing CLIP attentions assignment and RTDetrV2 output differences in v5 are unrelated regressions." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer issues: AddedToken keyword collision vs loading a specific model name." + "reason": "`AddedToken()` keyword conflict and failure to load a specific model are not the same bug." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different model/code-path failures: Bamba SDPA compile issue vs DAC latent conversion mismatch." + "reason": "Bamba torch.compile/SDPA failure and DAC `from_latents` mismatch are unrelated." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Different problems: Qwen3-MoE sliding_window bug vs trust_remote_code AutoConfig missing fields." + "reason": "Qwen3-MoE sliding_window behavior and `AutoConfig` missing fields with trust_remote_code are unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different model families and failures: LayoutLMv2 tokenizer crashes vs Perceiver image-classification resolution handling." + "reason": "LayoutLMv2 tokenizer crashes and Perceiver image-classification failures are unrelated." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Different issues: BigBird special-token handling vs DAC latent/forward mismatch." + "reason": "BigBird special-token registration and DAC STE mismatch are unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different multimodal bugs: Qwen3OmniMoe video processing vs Gemma 3n audio_mel_mask name collision." + "reason": "Qwen3OmniMoe video processing failure and Gemma3n variable-name collision are unrelated." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but one is missing fields from AutoConfig with trust_remote_code and the other is strict config blocking granite_speech; not the same root cause." + "reason": "Both concern config loading, but one is missing fields under trust_remote_code and the other is strict config rejection for granite_speech; not the same issue." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Completely different: image processor segmentation-map failure vs CustomTrainer compute_loss signature breakage." + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are unrelated architecture bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet does look mostly heterogeneous, and the summary stays conservative about that. The only accepted soft pair is reasonably supported by the shared `fix_mistral_regex`/tokenizer-regex context, and the other rejections do not overclaim relatedness." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5377,14 +5426,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ + "issue:30064", "issue:34634", "issue:36010", + "issue:36331", "issue:39692", "issue:41720", "issue:43322", - "issue:43335", "issue:43388", "issue:43421", "issue:43540", @@ -5394,7 +5444,6 @@ "issue:43644", "issue:43716", "issue:43749", - "issue:43756", "issue:43782", "issue:43818", "issue:43825", @@ -5429,20 +5478,20 @@ "issue:46512" ], "soft_pairs": [ - "issue:43335|issue:43756", - "issue:41720|issue:44991", + "issue:30064|issue:36331", "issue:44821|issue:45084", + "issue:41720|issue:44991", "issue:44843|issue:45081", "issue:43322|issue:45685", "issue:39692|issue:45834", "issue:43716|issue:44008", "issue:43388|issue:46032", - "issue:45183|issue:45479", "issue:43582|issue:46512", + "issue:45183|issue:45479", + "issue:43950|issue:45987", "issue:44186|issue:44442", "issue:44448|issue:44671", "issue:45584|issue:45834", - "issue:43950|issue:45987", "issue:43644|issue:43749", "issue:44485|issue:44509", "issue:34634|issue:36010", @@ -5455,184 +5504,184 @@ "issue:43825|issue:43994", "issue:43421|issue:44811" ], - "prepared_review_unit_hash": "3e1fd7d93af4d04836aee7a36ffcf6a52cffc325ffa69aa1911c30070f71c1c7", + "prepared_review_unit_hash": "c8e46adf87f60e0b763304fc4b482e9206b4d9559fca90406fe3b2ed692e2002", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35609, - "estimated_input_tokens": 8903, - "estimated_eval_tokens": 18062 + "serialized_chars": 35562, + "estimated_input_tokens": 8891, + "estimated_eval_tokens": 18038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a set of largely unrelated Transformers issues. None of the soft pairs describe the same underlying bug or change closely enough to merge as duplicates, so all soft edges should be rejected.", + "summary": "This cluster is mostly heterogeneous issue noise with a few superficially similar pairs (tokenizer regex, device/dtype mismatches, video-input bugs), but none are strong duplicates under a strict triage standard.", "confidence": 0.92, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue 44843 is the strongest representative of the only near-related mini-cluster (_patch_mistral_regex / tokenizer loading); it is concrete and actionable, but it does not actually subsume the rest of the issues.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44843 is the most representative and specific issue in the set, with the clearest code-path and the only plausible overlap candidate; it is the best single anchor even though the cluster is not a true duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Different bugs in different models: SwitchTransformers sparse-layer construction vs Smollm3 RoPE-layer count mismatch." + "reason": "Completely different subsystems and failures: image processor segmentation maps vs Trainer.compute_loss signature mismatch." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Both are loading/parsing errors, but they concern unrelated code paths and symptoms; not the same underlying bug." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Different subsystems and error modes: AutoImageProcessor URL loading vs a template compilation TypeError." + "reason": "Different models and failure modes: Qwen3 auto device mapping crash vs tokenizer load failure for est-roberta." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same file area (_patch_mistral_regex) but different concrete failures: offline model_info call vs backend_tokenizer attribute crash." + "reason": "Both involve _patch_mistral_regex, but one is offline/model_info behavior and the other is a backend_tokenizer attribute crash; related helper, different concrete bugs/triggers." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next load segfault and MPS histogram support error are unrelated model/runtime issues." + "reason": "Segfault while loading Llava Next is unrelated to an MPS histogram-not-implemented error in moe code." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc example errors are about model/processor mismatch and quantization, not Kosmos2.5 OCR indexing." + "reason": "Documentation example errors for SigLIP2 are not the same issue as Kosmos2.5 long OCR input indexing." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different models and root causes: dtype mismatch in Mistral-3 preprocessing vs Gemma 3n variable-name collision." + "reason": "Different model-specific bugs: image preprocessor dtype mismatch vs Gemma3n variable-name collision causing AttributeError." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different code paths: gather_for_metrics label truncation vs Mamba2 use_cache producing wrong results for seq_len>1." + "reason": "Trainer metric gathering bug vs Mamba2 cache correctness bug; unrelated code paths." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and from_config stale config.dtype are distinct issues despite both touching dtype-ish behavior." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Validation/XOR error-message bug is not the same as the single-label classification zero-loss regression." + "reason": "Input validation XOR errors are unrelated to single-label classification with num_labels=1 producing zero loss." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Apple Silicon allocator TypeError and from_config dtype/config staleness are different dtype-related problems." + "reason": "Non-persistent buffer corruption and StaticCache.get_seq_length contract mismatch are different regressions." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crash on NER padding/truncation is unrelated to AutoTokenizer failing to load a specific tokenizer class." + "reason": "Tokenizer crash on NER padding/truncation is unrelated to AutoTokenizer failing to load a different tokenizer class." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 behavior regressions, but they affect different models and outputs with no shared concrete bug." + "reason": "Both are model-output regressions in v5, but they affect different models and do not look like one shared bug." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription failure after token alignment is unrelated to Kosmos2.5 long OCR index errors." - }, - { - "left": "issue:43950", - "right": "issue:45987", - "accept": false, - "reason": "Non-persistent buffer corruption during from_pretrained is a different bug from StaticCache.get_seq_length returning the wrong type." + "reason": "Whisper empty-transcription generation after align_special_tokens is unrelated to Kosmos2.5 OCR length/indexing." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "One is buffer initialization corruption in Transformers 5.0.0; the other is an FSDP CPU RAM efficient loading breakage." + "reason": "Non-persistent buffer junk-fill regression and FSDP CPU RAM efficient loading failure are different bugs." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + "reason": "RoPE implementation discussion and docs mentioning removed pipelines are unrelated." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are separate bugs with no shared code path." + "reason": "BarkProcessor voice preset behavior and GenerationMixin import failure have no shared underlying code-path." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Different model/runtime mismatches: Bark CPU offload device mismatch vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Both mention device/dtype mismatches, but they are different model paths and likely distinct fixes." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated model-specific bugs." + "reason": "Qwen video-input regression and Kosmos2.5 OCR long-input index error are unrelated." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype propagation issue and Video-LLaVA temporal-attention/weight-sharing issue do not describe the same defect." + "reason": "Blip2 dtype loading bug and Video-LLaVA temporal-attention/weight-sharing bug are unrelated model issues." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape IndexError in a model forward path is unrelated to trainer.evaluate() failing after training." + "reason": "Mask/index shape mismatch and trainer.evaluate failing after train are not the same bug." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen video inputs, but one is a ValueError in Qwen3OmniMoe and the other is wrong vision_position_ids in qwen2.5-vl." + "reason": "Both concern video inputs, but they affect different Qwen variants and report different failure modes." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "from_pretrained weight_only loading error is not the same bug as flash-attention generation failure in Qwen3.5." + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen3.5 flash-attention generation issues." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Docs/error-message cleanup for removed tasks is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "Pipeline docs/error-message issue is unrelated to SigLIP2 producing nonsensical outputs." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime post-processor updates for special tokens and Whisper batch_decode skip_special_tokens behavior are different tokenizer/processor issues." + "reason": "Runtime special-token post-processing update bug is unrelated to Whisper batch_decode skip_special_tokens handling." } ] }, @@ -5654,7 +5703,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:28218", "issue:29159", @@ -5730,193 +5779,193 @@ "issue:45081|issue:45406", "issue:44589|issue:45042", "issue:44060|issue:44368", - "issue:45372|issue:46326", - "issue:43906|issue:46209" + "issue:43906|issue:46209", + "issue:45372|issue:46326" ], - "prepared_review_unit_hash": "83e59ee0131ea66f944263e47f6f9fe06c7396cd5d6b37a7dd8643afa9cbbaff", + "prepared_review_unit_hash": "057fcbd851465dcde7c1d15d8cba095dbd3f30fb5e582676e2b07d97fdc3bbc8", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35794, - "estimated_input_tokens": 8949, - "estimated_eval_tokens": 18154 + "serialized_chars": 35799, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated model, tokenizer, processor, loading, or backend regressions. The soft pairs mostly share only broad subsystem keywords and should not be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "No true canonical issue stands out because the set spans many unrelated bugs. If one representative is forced, issue 45701 is the broadest tokenization-related open report, but it does not unify the cluster.", + "summary": "This cluster is heterogeneous: the soft-linked pairs mostly share broad keywords (tokenizers, warnings, loading, v5 regressions) but do not describe the same concrete bug. I found no strong duplicate group worth collapsing into a single canonical issue.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the items cover many unrelated regressions and only show weak thematic overlap, not one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the closest thing to a representative because it is broad, active, and has multiple inbound references, but it is still too general to serve as a real duplicate anchor for this mixed set.", + "best_issue_reason": "No global best issue to represent the cluster because the issues are not duplicates of one another.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer-loading failure and pipeline import dependency error are different bugs in different code paths." + "reason": "Different failures: tokenizer loading for a specific model vs pipeline import breaking due to kernels dependency constraints." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Video chat-template token/feature mismatch is unrelated to T5 decoder input validation." + "reason": "Unrelated code paths: video apply_chat_template mismatch vs T5 decoder input validation error messaging." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code breakage, but the concrete causes differ: helper removal vs unsafe sys.modules access." + "reason": "Both mention remote_code/v5 breakage, but one is a specific removed helper and the other is a broad umbrella report." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype handling and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "Different subsystems: BLIP2 dtype propagation vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Wrong OmDet input size and bfloat16 dtype mismatches are separate inference issues." + "reason": "Different models and bugs: image size mismatch vs dtype mismatch in inference." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet weight-unpacking on load is unrelated to dtype mismatch in other models." + "reason": "Packed-weight loading bug in BitNet is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "Cache length return-type bug and return_tensors being ignored are different API regressions." + "reason": "Cache sequence length contract bug vs return_tensors being ignored; different behavior and APIs." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Added-token spacing bug is too specific to equate with a broad slow/fast tokenizer inconsistency report." + "reason": "Possible tokenizer overlap, but one is a specific extra-space symptom and the other is a broad slow/fast inconsistency report." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Runtime pipeline error message and outdated docs reference are not the same bug." + "reason": "Error message wording vs documentation references; same topic area but not the same bug." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM-efficient loading breakage and init_empty_weights argument handling are distinct loading failures." + "reason": "Different loading failures: FSDP CPU RAM efficient loading vs init_empty_weights unexpected argument." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is not the same as general tokenization changes across versions." + "reason": "Masked-LM prediction regression in CamemBERT is not the same as general tokenization changes." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "TensorFlow backend packaging and Mistral tokenizer regex patch crash are unrelated." + "reason": "Package backend/install issue vs Mistral regex patch crash; unrelated." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash do not share the same code path." + "reason": "Apple Silicon allocator TypeError vs CUDA AMP crash in a loss module." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen VL models with different failures: from_pretrained weight_only error vs rope index scaling bug." + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen2.5-VL rope-index scaling." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature changes are unrelated." + "reason": "BarkProcessor voice_preset bug and CustomTrainer compute_loss signature error are unrelated." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "sys.modules access safety and CLIP text model structural inconsistency are different regressions." + "reason": "Unsafe sys.modules access is a different problem from CLIP class structure inconsistency." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC latent/forward mismatch are unrelated." + "reason": "Audio processor chat-template sampling-rate default is unrelated to DAC.from_latents STE mismatch." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are different bugs." + "reason": "BigBird special-token registration bug is unrelated to MXFP4 quantization loading fallback." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 differing outputs are not the same defect." + "reason": "BEiT reduce_labels bug and RTDetrV2 output regression are different issues." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM load failure and broad remote_code breakage are too different to merge." + "reason": "Specific MobileLLM key error is not the same as a broad remote_code compatibility regression." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer max-length constant are unrelated." + "reason": "Template compilation TypeError and CLIPTokenizer max length bug are unrelated." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are distinct processor/tokenizer failures." + "reason": "Both are AttributeError reports, but they occur in different components and code paths." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup error and PIL backend torchvision dependency regression are unrelated." + "reason": "Float8 storage lookup failure is unrelated to PIL backend image processor torchvision requirements." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Similar tied-weights warning shape, but different models and configs make these separate issues." + "reason": "Both mention tied-weights warnings, but they refer to different models and warning mechanics, not one concrete defect." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Both involve mistral_common, but one is a missing import and the other is a continue_final_message tokenizer bug." + "reason": "Isolated reproduction of an old issue is unrelated to FP8 inference on B200." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Isolated reproduction of another issue and FP8 inference failure are unrelated." + "reason": "Gemma 4 processor import failure from mistral_common is a different bug than continue_final_message behavior." } ] }, @@ -5938,7 +5987,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:36010", "issue:36331", @@ -5997,8 +6046,8 @@ "issue:43452|issue:44991", "issue:36010|issue:43645", "issue:36010|issue:36331", - "issue:43257|issue:43329", "issue:43819|issue:43927", + "issue:43257|issue:43329", "issue:42175|issue:46291", "issue:43531|issue:45042", "issue:43720|issue:44610", @@ -6006,232 +6055,229 @@ "issue:44387|issue:44617", "issue:43746|issue:44811", "issue:39692|issue:44912", - "issue:42490|issue:43257", "issue:43854|issue:44977", - "issue:43643|issue:45759", + "issue:42490|issue:43257", "issue:45459|issue:45803", - "issue:46421|issue:46424", + "issue:43643|issue:45759", "issue:43262|issue:44811", "issue:43650|issue:43906", + "issue:46421|issue:46424", "issue:43257|issue:43696", "issue:43329|issue:44479", "issue:43329|issue:43450", "issue:43257|issue:43931", - "issue:42915|issue:43742", - "issue:43454|issue:43577" + "issue:43454|issue:43577", + "issue:42915|issue:43742" ], - "prepared_review_unit_hash": "ca4882b4a8f2450771a0cdd6114badff7ae43df4a1c0cd343e3e6bfcdaf2d6d9", + "prepared_review_unit_hash": "2bcf1aeaf0f6d975e084501e0b501844a30d220d07b9a5812e6eecd2abc202a0", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36615, - "estimated_input_tokens": 9154, - "estimated_eval_tokens": 18564 + "serialized_chars": 36608, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues; only the two Qwen video-input regressions look plausibly like the same underlying bug. No PRs are present.", - "confidence": 0.36, - "canonical_issue_reason": "issue:44479 is the broadest, most user-facing report of the video-input regression, spanning multiple Qwen VL/MoE variants and the v5.3.0 breakage.", + "summary": "The soft pairs are mostly false positives: they span unrelated bugs across import/loading, training, quantization, video/audio processors, cache behavior, and model-specific regressions. No pair looks like the same underlying defect, so there is no clear duplicate cluster representative.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not converge on one defect or one code path, so selecting a duplicate target would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 best represents the shared problem because it captures the widest affected surface and the regression framing, while the more technical report can serve as the lower-level duplicate.", + "best_issue_reason": "No global best issue: none of the issues is a safe representative for the whole set because the set is heterogeneous and not a duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Both mention CI/multimodal areas, but one is a video-token counting bug and the other is a stale auto-mappings reference; different failures and code paths." + "reason": "Video-token helper bug vs stale auto_mappings config reference; unrelated subsystems and failures." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Beit label reduction and MPS attention correctness are unrelated subsystems and symptoms." + "reason": "BeitImageProcessorFast label reduction bug vs MPS attention correctness issue; different code paths." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "One is a torch.compile/SDPA failure in Bamba, the other is a quantization-loading fallback issue for git-oss; not the same bug." + "reason": "Bamba torch.compile/SDPA regression vs Git-oss MXFP4 loading fallback; different models and mechanisms." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Deepspeed ZeRO-3 initialization error for non-pretrained BERT and trainer.evaluate() after train() are different training lifecycle problems." + "reason": "Zero3/non-pretrained Bert IndexError vs trainer.evaluate after train lifecycle issue; not the same bug." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve model loading, but gguf_file breakage and tokenizer loading for est-roberta stem from different mechanisms." + "reason": "gguf_file loader breakage vs tokenizer loading failure for a specific model; same area but distinct causes." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "ImportGenerationMixin failure and Jupyter custom-model initialization breakage are distinct API regressions." + "reason": "GenerationMixin import error vs Jupyter custom model init regression; different symptoms and code paths." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and a CustomTrainer signature mismatch are unrelated." + "reason": "Import path regression vs custom trainer compute_loss signature mismatch; unrelated issues." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading and multimodal video token counting are separate bugs." + "reason": "DAC forward/from_latents mismatch vs DiaConfig save/load token-ID loss; different models and bugs." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-id loss affect different model families and code paths." + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion bug vs undefined video helper names; unrelated defects." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging/backend installation and kernels import-time dependency validation are different dependency issues." + "reason": "Missing TensorFlow extra vs pipelines import failure from kernels dependency constraints; different package/dependency problems." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and PIL backend torchvision dependency are unrelated." + "reason": "Qwen3-MoE sliding_window issue vs PIL backend torchvision requirement regression; unrelated." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight loading and OmDet processor/model input-size mismatch are different failures." + "reason": "BitNet packed-weight unpacking bug vs OmDet-Turbo processor image-size mismatch; different failure modes." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and OmDet 640px-vs-224px mismatch are not the same issue." + "reason": "SigLIP2 zero probabilities vs OmDet-Turbo 640px/224px mismatch; unrelated model-specific issues." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are OOM reports, but one is about reserved memory under int4 quantization and the other is a specific Sam3Video memory issue." + "reason": "Quantization reserved-memory regression vs Sam3Video OOM; both memory-related but not the same code path." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local-checkpoint loading and Whisper batch_decode special-token handling are unrelated." + "reason": "PEFT local-checkpoint loading bug vs Whisper batch_decode option handling; unrelated." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc-example problems and git-oss MXFP4 loading are different issues." - }, - { - "left": "issue:42490", - "right": "issue:43257", - "accept": false, - "reason": "Trailing-slash local-model import warning and Qwen3 MoE weight conversion are unrelated." + "reason": "Documentation/example errors vs MXFP4 loading fallback bug; not the same underlying defect." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash test loading and Qwen3.5 flash-attention generation failure are different model-specific bugs." + "reason": "GLM-4.7-Flash loading test failure vs Qwen3.5 flash-attention generation bug; different models and root causes." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Missing fields from trust_remote_code config loading and text_config unwrapping for composite multimodal configs are related to config handling but not the same defect." + "reason": "Local-path trailing-slash import warning vs Qwen3 MoE deepspeed conversion bug; unrelated." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both concern error handling, but one hides tokenizer decode errors and the other swallows exceptions in Fuyu tensor conversion." + "reason": "Tokenizer error masking due to missing protobuf vs bare except swallowing interrupts; both exception handling, but different code and effects." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Lazy cache init causing recompilation and max_cache_length only applying to quantized cache are separate cache-behavior bugs." + "reason": "AutoConfig trust_remote_code missing fields vs from_config not unwrapping text_config; related area but distinct APIs and fixes." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode behavior are unrelated." + "reason": "Audio chat-template sample-rate default bug vs Whisper batch_decode special-token handling; different processors and behavior." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Placeholder issue text and an isolated reproduction of another issue are not duplicates." + "reason": "Low-quality 'ADD THE DATA' report vs isolated reproduction of another issue; no shared underlying bug." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache lazy-init recompilation vs max_cache_length honored only for Quantized Cache; same area, different bugs." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE loading/weight conversion and GPT-oss OOM are different problems." + "reason": "Qwen3 MoE weight conversion bug vs GPT-oss OOM; unrelated issues." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Both describe a regression in video handling for Qwen/VLM processors; 43329 pinpoints the undefined-variable bug in the video token path, while 44479 reports the same breakage across multiple Qwen video models in v5.3.0." + "accept": false, + "reason": "Undefined video helper bug vs v5.3.0 video-input regression across Qwen VL models; overlapping domain but different defects." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined variables in video token counting and batched video processor shape errors are different parts of the pipeline." + "reason": "Video token counting helper bug vs batched video processor shape bug; different layers of the pipeline." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE loading and Qwen3-VL weight-shape mismatch are distinct loading failures." + "reason": "Accelerate/deepspeed conversion bug vs Qwen3-VL weight-shape mismatch on load; both Qwen-related but distinct loading problems." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and MobileLLM key error are separate model-loading bugs." + "reason": "AyaVision lm_head tying bug vs Blip2 dtype propagation issue; unrelated model initialization problems." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "AyaVision lm_head tying and BLIP2 dtype propagation are unrelated model-initialization issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure vs MobileLLM key error; different models and causes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: most pairs are clearly unrelated by title and subsystem, and the single accepted Qwen video pair is a conservative, plausible duplicate relationship. The canonical issue choice is also well-supported by the broader, user-facing v5.3.0 regression report. No PRs are present, as noted." - }, - "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 }, @@ -6246,7 +6292,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:28282", "issue:29127", @@ -6313,10 +6359,10 @@ "issue:43697|issue:45357", "issue:43425|issue:46291", "issue:43577|issue:46512", - "issue:28282|issue:34689", "issue:42175|issue:43824", - "issue:45137|issue:45405", + "issue:28282|issue:34689", "issue:43452|issue:43582", + "issue:45137|issue:45405", "issue:43317|issue:45538", "issue:33357|issue:34567", "issue:44849|issue:45701", @@ -6330,226 +6376,226 @@ "issue:42915|issue:43749", "issue:42175|issue:44488" ], - "prepared_review_unit_hash": "cf0c749112c20371df5fa8802ec7a47903a2a4c8fb5578ba1ca580beef0c639d", + "prepared_review_unit_hash": "da96b00a3708f04a8bfaa7cc14920329387c6a82a18baf159d37d8732be1eef0", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36985, - "estimated_input_tokens": 9247, - "estimated_eval_tokens": 18750 + "serialized_chars": 36991, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a lexical-similarity bucket of unrelated Transformers bugs. The only plausible true duplicate pair is the tokenizer-loading crash in 44062/44991; the rest differ by model, subsystem, or failure mode.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 44062 is the best canonical anchor: it names the concrete root failure (`AddedToken() got multiple values for keyword argument 'special'`), and 44991 looks like a model-specific reproduction of that same tokenizer-loading bug.", + "summary": "Mostly unrelated issue pairs; only the two Qwen video-regression reports look like the same underlying bug. No PRs in this cluster.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the broadest, most central report: it describes the regression across multiple Qwen VL variants, while issue:45381 is a narrower instance focused on qwen2.5-vl vision_position_ids.", "canonical_pr_reason": null, - "best_issue_reason": "44062 is the strongest representative of the cluster because it captures the clearest underlying bug and can subsume the specific EMBEDDIA/est-roberta load failure.", + "best_issue_reason": "issue:44479 best represents the shared bug because it captures the full cross-model regression and likely root cause scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both involve loading/memory, but one is FSDP CPU RAM efficient loading and the other is mmap/OOM on Strix Halo; different code paths and failure causes." + "reason": "Both involve memory/offload behavior, but one is an FSDP CPU RAM-efficient loading breakage and the other is a Strix Halo mmap OOM workaround; different failure modes and fixes." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Unexpected `_is_hf_initialized` during `init_empty_weights` is unrelated to the PIL backend/torchvision dependency regression." + "reason": "Different subsystems and symptoms: init_empty_weights/_is_hf_initialized vs PIL image processors requiring torchvision." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and different components (`bark-small` device mismatch vs Qwen3_5Moe rotary embedding forward)." + "reason": "Both mention CPU offload, but they affect different models and code paths, so they are not the same bug." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 failure and AutoImageProcessor URL loading are unrelated bugs." + "reason": "Unrelated topics: Qwen3Moe FP8 loading vs loading AutoImageProcessor from URL." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing `pad_token_id` in `Llama4Config` is unrelated to `transformers.pipelines` import failing on kernels v0.15 metadata." + "reason": "Llama4Config pad_token_id is unrelated to pipelines import failing because kernels now requires version/revision." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token counting and high perplexity on gpt-oss-20b are different problems." + "reason": "Trainer token-count tracking and high perplexity on a model evaluation are different problems." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to `num_input_tokens_seen` not updating." + "reason": "Tokenizer slow/fast inconsistency is not the same as TrainerState num_input_tokens_seen not updating." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token ID loss and MXFP4 quantization fallback are separate issues." + "reason": "DiaConfig save/load token IDs and MXFP4 quantization fallback are different model-specific bugs." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model load failure for physical-intelligence/fast is not the same as CLIPTokenizer's `model_max_length` bug." + "reason": "Different tokenizer issues affecting different models; no shared concrete bug is evident." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different symptoms; not enough evidence of one underlying bug." + "reason": "Both are tokenizer regressions, but they concern different models and distinct tokenization failures." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FP8 config failure and CLIPTokenizer max length bug are unrelated." + "reason": "FP8 model-loading failure vs CLIPTokenizer model_max_length behavior are unrelated." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both touch tied embeddings/lm_head, but one is a specific model-class tie bug and the other is LoRA merge collapse with extended vocab; different failure mechanisms." + "reason": "Both touch weight tying/vocabulary, but one is a missing lm_head tie in a specific model class and the other is LoRA merge collapse with extended vocab; not the same fix." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 visual encoder key saving are unrelated." + "reason": "RTDetrV2 output changes and Qwen3.5 save_pretrained key regression are unrelated." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version compatibility and kernels import requirements are different dependency problems." + "reason": "Torch version compatibility and kernels import requirements are separate dependency issues." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "One is weights/qformer staying float32 after load; the other is `config.dtype` staying stale after `from_config(dtype=...)`." - }, - { - "left": "issue:28282", - "right": "issue:34689", - "accept": false, - "reason": "PyTorch-missing ImportError and Llama 3.2 vision loading regression are different loading failures." + "reason": "Both concern dtype handling, but one is about loaded submodule dtypes staying float32 while the other says model.config.dtype is stale; related area, different bugs." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Missing TensorFlow in the `.[torch]` install and missing Qwen2.5-VL class export are unrelated packaging/import issues." + "reason": "TensorFlow backend packaging and a missing Qwen2.5-VL symbol are unrelated." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and unreleased PEFT version pin are unrelated." + "reason": "Generic PyTorch import error and a Llama 3.2 Vision model-loading regression are not the same issue." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF loading breakage is unrelated to Apple Silicon `caching_allocator_warmup` TypeError." + "reason": "GGUF loading breakage and Apple Silicon TypeError in caching_allocator_warmup are different code paths." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT minimum-version bump are unrelated." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading failure and CLIPTokenizer max-length bug are unrelated." + "reason": "Device-map dequantized-model offload failure and CLIPTokenizer max-length behavior are different bugs." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error with CLIP model and token-count tracking are different bugs." + "reason": "MacOS bus error with a CLIP model and TrainerState token counting are unrelated." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states output bug is unrelated to the broad tokenization-change issue." + "reason": "Qwen3.5 hidden-states bug and a general tokenization-version-change report are not the same underlying issue." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Key error loading MobileLLM-125M is not the same as the unexpected `_is_hf_initialized` argument during `init_empty_weights`." + "reason": "KeyError loading MobileLLM-125M is not the same as init_empty_weights rejecting _is_hf_initialized." }, { "left": "issue:44062", "right": "issue:44991", - "accept": true, - "reason": "44991 appears to be a specific model reproducer of the same tokenizer-loading crash described by 44062 (`AddedToken(... special ...)` TypeError)." + "accept": false, + "reason": "AddedToken construction error and a specific tokenizer load failure for EMBEDDIA/est-roberta are too different to merge." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch import missing and LayoutLMv3 box-information error are unrelated." + "reason": "PyTorch import prerequisite error and LayoutLMv3 error messaging are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video processing ValueError are different failures." + "reason": "Qwen3 device-map cuda assert and Qwen3OmniMoe video-input ValueError are different failures." }, { "left": "issue:44479", "right": "issue:45381", - "accept": false, - "reason": "Both concern video input regressions, but they affect different model families and likely different code paths." + "accept": true, + "reason": "Both report the same Qwen video-input regression in v5.3.0; 45381 is a narrower manifestation of the broader bug described in 44479." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Video-input processing ValueError and Qwen3-vl-embedding video StopIteration are different errors." + "reason": "Both are video-input failures in Qwen-family models, but the models, errors, and likely code paths differ." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Same as above: different model families and distinct video-input failure modes." + "reason": "Similar domain, but 43540 is a different model-specific video processing error than the broader Qwen VL video regression in 44479." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FP8 config failure and FSDP CPU RAM efficient loading are unrelated." + "reason": "Qwen3Moe FP8 failure and FSDP CPU RAM-efficient loading are unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "TensorFlow backend packaging and loading `cjvt/sleng-bert` are unrelated." + "reason": "TensorFlow backend packaging and a model-loading complaint about cjvt/sleng-bert are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is generally grounded in the packet and keeps the soft-edge judgments conservative. The one accepted duplicate pair (44062/44991) is reasonably hedged as a likely tokenizer-loading duplicate, and the remaining rejections avoid overclaiming shared root causes." + "feedback": "The summary is grounded in the packet: all items are issues, and the only clearly supported same-bug pair is issue:44479 with issue:45381. The other soft-edge rejections are conservative and appropriately avoid merging different models/code paths. No PR pair concerns apply here." }, "evaluator_used": true, "retried": false, @@ -6568,7 +6614,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:24643", "issue:27957", @@ -6622,11 +6668,11 @@ "soft_pairs": [ "issue:24643|issue:29159", "issue:38175|issue:44898", - "issue:44987|issue:45907", "issue:44291|issue:44821", + "issue:44987|issue:45907", "issue:43493|issue:43994", - "issue:44568|issue:45488", "issue:44737|issue:46463", + "issue:44568|issue:45488", "issue:27957|issue:28282", "issue:43577|issue:45072", "issue:34567|issue:36331", @@ -6649,20 +6695,20 @@ "issue:43906|issue:45381", "issue:45357|issue:45920" ], - "prepared_review_unit_hash": "747b211183df2a00748199132824562f06b438ca0ad604d0b3e1970c564c8116", + "prepared_review_unit_hash": "311834ef6f13474bb8f7f1c7bf9039e9048ebb3ed64a89db14071a9b52aa6906", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36512, + "serialized_chars": 36509, "estimated_input_tokens": 9128, "estimated_eval_tokens": 18512 }, @@ -6671,187 +6717,190 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated bug reports that only share shallow lexical similarity (tokenizers, loading, dtype, multimodal models, etc.). None of the soft pairs look like the same underlying defect, so all should remain separate issues.", - "confidence": 0.9, - "canonical_issue_reason": "If one issue must serve as a representative, issue 45920 is the strongest canonical candidate: it describes a broad, concrete v5 regression with clear symptoms and multiple affected model families, making it the most likely duplicate target.", + "summary": "This cluster is mostly heterogeneous; most pairs are clearly unrelated. The only plausible duplicate subgroups are SigLIP2 output-regression reports and Qwen2.5-VL position-id / RoPE-index bugs.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45920 is the broadest, most representative regression report in the set: it describes a cross-model AutoTokenizer token-ID bug affecting several families, which makes it the best canonical issue candidate overall.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best overall issue candidate because it is broad, user-facing, and specific enough to anchor future duplicates; it most clearly captures a real regression pattern rather than a model-specific one-off.", + "best_issue_reason": "Issue 45920 is the strongest overall tracker candidate because it is broad, high-impact, and framed as a multi-model regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "Different failure modes: DeepSpeed training weight-shape error vs tokenizer slow/fast inconsistency." + "reason": "Different layers of the stack: DeepSpeed training weight-shape error vs tokenizer fast/slow inconsistency." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both mention model outputs and zero/poor behavior, but one is SigLIP2 probability output and the other is Perceiver image classification at non-default resolution; different code paths." + "reason": "Same general vision area, but different models and failures: SigLIP2 zero probabilities vs Perceiver non-default-resolution handling." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Different issues: one is a model load failure in transformers>=5.1, the other is a hub utility not forwarding revision." + "reason": "Unrelated loading problems: init_empty_weights/_is_hf_initialized argument handling vs AutoImageProcessor-from-URL support." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Both are loading-related, but one is init_empty_weights / _is_hf_initialized handling and the other is loading AutoImageProcessor from URL." + "reason": "Different code paths: model loading regression vs hub utility forwarding the revision argument." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Same model family, but one is an HF-vs-JAX implementation discrepancy and the other is nonsensical outputs via AutoModel/pipeline; not the same concrete bug." + "accept": true, + "reason": "Both are SigLIP2 regression reports pointing to the same underlying HF-vs-reference implementation problem and could be fixed by one model-level change." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion in mdeberta-v3 and the other is LlamaTokenizer overriding DeepSeek tokenizers\u2019 pre-tokenizer." + "reason": "Different models and bugs: XLNet CPU-side arange/device placement vs T5 decoder-input validation messaging." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Both involve model behavior changes, but XLNet CPU device placement and T5 decoder input validation are unrelated." + "reason": "Both are tokenizer regressions, but they affect different tokenizer families and different failures." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Different problems: Flash Attention 2 compatibility for XLMRoberta vs missing PyTorch import for AutoModel." + "reason": "Completely different issues: XLM-RoBERTa Flash Attention support vs missing PyTorch import detection." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they concern different models and different mismatches; no shared code-path bug is evident." + "reason": "Both are dtype-related, but they involve different models and distinct inference paths." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token-count tracking and CustomTrainer.compute_loss signature break are separate Trainer API issues." + "reason": "Trainer-state bookkeeping bug vs custom compute_loss signature regression; not the same underlying defect." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Both touch model loading/configs, but Qwen3 MoE weight conversion and Smollm3 RoPE-layer selection are unrelated." + "reason": "Different model families and failures: DeepSpeed weight conversion vs SmolLM3 RoPE-layer dropping." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken argument collision vs Mistral regex patch backend_tokenizer crash; different tokenizer internals and failure points." + "reason": "Both are tokenizer-related, but one is an AddedToken keyword collision and the other is a Mistral regex patch crash." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal model failures, but janus test generation and Phi-4 multimodal loading are different bugs." + "reason": "Different multimodal models and symptoms; too broad to treat as the same bug." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image-processor torchvision dependency regression is unrelated to Mistral tokenizer regex patching." + "reason": "Unrelated subsystems: image processor torchvision dependency vs Mistral tokenizer regex patching." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different load-time errors: MobileLLM key mismatch vs missing Float8 storage type." + "reason": "Different loading failures: MobileLLM key lookup vs Float8 storage deserialization." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "The first is a reproduction of an existing issue, while the second is a broken Nemotron example; no evidence they are the same bug." + "reason": "Only weakly related by being reproduction/example reports; the underlying bugs are not shown to match." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "Both involve performance/runtime paths, but XLNet CPU arange placement and flash_attention s_aux handling are unrelated." + "reason": "Different code paths: XLNet positional encoding device placement vs flash-attention sink-less-model crash." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: special token addition failure vs CodeLlama encode/decode whitespace round-trip." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is a CodeLlama round-trip spacing issue." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE layer misconfiguration is unrelated to Qwen3.5 kernel registration failure." + "reason": "Different Qwen/SmolLM3 issues with unrelated symptoms and fixes." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different model families and different defects: Smollm3 RoPE layers vs Qwen2.5-VL temporal position scaling." + "reason": "Both mention RoPE/positioning, but they are different model families and different failure modes." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to loading AutoImageProcessor from URL." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "lm_head tying bug in Mistral3 is unrelated to StaticCache.get_seq_length() returning the wrong type." + "reason": "Distinct bugs: Mistral3 weight tying vs StaticCache sequence-length return type." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BEiT processor label reduction bug and degenerate zero-loss sequence-classification bug are different components and symptoms." + "reason": "Different processors/models and different bugs: BEiT fast processor label reduction vs sequence-classification zero-loss degeneracy." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 PLE device-map mismatch is unrelated to T5 decoder input validation messaging." + "reason": "Gemma4 PLE device mismatch is unrelated to T5 decoder-input validation." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version pinning issue and auto_mappings reference to removed configs are different maintenance problems." + "reason": "One is a dependency-version bump issue; the other is stale auto_mappings references breaking CI." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file loading breakage and inability to load cjvt/sleng-bert are separate model-loading issues." + "reason": "Both are load failures, but one is gguf_file handling and the other is a specific model load regression; not the same root cause." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "Both concern Qwen-related repros, but one is a reproduction of an earlier issue and the other is a video position-id bug; not the same underlying problem." + "reason": "Different issues despite both being on Qwen models; the reported failures and likely fixes do not match." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key regression and AutoTokenizer wrong token IDs are unrelated regressions." + "reason": "Different subsystems: Qwen3.5 save_pretrained key serialization vs tokenizer token-ID regression across models." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The overall clustering summary is grounded: most pairs are reasonably rejected, and the lone accepted SigLIP2 pair is conservative. Issue 45920 is a defensible canonical tracker candidate from the packet. Minor caveat: the Qwen2.5-VL subgroup claim should stay tentative, since the packet only shows title-level similarity rather than an accepted duplicate edge." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6866,7 +6915,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:24643", "issue:28282", @@ -6920,8 +6969,8 @@ "issue:44625|issue:44877", "issue:44913|issue:46121", "issue:43720|issue:44898", - "issue:43643|issue:45375", "issue:43697|issue:45216", + "issue:43643|issue:45375", "issue:24643|issue:29127", "issue:45200|issue:46463", "issue:41762|issue:44936", @@ -6929,8 +6978,8 @@ "issue:44493|issue:46050", "issue:28282|issue:33357", "issue:44466|issue:45005", - "issue:43819|issue:44811", "issue:43452|issue:44843", + "issue:43819|issue:44811", "issue:44936|issue:45823", "issue:38175|issue:43295", "issue:44361|issue:44442", @@ -6939,205 +6988,202 @@ "issue:45372|issue:46170", "issue:45542|issue:46178", "issue:43452|issue:43577", - "issue:42898|issue:46491", "issue:44514|issue:45381", + "issue:42898|issue:46491", "issue:43295|issue:45356", "issue:43531|issue:43742" ], - "prepared_review_unit_hash": "97260c208a85007c02961aba6b184daaeedc83a9170fa13e6204294109a67053", + "prepared_review_unit_hash": "1b1802ac091dcae96c7bc6af60a1ed53b89dc2f12c8239a9135d3e7827a83601", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35305, - "estimated_input_tokens": 8827, - "estimated_eval_tokens": 17910 + "serialized_chars": 35299, + "estimated_input_tokens": 8825, + "estimated_eval_tokens": 17906 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated model/config/tokenizer bugs. The only plausible duplicate pair is the v5 tied-weights serialization regression around `lm_head.weight` and translation models; the rest differ in code path, model family, or failure mode.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44466 is the clearest representative of the tied-weights serialization regression, with a concrete v5/main symptom and likely shared code path with the related translation-model report.", + "summary": "This cluster is a loose mix of mostly unrelated model-loading, tokenizer, config, and training regressions. There is only mild overlap around tied-weights/config-serialization issues; the rest are clearly distinct bugs.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45005 is the broadest representative of the only somewhat overlapping theme in the cluster (tied-weights behavior in v5).", "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 is the strongest standalone issue in the only likely duplicate pair and best captures the underlying regression.", + "best_issue_reason": "issue:45005 is the best anchor because it is the most general and central tied-weights regression report among the issues here, though the cluster overall is not a tight duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is missing `num_labels` propagation for Qwen3.5 and the other is strict config loading for granite_speech; different bugs and model paths." + "reason": "Different model/config problems: Qwen3.5 num_labels propagation vs strict loading of granite_speech config." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both mention RoPE parameters, but one is a reload defaulting bug in GPTNeoXConfig and the other is a type error in `convert_rope_params_to_dict`; not the same failure." + "reason": "Both involve rope/config handling, but one is silent rotary_pct reset on reload and the other is a TypeError in rope validation." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Unrelated models and symptoms: BitNet packed-weight unpacking during accelerate loading vs Perceiver non-default resolution failure." + "reason": "Unrelated failures: BitNet packed-weight loading vs Perceiver image classification with interpolation." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Both involve config fields being lost, but one is generic `trust_remote_code` AutoConfig behavior and the other is a specific Qwen3_5MoeVisionConfig field missing under `@strict`." + "reason": "Both are regressions, but they affect different models and different code paths (RTDetrV2 outputs vs Qwen3.5 save_pretrained checkpointing)." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Different regressions: RTDetrV2 output differences versus Qwen3.5 checkpoint serialization/save_pretrained correctness." + "reason": "Both mention config field loss, but one is generic AutoConfig remote-code loading and the other is a specific Qwen3_5MoeVisionConfig field dropped by @strict." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Completely different errors and subsystems: DeepSpeed training weight shape error vs LayoutLMv3 box-content validation message." + "reason": "Different errors and subsystems: DeepSpeed weight shape failure vs LayoutLMv3 box-information message clarity." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Different model families and bugs: Gemma 4 multimodal token type defaults vs T5 decoder-input error messaging." + "reason": "Gemma 4 text-only fine-tuning defaults and T5 decoder-input validation are unrelated bugs." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "One is a DeepSpeed ZeRO-3 load-time index error for Gemma3, the other is a trainer lifecycle issue after `train()`; no shared code path." + "reason": "Gemma3 DeepSpeed ZeRO-3 loading crash is not the same as trainer.evaluate() failing after train." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Import-time PyTorch missing error is unrelated to Trainer `_gpu_broadcast_one` handling of `NoneType`." + "reason": "One is missing PyTorch at import time; the other is a Trainer broadcast TypeError on NoneType." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Both concern loading/saving state, but one is unexpected position-id keys and the other is sinq quantization persistence; different bugs." + "reason": "Generic unexpected position-id keys do not match the sinq quantization save/load failure." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Different failures: missing PyTorch import vs MacOS bus error with a community CLIP model." + "reason": "ImportError about missing PyTorch and MacOS bus error on CLIP are clearly different failures." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Both point to the same tied-weights/save_pretrained regression in v5, affecting `lm_head.weight` serialization and translation models with tied weights." - }, - { - "left": "issue:43819", - "right": "issue:44811", "accept": false, - "reason": "Different components: DAC latent decoding vs Whisper processor `batch_decode` special-token handling." + "reason": "Both involve tied weights, but the symptoms differ enough that they could be separate serialization/loading bugs." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both touch AutoTokenizer/loading, but one is a `gguf_file` breakage for tokenizer/model loading and the other is an offline-mode regression from an unconditional hub call." + "reason": "AutoTokenizer/AutoModel gguf_file breakage is different from an offline-mode failure in mistral regex patching." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/forward mismatch and Whisper batch_decode skip_special_tokens are unrelated." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer post-train evaluation failure is unrelated to Gemma4 PLE device placement with `device_map=\"auto\"`." + "reason": "Trainer lifecycle failure and Gemma4 device_map='auto' forward device mismatch are different code paths." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Unrelated regressions: SIGLIP2 zero probabilities vs processor/tokenizer access and image passing changes in v4.57.5." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as a processor.tokenizer regression with image passing." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-loading problems, but they affect different tokenizer classes and error modes." + "reason": "Different tokenizer-specific loading failures with no clear shared underlying bug." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Different training/runtime issues: auxiliary loss normalization vs FSDP CPU RAM-efficient loading." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated issues." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer bugs: BigBird special-token registration/empty decode versus MLuke task AttributeError." + "reason": "BigBird special-token decode behavior is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Separate platform/dependency issues: Gemma 4 processor import error vs Windows ROCm torch.distributed dependency problems." + "reason": "Gemma processor import failure from mistral_common is unrelated to Windows ROCm torch.distributed import/type errors." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both involve backend mapping, but they concern different backends (`tensorflow`/tensorboard vs `tensorflow_text`) and distinct root causes." + "reason": "Both are backend-dependency problems, but tensorboard/TensorFlow and tensorflow_text are different failure points." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Tokenizer/model loading breakage from `gguf_file` is unrelated to BLIP-2 dtype propagation remaining float32." + "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Both are tokenizer regressions, but one is a v5 cleanup-space behavior change and the other is a CodeLlama round-trip leading-space stripping bug." + "reason": "Both are Qwen2.5-VL issues, but batched chat template padding and video vision_position_ids are different bugs." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Same model family, but one is batched `apply_chat_template` padding behavior and the other is wrong video `vision_position_ids`; different fixes." + "reason": "Tokenizer cleanup behavior and CodeLlama leading-space round-trip regression are only loosely related and not clearly the same defect." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/processor regressions, but they affect different models and different mechanisms (`processor.tokenizer` access vs codec/regex handling)." + "reason": "These are different tokenizer regressions affecting different models and different root causes." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Different model-specific loading/runtime problems: Qwen3-MoE sliding window versus MobileLLM key errors." + "reason": "Sliding-window behavior in Qwen3-MoE and a key error loading MobileLLM-125M are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the single accepted soft pair (issue:44466 / issue:45005) is a plausible same-bug match around tied-weights serialization in v5. The other verdicts stay conservative and do not overclaim duplicate status based on title-level similarity alone." - }, - "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 }, @@ -7152,15 +7198,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:29159", "issue:32090", "issue:33357", "issue:33666", "issue:36010", - "issue:36331", "issue:41720", + "issue:43262", + "issue:43295", "issue:43504", "issue:43550", "issue:43577", @@ -7228,149 +7275,149 @@ "issue:44514|issue:45290", "issue:44466|issue:46050", "issue:43643|issue:44561", - "issue:43504|issue:43720", "issue:43504|issue:43550", + "issue:43504|issue:43720", "issue:43577|issue:44554", "issue:43504|issue:44610", "issue:43720|issue:43927", - "issue:33666|issue:36331" + "issue:43262|issue:43295" ], - "prepared_review_unit_hash": "464d9d9816e02c0ee8937145708d3e906c3ba0f22ed101bbdb4d32923b4f580b", + "prepared_review_unit_hash": "483b3f5987788a239a3af1813130848476102fd8cefff3ec7f13073fc2c78a35", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36529, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "serialized_chars": 37157, + "estimated_input_tokens": 9290, + "estimated_eval_tokens": 18836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly semantic near-misses across unrelated regressions; I don\u2019t see any true duplicate issue pairs. If one issue has to act as the umbrella, issue 45701 is the broadest and most central report.", - "confidence": 0.21, - "canonical_issue_reason": "Issue 45701 is the broadest open report in the set and the most plausible umbrella for version-induced behavior changes, with more cross-links than the narrower bug reports.", + "summary": "These items are mostly unrelated regressions across tokenization, loading, generation, and model-specific bugs. I found no soft pair that clearly looks like the same underlying issue or fix, so all candidate duplicate links should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "There isn\u2019t a single coherent duplicate center in this set; the items span many distinct code paths and model families, so no issue cleanly serves as the canonical merge target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the best representative because it is broad, active, and general enough to cover the cluster theme better than the highly specific model/tokenizer bugs.", + "best_issue_reason": "issue:45701 is the broadest representative of the few tokenizer/regression-style items, but it is still not a true umbrella for the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Sharding/save-pretrained shard size is unrelated to AutoProcessor kwargs plumbing." + "reason": "One is about max shard sizing in save_pretrained; the other is about AutoProcessor not forwarding kwargs to cached_file. Different failure modes and code paths." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Both are regressions, but one is BLIP2 dtype loading and the other is RTDetr output drift; different code paths." + "reason": "Blip2 dtype propagation and RTDetrV2 output drift are unrelated bugs in different model stacks." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "AutoConfig trust_remote_code parsing is unrelated to FSDP CPU RAM efficient loading." + "reason": "Custom model init breakage in v5 is not the same as FSDP CPU RAM efficient loading breaking." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenization, but one is special-token registration and the other is add_special_tokens behavior for a different tokenizer." + "reason": "Both involve tokenizer special tokens, but they affect different tokenizers and different semantics (mask token registration vs BOS/EOS insertion)." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both touch generation/cache, but compiled forward chunking and recurrent-state reset are different bugs." + "reason": "Chunked generation with compiled forward and recurrent-state reset with cache are separate generation bugs." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-load regressions, but the offline model_info call bug is not the same as the est-roberta loading failure." + "reason": "Offline-mode model_info call in a regex patch is a different tokenizer-loading regression than EMBEDDIA/est-roberta failing on v5." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency and a Mac bus error on CLIP are unrelated failures." + "reason": "Tokenizer slow/fast inconsistency and a MacOS bus error with a CLIP model are unrelated." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization and an apex RMSNorm memory leak are different model/runtime bugs." + "reason": "Aux loss normalization in MoE models is unrelated to a T5 memory leak from apex RMSNorm." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token registration in a tokenizer is not the same as config save/load losing custom token IDs." + "reason": "Missing BigBirdTokenizer special-token registration is not the same as DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "RoPE layer-count mismatch and missing text-encoder weights are unrelated model-loading issues." + "reason": "Smollm3 RoPE layer mismatch and Sam3Model text encoder weights not loading are different model-loading/config issues." }, { "left": "issue:43550", - "right": "issue:44361", + "right": "issue:43927", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer task AttributeError." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig token ID persistence." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization and full remote-vs-native DeepSeekV3 divergence are different concrete bugs." + "reason": "Aux-loss normalization in OLMoE/GPT Oss is not the same as divergence from remote DeepSeekV3 implementation." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "KV-cache continuation indexing and beam-search cache reorder are different generation paths and bugs." + "reason": "Serve API KV-cache indexing crash and beam-search cache reorder skipping are distinct generation bugs." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to num_labels propagation in Qwen3.5." + "reason": "A video-input regression in Qwen VL models is unrelated to num_labels propagation in Qwen3.5 config." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization is not the same bug as a broad tokenization change across versions." + "reason": "Aux-loss normalization and a broad tokenization change report do not describe the same bug or fix." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Same as above: Bamba compile/SDPA and MLukeTokenizer AttributeError do not share a concrete code-path." + "reason": "Bamba compile/SDPA failure and MLukeTokenizer AttributeError are different problems." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Gemma3 NaN embeddings from sliding-window attention are unrelated to classification-head NaNs on checkout/init." + "reason": "Gemma3 NaNs from sliding-window attention are unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation and Qwen3.5 flash-attention output issues are different generation regressions." + "reason": "Compiled chunked generation inconsistency and Qwen3.5 flash-attention output issues are separate regressions." }, { "left": "issue:33666", @@ -7382,7 +7429,7 @@ "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM key error and AutoImageProcessor URL loading are different loading failures." + "reason": "MobileLLM key error on load and AutoImageProcessor URL loading failure are different loading paths." }, { "left": "issue:41720", @@ -7394,49 +7441,61 @@ "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast of NoneType and Qwen2-VL multi-GPU training are not the same bug." + "reason": "Trainer NoneType GPU broadcast error and Qwen2-VL multi-GPU training are not the same bug." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both crash in apply_chat_template, but batched padding=False and tool-call/no-content handling are distinct failure modes." + "reason": "Both hit apply_chat_template, but one is batched padding behavior and the other is assistant tool-call content handling." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Tied-weight serialization drift and sinq quantized roundtrip breakage are different save/load bugs." + "reason": "lm_head serialization inconsistency by device is different from sinq quantized save/load breakage." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Missing fields from trust_remote_code config loading and removal of is_torch_fx_available are different root causes." + "reason": "Missing fields from AutoConfig with trust_remote_code and removal of is_torch_fx_available are separate v5 breakages." }, { "left": "issue:43504", - "right": "issue:43720", + "right": "issue:43550", "accept": false, - "reason": "BEiT legacy-field loading and BitNet packed-weight unpacking are unrelated model-loading issues." + "reason": "Beit legacy-field loading failure is unrelated to Bamba torch.compile/SDPA failure." }, { "left": "issue:43504", - "right": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "BEiT pretrained-load failure and Bamba torch.compile SDPA failure do not share the same bug." + "reason": "Legacy-field model loading failure and BitNet packed-weight unpacking failure are different load-time bugs." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype not propagating and an MPS attention correctness issue are unrelated." + "reason": "Blip2 dtype propagation and MPS attention correctness with mismatched head dims are unrelated." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Qwen2-VL multi-GPU training and a CustomTrainer compute_loss signature error are different trainer issues." + "reason": "Beit legacy-field loading and OmDet-Turbo processor image-size mismatch are different processor/model issues." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to DiaConfig custom token ID persistence." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor chat-template sampling rate defaulting and processor.tokenizer/image passing regression are different processor bugs." } ] }, @@ -7458,14 +7517,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:28218", "issue:33357", "issue:33666", + "issue:36331", "issue:39692", "issue:43257", - "issue:43262", "issue:43278", "issue:43295", "issue:43299", @@ -7481,7 +7540,6 @@ "issue:43688", "issue:43701", "issue:43720", - "issue:43824", "issue:43825", "issue:43844", "issue:43927", @@ -7502,6 +7560,7 @@ "issue:45405", "issue:45520", "issue:45584", + "issue:45812", "issue:45823", "issue:46050", "issue:46192", @@ -7510,15 +7569,15 @@ "issue:46489" ], "soft_pairs": [ - "issue:43262|issue:43295", + "issue:33666|issue:36331", "issue:43606|issue:43927", "issue:44554|issue:46365", "issue:44977|issue:46209", "issue:43525|issue:43572", "issue:43452|issue:44451", + "issue:43720|issue:44361", "issue:43278|issue:43688", "issue:45823|issue:46050", - "issue:43720|issue:44361", "issue:43994|issue:46192", "issue:43493|issue:43825", "issue:39692|issue:43493", @@ -7531,238 +7590,226 @@ "issue:43278|issue:43844", "issue:43646|issue:44466", "issue:44849|issue:45357", - "issue:33357|issue:33666", - "issue:44488|issue:44843", "issue:44589|issue:45520", + "issue:44488|issue:44843", + "issue:33357|issue:33666", "issue:43540|issue:44977", "issue:44568|issue:46489", "issue:43257|issue:43299", - "issue:43334|issue:43572", "issue:43278|issue:43701", - "issue:43824|issue:44589", "issue:43927|issue:44361", + "issue:43334|issue:43572", + "issue:44568|issue:45812", "issue:43575|issue:45405" ], - "prepared_review_unit_hash": "86c56cdc589545c864608488f5fad3857c1c750aa330e05fee054f01133f2612", + "prepared_review_unit_hash": "d8130f3b6283369e46af2ab245f1d51901f2c98a676938de80633786ff1fd6a8", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37310, - "estimated_input_tokens": 9328, - "estimated_eval_tokens": 18912 + "serialized_chars": 37300, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports across different models, tokenizers, loading paths, and environments; none of the soft pairs are true duplicates. No PRs are present.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical duplicate stands out: the items span distinct bugs and regressions, so merging them into one issue would be incorrect.", + "summary": "This cluster is mostly a lexical grab-bag of unrelated Transformers issues: tokenizer regressions, model-loading failures, config attribute gaps, training/runtime bugs, and CI/environment problems. The soft edges share broad vocabulary or model families, but not the same concrete bug or code path, so none should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster, because the items are heterogeneous and do not share one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the clearest representative report: it describes a specific regression, a concrete code path, and a narrowly scoped failure mode.", + "best_issue_reason": "If one representative must be chosen, issue 45812 is the broadest and most user-impacting tokenizer regression, but it still does not subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Different subsystems and symptoms: audio sampling-rate handling vs. processor.tokenizer/image passthrough regression." + "reason": "Different bugs: Qwen2-VL multi-GPU training vs a CustomTrainer compute_loss signature error." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Device-mismatch offload bug is unrelated to DiaConfig losing custom token IDs and crashing in generation." + "reason": "Unrelated failures: CPU offload device mismatch vs DiaConfig losing custom token IDs on save/load." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness issue is unrelated to an import failure for Trainer caused by datasets." + "reason": "MPS attention correctness issue vs importing Trainer being blocked by datasets installation." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Both are inference bugs, but they affect different models, hardware paths, and failure modes." + "reason": "Different runtime problems: Qwen3.5 flash-attention generation vs FP8 inference on B200." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad token config fields, but they are different attributes on different model configs." + "reason": "Both mention missing pad-token fields, but they affect different config classes/models and likely different code paths." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file/pretrained loading breakage is not the same as a specific model repository failing to load." + "reason": "GGUF loading regression is not the same as a specific model failing to load (ScandiBERT)." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight unpacking under accelerate is unrelated to MLukeTokenizer AttributeError failures." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Training/eval dtype mismatch is unrelated to auxiliary loss normalization in MoE models." + "reason": "Embedding dtype drift in eval is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "device_map=\"auto\" forward mismatch is unrelated to sinq save/load quantization corruption." - }, - { - "left": "issue:43720", - "right": "issue:44361", - "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to an AttributeError in MLukeTokenizer tasks." + "reason": "Gemma4 device-mismatch forward bug and sinq quantized save/load corruption are different defects." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Nonsensical model outputs are unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "SigLIP2 wrong outputs are not the same as return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to pipeline translation-task messaging." + "reason": "Model implementation mismatch vs an error-message regression in pipeline() are different issues." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "One is documentation/example errors; the other is a model implementation discrepancy." + "reason": "Docs example errors do not match the underlying SigLIP2 implementation discrepancy." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading failure is unrelated to a PEFT version bump in constants." + "reason": "Model-loading failure and an unreleased PEFT version bump are unrelated." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "num_labels propagation bug is unrelated to Whisper empty-transcription generation failure." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are different bugs." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error in a CLIP model." + "reason": "Tokenizer spacing bug and a MacOS bus error in CLIP are unrelated." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failing on B200." + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference on B200." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Both involve processor/model usage, but one is docs example issues and the other is a runtime regression." + "reason": "SigLIP2 docs-example mistakes and a processor.tokenizer regression are different code paths." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to a ZeRO-3 gradient growth problem." + "reason": "SigLIP2 implementation mismatch vs ZeRO-3 gradient blow-up are not the same defect." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift is unrelated to gradient explosion under HfDeepSpeedConfig + ZeRO-3." + "reason": "Embedding dtype change in eval is unrelated to abnormal gradient growth under HfDeepSpeedConfig." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage is unrelated to device-dependent lm_head.weight serialization." + "reason": "Custom model initialization breakage is unrelated to device-dependent lm_head serialization behavior." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Output_hidden_states behavior in Qwen3.5 is unrelated to incorrect visual encoder keys in save_pretrained." + "reason": "Qwen3.5 output_hidden_states bug is not the same as incorrect visual-encoder keys in save_pretrained." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "A MacOS bus error in CLIP is unrelated to Qwen2-VL multi-GPU training." + "reason": "Float8 storage lookup failure and flash_attn import KeyError are different environment/runtime issues." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Specific model load failure is unrelated to HF_HUB_OFFLINE being broken by model_info() in tokenizer patching." - }, - { - "left": "issue:44589", - "right": "issue:45520", - "accept": false, - "reason": "Float8 storage lookup failure is unrelated to a flash_attn KeyError on Python 3.13." + "reason": "A model-loading failure is not the same as AutoTokenizer calling model_info() offline." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-input validation in Qwen3OmniMoe is unrelated to flash-attention generation issues in Qwen3.5." + "reason": "Video input processing in Qwen3OmniMoe is unrelated to Qwen3.5 flash-attention generation failures." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different token-handling paths." + "reason": "Both are tokenizer regressions, but they involve different models and different concrete tokenization paths." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Qwen3 MoE loading under accelerate/deepspeed is different from Qwen3VL MoE loading in transformers dev." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-VL pad_token_id AttributeError is unrelated to StableLmConfig missing pad_token_idx." + "reason": "Both involve Qwen3 MOE, but one is accelerate/deepspeed weight conversion and the other is model loading in dev." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype mismatch is unrelated to resume_from_checkpoint key mismatch." + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to missing Float8 storage support." + "reason": "DiaConfig save/load token-ID loss is unrelated to MLukeTokenizer task-time AttributeError." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "DiaConfig save/load corruption is unrelated to MLukeTokenizer task AttributeError." + "reason": "Shared pad-token symptom, but different model families and different missing attributes; not the same bug." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM for a specific model is unrelated to the PEFT version constant bump." + "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to an unreleased PEFT version requirement." } ] }, @@ -7784,7 +7831,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:15354", "issue:28218", @@ -7804,6 +7851,7 @@ "issue:43653", "issue:43696", "issue:43701", + "issue:43824", "issue:43844", "issue:43873", "issue:43994", @@ -7813,7 +7861,7 @@ "issue:44464", "issue:44493", "issue:44554", - "issue:44568", + "issue:44589", "issue:44734", "issue:44792", "issue:44964", @@ -7827,7 +7875,6 @@ "issue:45584", "issue:45588", "issue:45759", - "issue:45812", "issue:45823", "issue:46050", "issue:46121", @@ -7836,13 +7883,13 @@ "issue:46424" ], "soft_pairs": [ - "issue:44568|issue:45812", "issue:43334|issue:45759", "issue:43504|issue:43606", + "issue:43824|issue:44589", "issue:44792|issue:45405", "issue:43572|issue:44291", - "issue:44464|issue:46424", "issue:43606|issue:44112", + "issue:44464|issue:46424", "issue:45200|issue:45229", "issue:44493|issue:46285", "issue:43504|issue:43653", @@ -7853,8 +7900,8 @@ "issue:45588|issue:46050", "issue:29942|issue:30333", "issue:43844|issue:44964", - "issue:29159|issue:32090", "issue:43065|issue:46369", + "issue:29159|issue:32090", "issue:42490|issue:43696", "issue:45084|issue:45520", "issue:44423|issue:44734", @@ -7864,196 +7911,196 @@ "issue:45406|issue:46121", "issue:43493|issue:43701" ], - "prepared_review_unit_hash": "4ca2ba83c7186852263e9b261ce28862cc7d72273f0e130d7e0861db24868d82", + "prepared_review_unit_hash": "0d7293cd714c8363f54078bd391fcecdffcb233109cf267455b1ab6d80c06f4b", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35976, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "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": "The cluster is heterogeneous: the soft pairs mostly share only broad subsystem keywords (tokenizer, loading, serve, quantization, etc.) but describe different concrete failures. I found no pair that looks like the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.98, + "summary": "This set is a heterogeneous mix of unrelated transformer/model bugs. The soft-similarity pairs are mostly false positives from shared generic terms (e.g. loading, tokenizer, device, cache, attention) rather than the same underlying defect, so no duplicate cluster should be merged here.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but one is about added special tokens/BOS-EOS behavior for mdeberta-v3, while the other is a Granite-wide token-id regression; different models and failure modes." - }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "One is a missing pad_token_id on Qwen3-VL loading; the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite multimodal configs. Related area, different bug." + "reason": "Different failures: missing `pad_token_id` in Qwen3-VL config vs `from_config` not unwrapping `text_config` for Qwen 3.5/3.6 multimodal configs." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field model loading for BEiT semantic segmentation is unrelated to the CPU offload device mismatch in bark-small." + "reason": "Unrelated bugs: BEiT legacy-field model loading vs bark-small CPU offload device mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Both are import/loading-type errors, but the concrete causes differ: missing Qwen2.5-VL import vs missing Float8 storage type." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A janus image-generation test failure is unrelated to the PEFT version pin being bumped to an unreleased version." + "reason": "Janus image generation test failure is unrelated to a PEFT version pin bump." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both affect model loading, but one is a missing StableLm config field after a version update and the other is an init_empty_weights argument mismatch; different code paths." + "reason": "Both mention config/init issues, but one is missing `pad_token_idx` in StableLmConfig and the other is an unexpected `_is_hf_initialized` arg with `init_empty_weights`." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Chunked generation inconsistencies with compiled forward are not the same as max_cache_length only being honored for quantized cache." + "reason": "Both are CI/device-related, but one is a real CPU offload mismatch and the other is a stale test override in GraniteSpeech." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "One is a runtime device mismatch with CPU offload; the other is a stale CI test in GraniteSpeech." + "reason": "Compiled-forward chunked generation inconsistency is not the same as `max_cache_length` only applying to Quantized Cache." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Defaulting mm_token_type_ids to zeros for fine-tuning is unrelated to multi-GPU CUDA OOM during Gemma4 inference." + "reason": "Gemma 4 text-only fine-tuning token ids defaulting issue is distinct from multi-GPU inference CUDA OOM." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected key/position-id regressions and CLIP text-model structure changes are different model/API compatibility issues." + "reason": "`UNEXPECTED Key with position id` is a state/key mismatch bug, not CLIP text model structure divergence." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration/decode behavior are unrelated." + "reason": "BEiT legacy field loading failure does not match BigBirdTokenizer mask token registration / empty decode behavior." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both involve Gemma4, but one is an OOM and the other is a device mismatch caused by device_map handling; not the same bug." + "reason": "Both are Gemma 4-related, but one is generic multi-GPU OOM while the other is a PLE device mismatch with `device_map=\\\"auto\\\"`." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation mismatch is not the same as Whisper empty-transcription failure after align_special_tokens." + "reason": "Compiled forward output drift is unrelated to Whisper empty-transcription failure after `align_special_tokens`." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 bad outputs and a many-models unexpected position-id key regression are different issues with different symptoms." + "reason": "SigLIP2 bad outputs and position-id key warnings are different model-path defects." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization offloading not working and sinq save/load breakage are separate quantization-related problems." + "reason": "Quantization offloading behavior and sinq save/load breakage are separate issues." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "flash_attention.py crashing on s_aux=None is unrelated to quantized model save_pretrained/from_pretrained breakage." + "reason": "Flash-attention `s_aux=None` crash is unrelated to sinq quantization save/load corruption." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting after training-job failure are unrelated subsystems." + "reason": "Flash Attention 2 test failures and MLflow job reporting on failed training are unrelated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth with HfDeepSpeedConfig is unrelated to Phi-4 multimodal loading failures." + "reason": "DeepSpeed ZeRO-3 gradient growth is unrelated to Phi-4-multimodal model loading failure." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to a trainer broadcast NoneType error." + "reason": "Dummy `nn.Conv2d` in Sam3PixelDecoder is unrelated to memory overflow in sam3-litetext." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as memory overflow when calling sam3-litetext." + "reason": "Slow/fast tokenizer inconsistency is not the same as `_gpu_broadcast_one` rejecting `NoneType`." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A local-path import warning with trailing slash is unrelated to GPT-oss-20b CUDA OOM." + "reason": "Trailing-slash import warning and GPT-oss CUDA OOM are unrelated." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compile errors are unrelated to the flash_attn import KeyError on Python 3.13." + "reason": "Template-node compilation error is unrelated to a Python 3.13 `flash_attn` import key error." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are transformers serve crashes, but one is a multimodal object-to-device error and the other is a KV-cache continuation indexing bug; different code paths." + "reason": "Both crash in serving, but one is multimodal continuous-batching `str.to()` misuse and the other is KV-cache continuation tensor indexing." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness with differing head dims is unrelated to a PyTorch version check for AuxRequest import." + "reason": "MPS attention correctness when value head dim differs from query is unrelated to a PyTorch version check for AuxRequest import." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer extra-space behavior and TrainerState.num_input_tokens_seen not updating are unrelated." + "reason": "Tokenizer extra-space bug and TrainerState token counter not updating are different subsystems and symptoms." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "A torch.jit.script GeneratorExp export issue is unrelated to SigLIP2 zero-probability outputs." + "reason": "TorchScript `GeneratorExp` export failure is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are different load-time/config-validation bugs." + "reason": "Gemma4 processor missing `_tokenizer` and rope validation failing on JSON-loaded list are unrelated implementation bugs." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as `resume_from_checkpoint` key mismatch." } ] }, @@ -8075,7 +8122,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:28218", "issue:35141", @@ -8149,223 +8196,223 @@ "issue:45381|issue:46209", "issue:44466|issue:45127", "issue:42490|issue:43493", - "issue:38175|issue:43493", "issue:44898|issue:45412", "issue:43950|issue:46285", + "issue:38175|issue:43493", "issue:43653|issue:44112", "issue:43334|issue:43525", - "issue:42915|issue:43824", "issue:43452|issue:46512", + "issue:42915|issue:43824", "issue:28218|issue:35141" ], - "prepared_review_unit_hash": "27591cec4399e79c622221029da727a7dcde79cbbe6232d8828a549573fe1bd7", + "prepared_review_unit_hash": "41e4ff846fb499017c5ce1180c892aae539001f4ef19e94ecea30dbd7ef960a0", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37040, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "serialized_chars": 37048, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "None of the proposed soft pairs look like true duplicates; they mostly share a subsystem or model family but describe different failure modes, so no pair should be merged.", - "confidence": 0.93, - "canonical_issue_reason": "No obvious duplicate cluster emerges; if one issue must stand in, 43950 is the clearest high-signal regression report with a concrete failure mode and repro.", + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, model-loading, multimodal processor, config, and backend/regression issues. None of the soft-similarity pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items span different models and failure modes rather than one duplicated bug.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the strongest standalone issue: it describes a specific regression, a clear corruption mechanism, and a broadly impactful API path.", + "best_issue_reason": "issue:43295 is the broadest, highest-signal regression in the set and overlaps most with the multimodal processor/tokenizer complaints, but it still is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Different models and bugs: video-input processing failure vs Gemma4 text-only mm_token_type_ids defaulting." + "reason": "Different model families and different failures: video processing error vs Gemma4 mm_token_type_ids handling." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Both are loading-related, but one is an import symbol failure and the other is a meta-device model loading regression." + "reason": "ImportError for a missing helper versus a meta-device loading regression; same general area but not the same bug." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Unrelated failures: bfloat16 SDPA dtype mismatch vs save_pretrained/tokenization breakage." + "reason": "Different subsystems: dtype mismatch in inference vs save_pretrained/tokenization failure for Wav2Vec2." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Different code paths: processor.tokenizer access regression vs batched video processor shape bug." + "reason": "Both touch multimodal processing, but one is a processor.tokenizer regression and the other is batched video shape handling." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "Tokenizer crash on NER/padding is not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "Tokenizer API bugs, but one is NER padding/truncation crashes and the other silently ignores return_tensors with text_kwargs." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Same model family, but distinct problems: mm_token_type_ids defaults vs device_map auto forward device mismatch." + "reason": "Same model family, but one is a text-finetuning input-ids default issue and the other is a device-map forward mismatch." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "A device-placement bug is unrelated to return_tensors being ignored in processor kwargs handling." + "reason": "Device placement bug versus kwargs precedence bug; unrelated code paths." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Custom model processor API regression and OmDet processor size mismatch are different bugs." + "reason": "Different multimodal bugs: processor/tokenizer image passing regression vs OmDet-Turbo processor size mismatch." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs sync issue and Qwen3.5 hidden-states bug affect different code paths." + "reason": "Generation kwargs propagation after sync_gpus is unrelated to the Qwen3.5 hidden-states bug." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." + "reason": "Processor/tokenizer regression is unrelated to offloading/quantization behavior." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "All-zero assistant masks for multimodal input is a different bug from crashing on tool-call assistant messages." + "reason": "Both involve chat templates, but all-zero assistant masks and tool-call crashes are different failures." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as a specific model load failure in transformers>=5.1.0." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading a specific model path in transformers>=5.1.0." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Python 3.13 flash_attn import KeyError and tensorflow_text backend mapping error are unrelated import-time issues." + "reason": "Different import backends: flash_attn registry issue versus tensorflow_text backend mapping." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video shape error and tensor-parallel OOM on Qwen2-57B-A14B-Instruct are different failure modes." + "reason": "Video processor shape bug and tensor-parallel OOM are unrelated." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Documentation example errors are unrelated to processor kwargs/return_tensors behavior." + "reason": "Documentation/example errors for SigLIP2 are unrelated to return_tensors being ignored." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "A missing config attribute and meta-device loading failures are not the same bug." + "reason": "Config attribute regression versus meta-loading regression; not the same root cause." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to DeepSpeed ZeRO-3 gradient growth." + "reason": "torch.compile/SDPA failure is a different runtime issue from DeepSpeed ZeRO-3 gradient growth." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "These are different import errors affecting different symbols and modules." + "reason": "Both are ImportErrors, but for different symbols and modules." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness with mismatched head dims is unrelated to the Kimi-K2.5 tokenizer regression." + "reason": "MPS attention correctness bug is unrelated to the Kimi tokenizer regression." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position ids bug and B200 FP8 inference failure are different issues." + "reason": "Wrong vision_position_ids for Qwen2.5-VL video input is unrelated to FP8 inference failure on B200." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of tied lm_head weights is not the same as LoRA merge collapse after vocab extension." + "reason": "Both mention tied weights, but one is serialization inconsistency and the other is LoRA merge collapse after vocab extension." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." - }, - { - "left": "issue:38175", - "right": "issue:43493", - "accept": false, - "reason": "Both mention SigLIP2, but one reports zero probabilities while the other is a broader HF-vs-JAX discrepancy; not enough to treat as the same bug." + "reason": "Local-path import warning is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution failure and RT-DETR memory release issues affect different subsystems." + "reason": "Perceiver resolution failure and RT-DETR memory cleanup are different bugs." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text-model structure differences." + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text model structural inconsistency." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one reports zero probabilities and the other a HF-vs-JAX implementation mismatch." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device override failures are different bugs." + "reason": "Tokenizer special-token decode bug and GraniteSpeech CI device override failure are unrelated." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both are missing pad_token_id attributes, but they concern different configs/models and likely separate regressions." + "reason": "Both are pad_token_id AttributeErrors, but in different config classes/models and likely distinct omissions." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." + "reason": "gguf_file loading failure is unrelated to from_config(dtype=...) leaving config.dtype stale." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "gguf_file loading breakage and stale config.dtype after from_config are different loading-path bugs." + "reason": "FP8 config failure for Qwen3Moe is unrelated to the Qwen2_5_VL import error." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer extra-space behavior and post_init reinitializing output embeddings are unrelated regressions." + "reason": "Tokenizer extra-space behavior and embedding reinitialization after resize are different code paths." } ] }, @@ -8387,7 +8434,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:29942", "issue:32090", @@ -8440,9 +8487,9 @@ ], "soft_pairs": [ "issue:43278|issue:43856", - "issue:43824|issue:43975", "issue:43262|issue:43450", "issue:43526|issue:46192", + "issue:43824|issue:43975", "issue:45200|issue:45325", "issue:43388|issue:43526", "issue:44442|issue:45198", @@ -8468,202 +8515,202 @@ "issue:43335|issue:43653", "issue:43550|issue:44112" ], - "prepared_review_unit_hash": "83788c641434556c0c1c26858140d9708078e13fc309b9d2e3afb777e9faef2e", + "prepared_review_unit_hash": "c9ad9492e1d47a75783ed305bf42777b850f70d9df7f088d252aa7d675a72981", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36270, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous; most pairs share only a broad subsystem name (Flash Attention, processors, multimodal, import utils, etc.) but not the same concrete failure mode. No PRs are present. The closest overlap is the two apply_chat_template multimodal issues, but even that looks like separate symptoms rather than one duplicate bug.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44521 is the broadest and most representative issue in the only near-overlap area, covering multimodal apply_chat_template behavior and likely subsuming closely related template-mask symptoms better than the narrower crash report.", + "summary": "This cluster is heterogeneous: most pairs are only loosely related by broad Transformers subsystems or v5 regressions, not the same underlying bug. The closest recurring subtheme is multimodal/processor chat-template behavior, but even there the reports describe different failure modes.", + "confidence": 0.26, + "canonical_issue_reason": "No single canonical duplicate family is clear from this set. If one anchor is needed, issue 44521 is the closest because it is the broadest and most discussed multimodal `apply_chat_template` regression among the related reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best global representative because it targets a concrete multimodal apply_chat_template bug, has multiple inbound references, and is the broadest candidate among the few superficially related issues.", + "best_issue_reason": "Issue 44521 is the best representative of the main actionable subtheme (multimodal chat-template bugs) and has the most discussion/inbound references among the near-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Both mention training, but one is a dtype mismatch between train/eval while the other is memory usage in Qwen3 MoE training; different bugs." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "Different models and failure modes: an import error for Qwen2.5-VL versus incorrect detokenization for DeepSeek Coder." + "reason": "Different bugs: dtype drift in eval vs Qwen3 MoE memory inefficiency." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Both are processor-related, but one is audio sampling-rate defaults and the other is batched video shape handling; not the same bug." + "reason": "Both are processor bugs, but one is audio sampling-rate defaulting and the other is batched video shape handling." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "One is a BeitImageProcessorFast label-reduction bug, the other is return_tensors being ignored when text_kwargs is passed; unrelated behavior." + "reason": "Unrelated failures: label reduction in BeitImageProcessorFast vs `return_tensors` being ignored with explicit `text_kwargs`." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different areas: import error for Qwen2.5-VL class vs DeepSeek detokenization regression." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Different multimodal problems: Gemma 4 token-type defaults versus Qwen2.5-VL rope index temporal scaling." + "reason": "Both concern multimodal inputs, but one is missing/default `mm_token_type_ids` and the other is RoPE temporal scaling for still images." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve labels, but one is gather_for_metrics truncating tuple labels and the other is reduce_labels collapsing an array to one label; different code paths." + "reason": "Different code paths: metric gathering drops tuple labels vs image processor label reduction behavior." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both are tokenizer/audio-related, but one is AutoTokenizer loading FastSpeech2ConformerTokenizer and the other is save_pretrained/tokenization failure in Wav2Vec2." + "reason": "Different model families and symptoms: tokenizer load failure vs save/tokenization failure in Wav2Vec2." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A failed Janus image-generation test and a stale warning in paged generate are not the same concrete bug." + "reason": "Both touch generation tests, but one is a Janus image-generation failure and the other is a stale warning in paged generation." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Different areas and symptoms: DAC.from_latents mismatch versus a GraniteSpeech CI device-override test issue." + "reason": "Different problems: DAC latent/forward mismatch vs GraniteSpeech CI stale device override test." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "One is zero probabilities in SigLIP2 inference; the other is RT-DETR memory not being released on delete." + "reason": "Different model behaviors: SigLIP zero probabilities vs RT-DETR memory not released on deletion." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are hardware/runtime inference failures, but they affect different models, GPUs, and failure mechanisms." + "reason": "Different hardware/runtime issues: auto device mapping assert on A800 vs FP8 inference failure on B200." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Both are detection-model issues, but one is a processor size mismatch and the other is an AMP CUDA loss crash." + "reason": "Different components: OmDet-Turbo processor output size mismatch vs LwDetrImageLoss AMP crash." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both involve import-utils helpers, but they are different missing symbols with different downstream breakages." + "reason": "Both are import-utils breakages, but they involve different missing/removed symbols and different downstream code." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs mismatches around pipeline-related APIs, but they concern different pipelines and different deprecated behaviors." + "reason": "Different docs regressions: pipeline removals in summarization/translation docs vs `return_all_scores` wording in text classification docs." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Different model-structure problems: unwrapping text_config for composite Qwen multimodal configs versus CLIP text model structural inconsistency." + "reason": "Different issues: `from_config` not unwrapping `text_config` vs structural inconsistency between CLIP text models." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "A feature-extractor crash from an unsupported arg and a Whisper empty-transcription generation bug are unrelated." + "reason": "Different regressions: LasrFeatureExtractor unsupported arg vs Whisper empty-transcription generation after token alignment." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Both touch detection losses, but one crashes under float16 CUDA while the other omits auxiliary losses when denoising is off." + "reason": "Different bugs: AMP float16 crash in LwDetrImageLoss vs D-FINE not using auxiliary losses when denoising is off." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different Qwen3 Omni MoE issues with no shared failing behavior: DAC latent reconstruction versus feature-length helper behavior." + "reason": "Different computations: DAC latent mismatch vs helper length calculation in qwen3_omni_moe." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile+SDPA failure are unrelated." + "reason": "Different models and failures: SwitchTransformers sparse-layer creation bug vs Bamba torch.compile SDPA issue." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both are environment/import problems, but one is flash_attn lookup on Python 3.13 and the other is a Windows ROCm torch.distributed dependency issue." + "reason": "Different dependency/import failures: Python 3.13 flash-attn key error vs Windows AMD ROCm `torch.distributed` import/type issue." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "A missing flash-attention utility import is not the same as general Torch 2.10 incompatibility." + "reason": "Different breakages: missing flash-support import vs general Torch 2.10 incompatibility." }, { "left": "issue:45759", "right": "issue:46512", "accept": false, - "reason": "Both involve from_config, but one is about composite multimodal config unwrapping and the other is stale config.dtype after dtype-aware construction." + "reason": "Both involve `from_config`, but one is about unwrapping composite multimodal configs and the other about stale `config.dtype` after building weights." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU-offload device mismatch for Bark-small and a Qwen3 Omni feature-length helper issue are unrelated." + "reason": "Different failures: device mismatch during CPU offload vs feature-extract output length helper behavior." }, { "left": "issue:43611", "right": "issue:46402", "accept": false, - "reason": "Both are loading regressions, but one is a broad base_model_prefix change and the other is text encoder weights not loading for Sam3Model." + "reason": "Different loading problems: base_model_prefix breakage vs Sam3 text encoder weights not loaded." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and a Trainer GPU broadcast TypeError are distinct issues." + "reason": "Unrelated issues: Flash Attention 2 test failures vs Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both are apply_chat_template multimodal issues, but one is a batched-input crash with padding=False and the other is all-zero assistant masks; same area, not clearly the same bug." + "reason": "Both are multimodal chat-template bugs, but one crashes on batched input with `padding=False` while the other returns all-zero assistant masks." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different problems in different token/model paths: sparse-layer config creation versus tokenizer special-token registration." + "reason": "Completely different areas: SwitchTransformers sparse-layer bug vs BigBirdTokenizer special-token registration/decode issue." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "A torch.compile SDPA failure for Bamba is unrelated to a stale GraniteSpeech CI device-override test." + "reason": "Different runtime bugs: torch.compile SDPA failure vs stale GraniteSpeech device-override test." } ] }, @@ -8685,7 +8732,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:26413", "issue:28218", @@ -8695,7 +8742,6 @@ "issue:34689", "issue:35141", "issue:37428", - "issue:38175", "issue:39692", "issue:42490", "issue:43278", @@ -8725,6 +8771,7 @@ "issue:45245", "issue:45290", "issue:45310", + "issue:45381", "issue:45459", "issue:45478", "issue:45588", @@ -8755,233 +8802,233 @@ "issue:43335|issue:44112", "issue:44206|issue:45823", "issue:43335|issue:45593", - "issue:34689|issue:35141", "issue:26413|issue:31501", + "issue:34689|issue:35141", "issue:45310|issue:45478", "issue:39692|issue:44493", - "issue:42490|issue:43854", "issue:43606|issue:44857", "issue:45459|issue:46234", + "issue:42490|issue:43854", "issue:44448|issue:44779", "issue:44857|issue:45072", "issue:28218|issue:32090", "issue:44360|issue:44561", - "issue:38175|issue:44493" + "issue:45290|issue:45381" ], - "prepared_review_unit_hash": "4e2d90ff4ef5bb4c83fa4fc33223a0a6052b17e4d62a36f8b17014dad2be64e1", + "prepared_review_unit_hash": "cd3bb0e5e68cc2322dbe501383683c2ce6e93bbd8a97f3e9c0287a855b766c29", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36960, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "serialized_chars": 36977, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated issue reports that only look superficially similar by broad theme (tokenizers, loading, dtype/device, regressions). I found one clear duplicate pair: the two identical Qwen3.5-MoE `from_pretrained` regression reports. Everything else should stay separate.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 45310 is the cleaner canonical for the one true duplicate pair: it is the earlier Qwen3.5-MoE `from_pretrained` regression report and serves as the main thread for the same fix as 45478.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs and regressions. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` failure (issues 45310 and 45478).", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45310 is the best canonical anchor because 45478 has the exact same title and appears to be the later duplicate report for the same Qwen3.5 MoE `from_pretrained` regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the best representative issue in this cluster because it is the only strong duplicate anchor and has the most natural discussion trail for the shared Qwen3.5-MoE loading bug.", + "best_issue_reason": "45310 is the strongest issue to keep as the representative because it is the earlier report of the only true duplicate pair and is clearly scoped to a concrete model-loading failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat-template/tokenization behavior, but the failures are different: tool-call assistant messages vs `continue_final_message` for mistral_common tokenizers." + "reason": "Both are chat-template/tokenizer-related, but they describe different failures and different code paths." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "One is a v4/v5 output mismatch for Pegasus, the other is a Qwen3.5-MoE recurrent-state reset bug; different models and code paths." + "reason": "Different models and different bugs: Pegasus output drift vs Qwen3 recurrent-state reset." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Missing chat template on a processor and weights stuck on meta with `device_map=\"auto\"` are unrelated problems." + "reason": "Unrelated issues: missing chat template vs DiffusionGemma weights staying on meta device." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import/indentation failure from `@torch.jit.script` is unrelated to `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe." + "reason": "Different subsystems and symptoms: import/parsing failure vs feature-length helper behavior." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Sparse-layer creation at zero encoder layers is a different bug from BEiT pretrained loading failing on a legacy field." + "reason": "Both are model/config bugs, but they concern different architectures and different failure modes." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols in different modules and do not share the same root cause." + "reason": "Both are import errors, but for different missing symbols and unrelated breakages." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "BF16-to-FP32 dtype drift during evaluate is unrelated to a pipeline error message claiming translation support in v5." + "reason": "Different problem areas: dtype drift in eval vs a misleading pipeline error message." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer `_gpu_broadcast_one` NoneType crashes are separate issues." + "reason": "LayoutLMv3 error clarity and Trainer broadcast TypeError are unrelated." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 `mm_token_type_ids` defaults and flash-attention `s_aux=None` handling are different code paths." + "reason": "Gemma token-type defaults and flash-attention aux handling are different bugs." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and qwen3_omni_moe feature-length computation are unrelated." + "reason": "No shared underlying bug; config construction issue vs feature-length helper behavior." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Both are CI/device-related, but one is packed-weight unpacking in BitNet and the other is a stale device override in GraniteSpeech." + "reason": "BitNet accelerate-loading failure and GraniteSpeech CI test flakiness are unrelated." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and the 2^24 category limit are completely different bugs." + "reason": "LoRA merge collapse and category cardinality limits are different issues." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both touch offload/attention-adjacent logic, but one crashes on `s_aux=None` and the other is a rotary-embedding CPU-offload incompatibility." + "reason": "Both touch offload/dtype-ish areas, but they are different concrete failures in different modules." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent reconstruction mismatch and unexpected position-id keys are unrelated." + "reason": "DAC STE mismatch and position-id key warnings are unrelated." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 documentation errors and BeitImageProcessorFast `reduce_labels` returning one label are different problems." + "reason": "Documentation example errors and Beit image processor label reduction are different problems." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Sparse-layer initialization and a stale device override test failure are not the same underlying bug." + "reason": "Different models and different failure modes; not the same bug." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported `center` arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are unrelated model-specific failures." + "reason": "Feature extractor regression and Gemma4 device-mapping mismatch are unrelated." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Missing sparse-layer handling at zero layers is not the same as D-FINE skipping auxiliary losses when denoising is off." + "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Model loading breaks for Llama 3.2 Vision, while the other issue is an embedding reinit problem after resizing vocab." + "reason": "Training resume iterator failure and FineWeb training not starting are too different to be the same bug." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "A checkpoint-resume epoch_iterator failure and FineWeb training not starting are too different to be duplicates." + "reason": "Model-loading breakage and embedding reinitialization on resize are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "These are the same reported Qwen3.5-MoE `from_pretrained` regression on transformers>=5.4.0, with matching title and likely identical fix path." + "reason": "Exact same title and same Qwen3.5 MoE `from_pretrained` error; clear duplicate." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs example issues are unrelated to the unexpected position-id key warnings." - }, - { - "left": "issue:42490", - "right": "issue:43854", - "accept": false, - "reason": "Trailing-slash local path import warning and GLM-4.7-Flash unit-test loading failure are different loading issues." + "reason": "Documentation example failures and unexpected position-id keys are unrelated." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU-offload device mismatch in bark-small and float16 AMP crashes in LwDetrImageLoss are separate bugs." + "reason": "Both mention runtime device/precision issues, but they affect different models and code paths." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking and a missing import_utils availability helper are unrelated." + "reason": "Tokenizer protobuf error masking and missing import_utils symbol are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash test loading failure are different issues." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output differences and DeepSeek tokenizer regressions are both version-related, but not the same code-path problem." + "reason": "Both are v5 regressions, but they concern different models and likely different root causes." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both involve dtype issues, but one is a CUDA float16 loss crash and the other is a bfloat16 inference mismatch across different models." + "reason": "Different models and different dtype failures; not the same underlying bug." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Added-token spacing behavior and Trainer broadcasting a NoneType are unrelated." + "reason": "Tokenizer spacing bug and Trainer broadcast TypeError are unrelated." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A DSA indexer activation discussion and removal of `is_torch_fx_available` breaking remote-code models do not share a root cause." + "reason": "DSA indexer activation discussion and trust_remote_code compatibility break are unrelated." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and position-id key warnings are different inference/model-compatibility problems." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly duplicate pair is issue:45310 / issue:45478, which have the same title and align on the same Qwen3.5-MoE from_pretrained regression. The other soft-edge rejections are reasonable based on differing titles and bug types." + "feedback": "Grounded overall. The only exact duplicate in the packet is 45310/45478 (same title, same Qwen3.5 MoE `from_pretrained` failure), and the other soft-edge rejections are conservative given the distinct titles/models/symptoms." }, "evaluator_used": true, "retried": false, @@ -9000,7 +9047,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:10000", "issue:15354", @@ -9013,6 +9060,7 @@ "issue:34689", "issue:35141", "issue:37428", + "issue:38175", "issue:40444", "issue:41720", "issue:42490", @@ -9030,6 +9078,7 @@ "issue:43976", "issue:44448", "issue:44466", + "issue:44493", "issue:44561", "issue:44568", "issue:44779", @@ -9039,8 +9088,6 @@ "issue:44987", "issue:45083", "issue:45229", - "issue:45290", - "issue:45381", "issue:45440", "issue:45491", "issue:45588", @@ -9052,7 +9099,7 @@ "issue:46399" ], "soft_pairs": [ - "issue:45290|issue:45381", + "issue:38175|issue:44493", "issue:43701|issue:45083", "issue:32090|issue:33357", "issue:40444|issue:43526", @@ -9067,121 +9114,121 @@ "issue:10000|issue:15354", "issue:43278|issue:43329", "issue:43927|issue:45698", + "issue:44857|issue:45588", "issue:37428|issue:44987", "issue:43746|issue:46209", - "issue:44857|issue:45588", "issue:43278|issue:43381", "issue:44561|issue:44779", "issue:43873|issue:45229", "issue:41720|issue:45229", "issue:32090|issue:33290", "issue:25251|issue:32090", - "issue:45588|issue:45823", "issue:44448|issue:44466", + "issue:45588|issue:45823", "issue:43976|issue:45440", "issue:44568|issue:45491", "issue:43412|issue:45588" ], - "prepared_review_unit_hash": "acd9914fda9403511fc6a9bcbf56912f1aecaefb405cf4f902531b57f411908a", + "prepared_review_unit_hash": "33f6230381d7fec6b64b6c06294f3020867cad379be12de6d23fd2fd8350347d", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36574, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "serialized_chars": 36523, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it mixes many unrelated Transformers issues across tokenizers, flash-attn, model loading, training, quantization, and export paths. No soft edge looks like the same underlying bug, and there are no PRs here.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is representative of the cluster because the items are unrelated bugs rather than duplicates of one problem.", + "summary": "This cluster is a grab bag of unrelated Transformers issue reports (tokenizers, flash-attn, training, quantization, device mapping, serialization). I don\u2019t see a true duplicate core; the soft pairs are mostly superficial similarity matches.", + "confidence": 0.87, + "canonical_issue_reason": "No single issue is a strong canonical duplicate for the whole cluster because the items span unrelated bugs. If one representative issue must be chosen, issue:45920 is the broadest active regression with the widest apparent impact.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue candidate: the cluster does not form a coherent duplicate family, so choosing one issue would be arbitrary.", + "best_issue_reason": "Issue:45920 is the best representative issue here: it is broad, affects multiple model families, and has the strongest evidence of ongoing user impact among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Different failures: chat template tool-call handling vs Qwen2.5-VL video position IDs." + "reason": "Different symptoms and likely different code paths: SigLIP2 zero probabilities vs position-id key warnings." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the Qwen3_omni_moe feature-length helper bug." + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP are different code paths." + "reason": "Trainer broadcast NoneType error and a MacOS bus error on a CLIP model are unrelated failures." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "Multi-image IterableDataset finetuning failure is not the same bug as BEiT fast processor label reduction." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and tensor-parallel OOM are unrelated loading behaviors." + "reason": "Local-path import warning and tensor-parallel OOM on Qwen2-57B are unrelated." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention test failures do not match the embedding reinit bug in post_init." + "reason": "Flash Attention 2 test failures are not the same as token-embedding reinitialization in post_init." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to Qwen3_omni_moe output-length logic." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length logic." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer regression returning wrong IDs is distinct from return_tensors being ignored with text_kwargs." + "reason": "Both touch tokenizer APIs, but one is a broad wrong-token-ID regression and the other is a parameter-handling bug." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output drift is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are different bugs." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug and Gemma4 multi-GPU OOM are different issues." + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are unrelated." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 indentation/import parsing issue is not the same as missing decorator in Qwen3.5 kernels." + "reason": "Both mention decorator/script parsing, but the concrete failures and affected code paths differ." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 vision loading regression are separate problems." + "reason": "XLMRoberta flash-attn support and Llama 3.2 model-loading breakage are not the same issue." }, { "left": "issue:10000", @@ -9193,97 +9240,97 @@ "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to undefined variables in multimodal token counting." + "reason": "Embedding dtype drift during eval is unrelated to the multimodal token-count helper bug." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Custom token IDs lost on save/load is not the same as wrong custom module selection after save_pretrained." + "reason": "Both are save/load bugs, but one loses custom token IDs and the other loads the wrong custom module; different root causes." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None crash are different failures." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Missing flash-support utility import and the physical-intelligence/fast load failure are not the same bug." + "reason": "The exact missing flash-attention import is plausible, but 44987 is only a generic model-loading failure and not clearly the same concrete bug." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "PEFT local checkpoint loading and FP8 inference on B200 are unrelated." - }, - { - "left": "issue:44857", - "right": "issue:45588", - "accept": false, - "reason": "AMP/CUDA loss crash is unrelated to flash_attention.py failing on s_aux=None." + "reason": "PEFT local-checkpoint loading and FP8 inference on B200 are unrelated." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype change and gradient-checkpointing-in-eval are separate behaviors." + "reason": "Eval/training dtype drift and checkpointing-in-eval-mode are unrelated problems." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression are unrelated regressions." + "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regressions are different v5 breakages." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading problem is not the same as Gemma4 multi-GPU CUDA OOM." + "reason": "Quantization offloading behavior and Gemma4 multi-GPU CUDA OOM are not the same underlying bug." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Device-map cudaErrorAssert on Qwen3 is different from Gemma4 OOM during inference." + "reason": "Auto device mapping cudaErrorAssert and plain CUDA OOM are different failure modes and likely different causes." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "NoneType GPU broadcast failure and deepspeed Adafactor OOM are not the same issue." + "reason": "NoneType broadcast error and deepspeed Adafactor OOM are unrelated." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k output nesting bug is unrelated to trainer broadcast NoneType errors." + "reason": "Pipeline top_k nesting behavior and trainer broadcast NoneType error are unrelated." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "flash_attention.py s_aux handling is distinct from Gemma4 device mismatch under auto device mapping." + "reason": "Both are v5 regressions, but one is generation output drift and the other is device-dependent serialization of lm_head.weight." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Pegasus output differences and lm_head.weight serialization inconsistency are different bugs." + "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch are different code paths and symptoms." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility issue is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "Python-version compatibility breakage and DeepseekV3MoE divergence from remote implementation are unrelated." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer add_special_tokens regression is unrelated to Gemma3 NaN embeddings with sliding-window attention." + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are different bugs." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export failure for Gemma3n is not the same as flash_attention.py crashing on s_aux=None." + "reason": "Executorch export failures and flash_attention.py attribute errors are unrelated." } ] }, @@ -9305,7 +9352,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:27957", "issue:29127", @@ -9369,8 +9416,8 @@ "issue:44871|issue:44977", "issue:43381|issue:43701", "issue:44206|issue:44479", - "issue:42915|issue:42994", "issue:44361|issue:45198", + "issue:42915|issue:42994", "issue:44186|issue:45198", "issue:43065|issue:45412", "issue:43065|issue:43994", @@ -9389,20 +9436,20 @@ "issue:45440|issue:45593", "issue:43421|issue:45491" ], - "prepared_review_unit_hash": "faf5c17f291b8eb0e20ee30acdf4fb32c8e655e1648c0208a6cb5112d63f9e26", + "prepared_review_unit_hash": "5354ff0532516db01401344ccdf1a7d1aaa673fe12034f6526906e0b10547641", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36690, + "serialized_chars": 36691, "estimated_input_tokens": 9173, "estimated_eval_tokens": 18602 }, @@ -9411,204 +9458,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose semantic cluster of unrelated Transformers issues, not a true duplicate set. The soft links are mostly superficial (same subsystem words like flash-attn, Gemma, tokenizer, quantization, memory), so all candidate merges should be rejected.", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical issue: the items span many different models, code paths, and failure modes, and the soft links are only surface-similar.", + "summary": "The cluster is a loose mix of unrelated Transformers bugs; none of the soft pairs look like true duplicates. Most pairs share only a broad subsystem (tokenizers, loading, vision, attention, quantization) but not the same concrete failure path.", + "confidence": 0.19, + "canonical_issue_reason": "issue:44462 is the broadest and most reusable tokenizer-loading report in the set, with inbound references and a clear, user-facing failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative; there is no shared concrete root cause across the cluster.", + "best_issue_reason": "issue:44462 is the best representative umbrella ticket for the cluster\u2019s recurring tokenizer/model-loading regressions, even though the cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Both mention generation behavior, but one is a Qwen3.5 flash-attn bug and the other is a stale warning in paged generate(); different defects." + "reason": "Both involve generation/attention behavior, but one is a flash-attention regression and the other is a stale warning; different bugs." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning and quantization/offloading misbehavior are unrelated code paths." + "reason": "Local-path import warning and quantization offloading are unrelated failure modes." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor import failure and flash_attention.py crashing on s_aux=None are different failures." + "reason": "Gemma 4 processor import failure vs flash_attention crash on sink-less models; same area, not the same bug." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu's bare except swallowing errors are not the same bug." + "reason": "One is Wav2Vec2 save/tokenization failure, the other is a broad exception-handling bug in Fuyu preprocessing." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error on a CLIP model and SigLIP2 doc-example mistakes are different problems." + "reason": "Both touch multimodal models, but MacOS CLIP bus error and SigLIP2 doc-example mistakes are different issues." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are unrelated." + "reason": "LayoutLMV3 error-message clarity and TrainerState token counting are unrelated." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "BF16/FP32 dtype drift in eval and tp loading OOM are separate issues." + "reason": "Training/eval dtype drift is not the same as Qwen2 tensor-parallel OOM." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different bugs." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma 4, but one is an import dependency problem and the other is a missing _tokenizer attribute in serve." + "reason": "Both mention Gemma 4 processor loading, but the concrete failures differ: import error vs missing _tokenizer attribute in serve." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading regression and rope-validation TypeError are different loader bugs." + "reason": "Base_model_prefix loading regression is unrelated to rope-validation list type handling." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma-3 EOS config mismatch and Qwen3.5 flash-attn generation failure are unrelated." + "reason": "EOS config mismatch is not the same as flash-attention generation failure." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing and resume_from_checkpoint key mismatch are not the same underlying issue." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-path issues." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Qwen video-input regression affect different components." + "reason": "Unsupported center arg in a feature extractor is unrelated to the Qwen video-input regression." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "FP8 config failure when loading Qwen3Moe and quantized-model saving failure are distinct quantization problems." + "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization failure are distinct tokenizer/model issues." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure do not share a concrete root cause." + "reason": "FineGrainedFP8Config load failure and quantized model saving failure are separate quantization bugs." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated tokenizer bugs." + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure do not match." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Sam3PixelDecoder Conv2d and RT-DETR memory release issues are different model/component problems." + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leak are unrelated." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "A dummy Sam3 pixel-decoder layer and SigLIP2 nonsense outputs are unrelated." + "reason": "Dummy module cleanup and SigLIP2 bad outputs are different problems." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are different issues." + "reason": "Flash-attention test failures and void segmentation-map processing are separate issues." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking without protobuf and leftover dummy classes in dummy_pt_objects.py are unrelated." + "reason": "Tokenizer protobuf error masking and leftover dummy classes are unrelated cleanup/handling bugs." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR GC/memory leak and Sam3-litetext memory overflow are different memory symptoms with different causes." + "reason": "RT-DETR memory leak and SAM3 memory overflow are different model-memory issues." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count overflow and paged generate warning are unrelated." + "reason": "Category-count overflow and a stale warning in paged generate() are not the same bug." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are separate model-implementation discrepancies." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model-implementation regressions." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird special-token decode bug and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer bugs." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 wrong outputs and RT-DETR memory leakage are unrelated." + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are unrelated model issues." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import failure and protobuf-related tokenizer error handling are different bugs." + "reason": "Gemma 4 processor import failure is not the same as protobuf-related tokenizer exception masking." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save/tokenization failure do not match." + "reason": "torch.export/torch_compilable_check failure and Wav2Vec2 save/tokenization failure are different code paths." }, { "left": "issue:27957", "right": "issue:29942", "accept": false, - "reason": "XLMRoberta FA2 compatibility and FA2 test failures are too broad to treat as the same concrete bug." + "reason": "XLMRoberta Flash Attention 2 support and Flash Attention 2 test failures are related only by keyword, not by the same bug." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error messaging and MacOS CLIP bus error are unrelated." + "reason": "LayoutLMV3 error clarity and MacOS CLIP bus error are unrelated." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json from repo are different tokenizer-loading issues." + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are both tokenizer-related but distinct failures." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are unrelated model bugs." + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are separate model-architecture bugs." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime post-processor updates and Gemma3 NaN embeddings with sliding-window attention are not the same problem." + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are unrelated tokenizer vs attention numerical bugs." } ] }, @@ -9630,7 +9677,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:27957", "issue:29127", @@ -9641,15 +9688,16 @@ "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:43701", - "issue:43720", "issue:43761", "issue:43824", "issue:43873", @@ -9711,216 +9759,222 @@ "issue:34689|issue:43611", "issue:42490|issue:44743", "issue:45003|issue:45440", - "issue:43720|issue:44442" + "issue:43316|issue:43525" ], - "prepared_review_unit_hash": "414f552e0f9b742c492abdabdacfd5156292d03eb131900b0e0724133f83295c", + "prepared_review_unit_hash": "d579b316ca51f9e9727958108c653f57ac84dfa10c20e2ef21a6df3f4c75dc52", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36301, - "estimated_input_tokens": 9076, - "estimated_eval_tokens": 18408 + "serialized_chars": 36824, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly unrelated despite superficial keyword overlap; I found no true duplicate/mergeable issue pair in this cluster.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out: the cluster is heterogeneous, and the soft pairs describe different bugs, regressions, or model-specific failures.", + "summary": "This cluster is heterogeneous: the issues span unrelated bugs in model loading, tokenizers/processors, memory/OOM, config APIs, quantization, and training behavior. None of the soft-similarity pairs looks like the same underlying bug/change, so no duplicate merges should be made.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a good canonical representative because the cluster contains many different root causes across unrelated components and models.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable as a representative because there is no common underlying issue across the items.", + "best_issue_reason": "No issue is suitable as a global best representative; the pairwise similarities are mostly superficial (shared model family or generic failure symptoms) rather than the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Different problems: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR long-input index error." + "reason": "Different problems: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR memory overflow." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM when loading a model vs resume_from_checkpoint key mismatch are unrelated." + "reason": "Both are failures, but one is TP/OOM loading and the other is a checkpoint key mismatch during resume." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 boxes vs embedding reinitialization after resize are different bugs." + "reason": "Unrelated: LayoutLMv3 error-message clarity vs token-embedding resize/post_init reinitialization." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local model path warning and gradient checkpointing eval-mode failure do not share the same code path." + "reason": "Different areas and symptoms: local path import warning vs gradient checkpointing in eval mode." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 nonsensical outputs and sam3-litetext memory overflow are unrelated model issues." + "reason": "Different models and failure modes: SigLIP2 bad outputs vs Sam3LiteText memory overflow." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but one is TP model loading and the other is int4 quantization memory regression." + "reason": "Both mention OOM, but one is TP loading of a Qwen model and the other is int4 quantization memory regression." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Image processor label reduction bug vs LayoutLMv2Tokenizer crash are different subsystems and failures." + "reason": "Different tokenizer/image-processor bugs with different code paths and symptoms." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." + "reason": "Unrelated: tokenizer loading failure vs dtype mismatch in inference." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8Config failure is not the same as Qwen3-VL weight-shape mismatch." + "reason": "Different Qwen variants and failures: FineGrainedFP8Config vs weight-shape mismatch on VL model loading." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Missing Qwen2.5-VL import and a general dependency issue are not the same bug." + "reason": "ImportError for a specific class is not the same as a broad dependency issue." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Label reduction in an image processor is unrelated to a float16 AMP crash in LwDetrImageLoss." + "reason": "Different components: image processor label handling vs loss crash under float16 AMP." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL loading differs from the Qwen3-MoE sliding-window bug." + "reason": "Different Qwen3-VL config attribute bug vs sliding-window behavior in Qwen3-MoE." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-validation TypeError and apply_rotary_pos_emb registration failure are different failure modes." + "reason": "Both touch Qwen3.5/RoPE areas, but one is a helper TypeError on JSON-loaded lists and the other is a kernel registration decorator issue." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to LayoutLMv3 error handling." + "reason": "Different models and bugs: Flash Attention 2 support vs LayoutLMv3 error messaging." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are different code paths." + "reason": "Different issues: CLIPVision hidden-states regression vs CPU offload incompatibility in Qwen3_5Moe rotary embedding." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "FlashAttention support and deepspeed/adafactor OOM are unrelated." + "reason": "No overlap beyond being transformer issues; Flash Attention 2 support is unrelated to deepspeed Adafactor OOM." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Training OOM and Llama 3.2 Vision loading regression are not the same issue." + "reason": "Different problems: optimizer memory blow-up vs model loading breakage for a specific vision model." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Chat-template sampling-rate default and unsupported center-arg crash are distinct audio bugs." + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is an unsupported center argument crash." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation failure and category-count runtime limit are unrelated." + "reason": "Different failures: FlashAttention generation bug vs categorical cardinality limit runtime error." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "s_aux=None crash in flash_attention.py and removed Sam3LiteText config references are different breakages." + "reason": "Different code paths: flash_attention sinkless-model crash vs stale auto_mappings references to removed configs." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM with Adafactor/deepspeed is unrelated to output embedding reinitialization after resize." + "reason": "OOM in training is unrelated to embedding reinitialization on resize." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization regression and patchtsmixer post_init policy are not the same underlying bug." + "reason": "Both mention initialization/post_init, but one is a generic Transformers 5 regression and the other is a model-specific rule for patchtsmixer." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings stem from different mechanisms." + "reason": "Different bugs: compiled-forward chunked generation inconsistency vs Gemma3 mixed-length NaN embeddings." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval-mode restriction is unrelated to quantization offloading behavior." + "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." }, { - "left": "issue:44743", - "right": "issue:44811", - "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens are unrelated." + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM from Adafactor/deepspeed is unrelated to TrainerState token counters not updating." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: recurrent state reset in Qwen3.5 MoE vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to Perceiver interpolation handling." + "reason": "Different loading/inference bugs: tokenizer class loading vs Perceiver non-default-resolution failure." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "These are both loading regressions, but they concern different models and different root causes." + "reason": "Both are loading regressions in v5, but they are different concrete failures with different causes." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and Qwen recurrent-state reset are unrelated." + "reason": "No shared bug: path import warnings vs recurrent state reset in cache handling." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "Different issues: unsafe sys.modules access vs DeepseekV3 implementation divergence." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "BitNet packed-weight loading bug and tokenizer loading failure are different problems." + "reason": "Different config API mismatches for different models; not the same underlying defect." } ] }, @@ -9942,7 +9996,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:25251", "issue:28282", @@ -9954,11 +10008,11 @@ "issue:43316", "issue:43388", "issue:43493", - "issue:43525", "issue:43550", "issue:43575", "issue:43643", "issue:43701", + "issue:43720", "issue:43723", "issue:43742", "issue:43749", @@ -9994,10 +10048,10 @@ "issue:46506" ], "soft_pairs": [ - "issue:43316|issue:43525", - "issue:44062|issue:45907", + "issue:43720|issue:44442", "issue:42175|issue:46234", "issue:43723|issue:45479", + "issue:44062|issue:45907", "issue:43761|issue:44079", "issue:44077|issue:44479", "issue:43493|issue:43827", @@ -10005,12 +10059,12 @@ "issue:44987|issue:46178", "issue:43873|issue:44871", "issue:43232|issue:43388", - "issue:43749|issue:43931", "issue:43931|issue:45216", + "issue:43749|issue:43931", "issue:44442|issue:45803", "issue:43316|issue:45759", - "issue:42907|issue:45698", "issue:44855|issue:45137", + "issue:42907|issue:45698", "issue:43643|issue:44913", "issue:43701|issue:46506", "issue:44190|issue:44496", @@ -10022,196 +10076,196 @@ "issue:43550|issue:43701", "issue:43575|issue:43742" ], - "prepared_review_unit_hash": "5bc6b9d9e04de8dd4f41e18ce3f05cd1bdbc802e3dc0cec8e1734ccff05e3ce7", + "prepared_review_unit_hash": "2e50b6e2dbe2744643549d0f43956415eef01d2ca8a36cbc47138ab6d057c881", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35932, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "serialized_chars": 35967, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs span unrelated tokenizer, config, generation, model-loading, backend, quantization, and docs issues. I found no convincing duplicate issue/PR group among the candidates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out; the items are mostly unrelated model-specific bugs and API regressions rather than one underlying defect.", + "summary": "This cluster is heterogeneous: it mixes tokenizer, loading, config, generation, compilation, docs, and backend/dependency issues. None of the soft pairs look like the same underlying bug or change, so there is no clear canonical duplicate issue/PR here.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue; if forced, issue:45698 is the broadest and most general, but it still does not represent the rest of the cluster well.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43316", - "right": "issue:43525", - "accept": false, - "reason": "Both are config/API complaints, but one is Gemma3TextConfig inconsistency and the other is Llama4Config missing pad_token_id; different bugs." - }, - { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Tokenization/AddedToken constructor error vs Hub helper revision forwarding; unrelated code paths." + "reason": "Different failure modes: BitNet packed-weight loading vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "One is package/backend installation coverage, the other is a missing import utility symbol; not the same defect." + "reason": "One is backend/package installation for TensorFlow, the other is a missing import_utils availability flag." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 vs sequence-classification zero-loss behavior; different subsystems and failure modes." + "reason": "AutoTokenizer loading in v5 and degenerate zero-loss classification are unrelated code paths." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenization AddedToken argument conflict is not the same as list_repo_files failing to forward revision." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is distinct from ModelOutput key assignment logic." + "reason": "Hidden_states regression in CLIPVisionModel and ModelOutput key assignment bugs are different issues." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Optional post_init handling for patchtsmixer is unrelated to the Qwen video-input regression." + "reason": "PatchTST post_init validation and Qwen video-input regression are separate model-specific bugs." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "Model parity issue vs outdated docs referencing pipeline(); not the same change or bug." + "reason": "SigLIP2 implementation mismatch is unrelated to docs still mentioning pipeline() after v5 removals." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden_states regression in CLIPVisionModel is unrelated to attention kernel divergence under torch.compile." + "reason": "CLIPVisionModel output regression and torch.compile attention-kernel divergence are distinct problems." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Loading a specific model on transformers>=5.1.0 is not the same as a backend-mapping error for tensorflow_text." + "reason": "Loading a specific model fails for different reasons than the tensorflow_text backend mapping error." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id inconsistency." + "reason": "Quantization/offloading behavior is not the same as inconsistent eos_token_id configuration." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label dropping are different training/generation issues." + "reason": "Generation kwargs after sync_gpus and gather_for_metrics tuple truncation are unrelated training/runtime bugs." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage and Qwen3-VL shape mismatch are separate loading problems." + "reason": "Model weight-shape mismatch on load and incorrect save_pretrained output are different ends of the lifecycle." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Weight-shape mismatch on load vs incorrect checkpoint saved by save_pretrained; one is load-time, the other save-time." + "reason": "FSDP CPU RAM efficient loading and a specific Qwen3-VL weight mismatch are not the same underlying bug." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "AutoTokenizer failing for a tokenizer class is unrelated to a broad exception swallowing bug in FuyuBatchFeature." + "reason": "Tokenizer loading failure and a bare-except in Fuyu tensor conversion are unrelated." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is unrelated to AutoModelForCausalLM not unwrapping text_config in composite Qwen configs." + "reason": "Gemma3TextConfig API discrepancy and Qwen composite config unwrapping are different config-handling bugs." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Dequantized Ministral/Devstral save failure is model-specific and unrelated to a custom-module load mismatch after save_pretrained." + "reason": "Python 3.13 import parsing/torch.jit script failure is unrelated to a DeepSpeed ZeRO3 deque error." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Python 3.13 torch.jit parsing/IndentationError and DeepSpeed ZeRO3 deque pop are unrelated runtime failures." + "reason": "Both touch save/load flows, but dequantized-save failure and wrong custom-module loading are not the same defect." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing fields on config load is distinct from GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Missing fields with trust_remote_code and rotary_pct resetting on reload are different config serialization issues." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint resume key mismatch and CPU/CUDA result divergence are unrelated." + "reason": "Checkpoint resume key mismatch and PPDocLayoutV3 CPU/CUDA result drift are unrelated." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to an unrecognized model config error." + "reason": "Local dataset loading in an example script and unrecognized model config loading are different failures." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Inconsistent chunked generation outputs with compiled forward is not the same as spurious recompilation from cache lazy initialization." + "reason": "Chunked generation inconsistency with compiled forward and chunked-prefill recompilation are not the same bug." }, { "left": "issue:42796", "right": "issue:45290", "accept": false, - "reason": "Tokenizer BPE marker handling and chat-template crashing on tool-call assistant messages are different bugs." + "reason": "Tokenizer BPE marker handling and chat-template crashes on tool-call messages are separate tokenizer/chat-template issues." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + "reason": "A script runtime problem and a model-parallel OOM during Qwen2-57B loading are not duplicates." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting regression and missing PyTorch ImportError are entirely unrelated." + "reason": "Top_k nested-list output in pipelines and a PyTorch missing ImportError are unrelated." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils helper and kernels v0.15 requiring version/revision are separate API/import issues." + "reason": "Missing utility export and kernels v0.15 requiring version/revision are different import/dependency problems." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Different model load failures with different causes: OOM vs key error; not mergeable as one fix." + "reason": "OOM when loading a large Qwen model and a key error loading MobileLLM are different loading failures." } ] }, @@ -10233,7 +10287,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:16998", "issue:22355", @@ -10298,10 +10352,10 @@ "issue:45632|issue:46424", "issue:43646|issue:44913", "issue:44871|issue:46050", + "issue:43065|issue:44617", "issue:44162|issue:44792", - "issue:43452|issue:44496", "issue:45803|issue:46170", - "issue:43065|issue:44617", + "issue:43452|issue:44496", "issue:41950|issue:43475", "issue:43540|issue:44514", "issue:43650|issue:46202", @@ -10311,14 +10365,14 @@ "issue:43388|issue:43688", "issue:45127|issue:45200" ], - "prepared_review_unit_hash": "cb636ab4176440553754ada8533e759631de4fc012d4e50ec8a05c7bcc88cf68", + "prepared_review_unit_hash": "0b98a15e24ea9710687044d9cba6c6ca7b16d7cfc23ca61dd1e147e2f415bf75", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 47, @@ -10333,168 +10387,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items cover unrelated bugs, config regressions, model-specific failures, and backend/install issues. None of the proposed soft edges looks like a true duplicate pair, so all should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the cluster is a grab-bag of unrelated reports rather than one underlying bug, so selecting a single issue would be misleading.", + "summary": "The soft pairs are mostly superficial similarity matches across unrelated bugs, regressions, config issues, and model-specific failures. None look like the same underlying issue or change, so no duplicate merges are warranted.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the pairings are spurious and the reports span different subsystems, models, and failure modes.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "FlashAttention 2 support for XLMRoberta and a Trainer NoneType broadcast error are different code paths and failure modes." + "reason": "Different failures: FlashAttention support for XLM-Roberta vs Trainer distributed broadcast TypeError." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "One is a processor/tokenizer regression; the other is a pipeline error-message mismatch about translation support." + "reason": "One is a processor/tokenizer regression; the other is an incorrect pipeline error message about translation tasks." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated bugs." + "reason": "CPU offload device mismatch for a model vs a resume_from_checkpoint key mismatch in training state." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A question about model_max_length and a missing transformers.onnx import are not the same issue." + "reason": "Unrelated topics: model_max_length behavior for DeBERTa-V3 vs missing transformers.onnx import." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor.tokenizer regression and Gemma eos_token_id inconsistency are separate API/config problems." + "reason": "Processor/tokenizer regression and a Gemma eos_token_id config inconsistency are different bugs." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are different model bugs." + "reason": "Gemma3TextConfig API mismatch is unrelated to image preprocessor/model dtype mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to Whisper empty-transcription failure after token alignment." + "reason": "Gemma eos_token_id config issue is distinct from Whisper empty-transcription generation failure." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "A policy change around optional post_init is unrelated to non-persistent buffers containing junk." + "reason": "Optional post_init policy in patchtsmixer is not the same as non-persistent buffer initialization corruption." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Missing TensorFlow in the torch extra and a Gemma3TextConfig API discrepancy are different concerns." + "reason": "Backend packaging/install issue is unrelated to a Gemma3TextConfig API discrepancy." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in Fuyu conversion and Trainer import failure due to datasets are unrelated." + "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import failure caused by datasets interaction." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and Sam3-litetext memory overflow are different failures." + "reason": "Input-size mismatch in OmDet-Turbo is not the same as SAM3-LiteText memory overflow." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Remote-code cache path collision and max_cache_length behavior for quantized cache are distinct cache issues." + "reason": "Trust-remote-code cache path collision is unrelated to max_cache_length being ignored outside quantized cache." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "A broad Transformers 5 custom-init regression is not the same as GPTNeoXConfig rotary_pct reload behavior." + "reason": "Custom model initialization breakage in v5 is different from GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token_id mismatch and sinq save/load quantization breakage are unrelated." + "reason": "Gemma eos_token_id inconsistency is unrelated to quantized model save/load breakage." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "ESM2 workflow breakage and a janus image-generation test failure do not describe the same bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder is a model implementation detail, not the SAM3 video OOM problem." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "gguf_file loading breakage and an unrecognized model missing model_type are both model-loading related but not the same concrete defect." + "reason": "ESM2 breakage and janus image-generation test failure are unrelated model-specific bugs." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Fuyu's bare except swallowing errors and the Windows ROCm torch.distributed import problem are unrelated." + "reason": "Exception handling bug in Fuyu conversion is unrelated to Windows/ROCm import errors." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are different issues with different root causes." + "reason": "gguf_file pretraining/auto-model loading breakage is different from an unrecognized model config error." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline processor lookup and missing fpn_position_embeddings in Sam3 output are separate bugs." + "reason": "Video-classification processor selection issue is unrelated to missing fpn_position_embeddings in Sam3 output." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and Qwen2_5_VLProcessor batched chat-template crash are different model/API paths." + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen2_5_VL batched apply_chat_template crash are different code paths." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "The noisy 'ADD THE DATA' issue is unrelated to Gemma pipeline roundtrip failures." + "reason": "Nonspecific data request is unrelated to Gemma pipeline roundtrip failure on the underscore character." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "LM-head weight tying in Mistral3 and FlashAttention failure in Ministral-3 are different code-path problems." + "reason": "Tied lm_head weights in Mistral3ForConditionalGeneration is a different bug from FlashAttention failure in Ministral-3." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression affect different models and logic." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are separate issues." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to a tensorflow_text backend mapping error." + "reason": "StableLmConfig pad_token_idx regression is unrelated to backend mapping errors for tensorflow_text." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Last-batch label truncation in gather_for_metrics and auxiliary-loss normalization are different training bugs." + "reason": "gather_for_metrics batch truncation and auxiliary-loss normalization are distinct training bugs." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are not the same defect." + "reason": "LoRA merge/vocab extension collapse is unrelated to Gemma 4 mm_token_type_ids defaulting." } ] }, @@ -10516,7 +10570,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:25251", "issue:27957", @@ -10536,7 +10590,6 @@ "issue:43931", "issue:43994", "issue:44060", - "issue:44077", "issue:44190", "issue:44242", "issue:44464", @@ -10548,7 +10601,6 @@ "issue:44743", "issue:44792", "issue:44855", - "issue:44877", "issue:44913", "issue:44933", "issue:44964", @@ -10562,10 +10614,12 @@ "issue:45584", "issue:45588", "issue:45600", + "issue:45632", "issue:45698", "issue:46234", "issue:46369", - "issue:46421" + "issue:46421", + "issue:46617" ], "soft_pairs": [ "issue:45542|issue:46234", @@ -10574,55 +10628,54 @@ "issue:43525|issue:43531", "issue:44792|issue:44977", "issue:44792|issue:45600", - "issue:44734|issue:45406", "issue:44617|issue:45584", + "issue:44734|issue:45406", "issue:44534|issue:44913", "issue:44190|issue:44964", "issue:35141|issue:42490", + "issue:45632|issue:46617", "issue:43931|issue:44060", "issue:45381|issue:46369", - "issue:43673|issue:46421", - "issue:43761|issue:44242", "issue:44855|issue:45588", + "issue:43761|issue:44242", + "issue:43673|issue:46421", "issue:45563|issue:45584", "issue:43827|issue:43994", "issue:44479|issue:44734", "issue:43065|issue:44610", "issue:43644|issue:44913", - "issue:44933|issue:45362", "issue:41720|issue:45245", + "issue:44933|issue:45362", "issue:25251|issue:27957", "issue:43550|issue:44190", - "issue:44464|issue:45563", "issue:43335|issue:44855", "issue:44617|issue:46369", - "issue:44077|issue:44877", - "issue:43335|issue:44190" + "issue:44464|issue:45563" ], - "prepared_review_unit_hash": "6ee0887f4109395cb13b9e1f100012c9349376516e41ef21a4b42fcbe5b5b7c1", + "prepared_review_unit_hash": "d088a25a461d167196e153557b14fc696986dcbaf3b48aa1853ac49bedc06db7", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36539, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "soft_pair_count": 29, + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated Transformers issues. The soft-similarity pairs mostly share only broad terms like generation, cache, config, or a model family name, but they do not describe the same underlying bug or change. No true duplicate center stands out.", - "confidence": 0.94, + "summary": "The cluster is very heterogeneous: the suggested pairs mostly share only broad themes (loading, cache, generation, multimodal models) but not the same concrete bug. I rejected all soft edges and found no clear canonical issue/PR for the whole set.", + "confidence": 0.92, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -10632,181 +10685,175 @@ "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Different dependency/package problems: TensorBoard-only TF backend setup vs a missing import_utils symbol." + "reason": "Unrelated backend-environment warning vs missing import-utils symbol; no shared code-path bug." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both are loading-related, but one is a legacy config field issue and the other is wrong custom-module resolution after save_pretrained." + "reason": "Both involve model loading, but one is a legacy field preset issue and the other is save/load picking the wrong custom module." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache, but one is missing GenerationMixin cache in v5 chunked prefill and the other is recurrent state reset in Qwen3.5 modular code." + "reason": "Both mention cache, but one is missing GenerationMixin cache and the other is recurrent state reset in modular Qwen3.5 code." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Unrelated bugs: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." + "reason": "Different models and failures: missing pad_token_id vs sliding_window behavior." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different failures: janus image-generation test regression vs Qwen3.5 flash-attention generation bug." + "reason": "Both are generation-related, but one is a janus test failure and the other is a Qwen3.5 flash-attention bug." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A failed janus test and broken auto_mappings references are separate issues with different code paths." + "reason": "No same underlying bug; janus image-generation test failure vs stale auto_mappings reference." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Both touch serve, but one is KV-cache continuation indexing and the other is a missing _tokenizer attribute in Gemma4Processor." + "reason": "OOM in Sam3Video is unrelated to Whisper empty-transcription failure after token alignment." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Unrelated symptoms: Sam3Video CUDA OOM vs Whisper empty-transcription handling after token alignment." + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are different bugs." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Global non-persistent-buffer initialization bug vs GPTNeoXConfig reload losing rotary_pct are different code paths." + "reason": "Non-persistent buffer initialization and GPTNeoXConfig reload regression are separate state/config issues." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different loading failures: local dataset script issue vs model loading failure for Phi-4 multimodal." + "reason": "Local dataset loading failure and Phi-4 multimodal model loading error are unrelated." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization bug and trailing-slash local path warning are unrelated." + "reason": "Embedding resize reinit bug vs trailing-slash import warning; different mechanisms." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code cache handling, but one is cache-path collision and the other is a cache FileNotFoundError; not the same concrete bug." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different Qwen3 family problems: VL weight-shape mismatch vs incorrect tied-weights warning in Qwen3-Next." + "reason": "Model shape-mismatch loading error vs incorrect tied-weights warning; distinct problems." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position-id regression and Sam3-LiteText memory overflow are different bugs." + "reason": "Qwen2.5-VL video position bug and Sam3-LiteText memory overflow are unrelated." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Both mention cache/prefill, but one is missing cache in v5.0.0 and the other is lazy cache init causing recompilation." + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to flash_attention s_aux=None crash." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIP hidden_states regression and MoE load-balancing loss omission are unrelated." + "reason": "Hidden_states regression in CLIPVisionModel and missing load-balancing loss are different behaviors." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Python 3.13 import parse error in DebertaV2Model is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Both mention chunked prefill/cache, but one is missing cache and the other is spurious recompilation from lazy init." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Both are generation bugs, but one is a stale warning and the other is an actual Whisper empty-output failure." + "reason": "Stale num_return_sequences warning vs Whisper empty transcription failure; no shared bug." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs referencing removed pipeline() APIs is not the same as a model producing bad outputs with AutoModel/pipeline." + "reason": "Documentation referencing removed pipeline APIs is not the same as Siglip2 producing bad outputs." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Separate regressions: video-input model behavior vs serve KV-cache continuation indexing." + "reason": "Video-input regression for Qwen VL models vs serve KV-cache tensor indexing bug are separate code paths." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Different vision-model problems: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo input-size mismatch." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are unrelated model/processor issues." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "A broad buffer-initialization regression and a config reload serialization bug are not the same issue." + "reason": "Non-persistent buffer junk initialization and rotary_pct reload defaulting are different state persistence bugs." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to category-count overflow." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Different runtime errors with no shared code path: device-mapping cudaErrorAssert vs category-count limit." + "reason": "Missing import from image_utils and Qwen3.5 chat crash do not share a concrete underlying bug." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline output shape regression is unrelated to XLMRoberta Flash Attention 2 support." + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 issue are unrelated." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and a local dataset loading issue are unrelated." - }, - { - "left": "issue:44464", - "right": "issue:45563", - "accept": false, - "reason": "Both mention generation, but one is incorrect outputs under compiled forward and the other is a stale warning only." + "reason": "torch.compile with SDPA on Bamba-9B-v2 and local dataset loading are unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers config creation bug and a Python 3.13 import parsing error are unrelated." + "reason": "SwitchTransformers sparse-layer config bug and DebertaV2 import parsing error are unrelated." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both are Sam3 memory complaints, but they affect different models and likely different causes; not enough to treat as one bug." - }, - { - "left": "issue:44077", - "right": "issue:44877", - "accept": false, - "reason": "Optional post_init policy for patchtsmixer and strict config rejection for granite_speech are separate config-validation issues." + "reason": "Same model family but different symptoms and components: video OOM vs litetext memory overflow." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and local dataset loading are unrelated." + "reason": "Compiled chunked generation inconsistency and a stale warning about num_return_sequences are not the same bug." } ] }, @@ -10828,10 +10875,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ - "issue:27957", - "issue:35141", "issue:36246", "issue:38617", "issue:41628", @@ -10840,13 +10885,14 @@ "issue:42796", "issue:43116", "issue:43295", + "issue:43335", "issue:43404", "issue:43540", "issue:43643", "issue:43854", "issue:44016", + "issue:44077", "issue:44112", - "issue:44186", "issue:44190", "issue:44246", "issue:44279", @@ -10857,6 +10903,7 @@ "issue:44734", "issue:44737", "issue:44779", + "issue:44877", "issue:44938", "issue:44964", "issue:45003", @@ -10879,14 +10926,16 @@ "issue:46489" ], "soft_pairs": [ + "issue:44077|issue:44877", + "issue:43335|issue:44190", "issue:45127|issue:45357", "issue:44521|issue:45381", - "issue:43116|issue:44190", "issue:43540|issue:44734", - "issue:44779|issue:46489", + "issue:43116|issue:44190", "issue:44112|issue:45600", - "issue:44737|issue:45803", + "issue:44779|issue:46489", "issue:43295|issue:45276", + "issue:44737|issue:45803", "issue:44938|issue:45542", "issue:45276|issue:45584", "issue:44462|issue:45907", @@ -10904,216 +10953,52 @@ "issue:43854|issue:44964", "issue:44683|issue:45446", "issue:43404|issue:45216", - "issue:41950|issue:44016", - "issue:27957|issue:35141", - "issue:44186|issue:44734" + "issue:41950|issue:44016" ], - "prepared_review_unit_hash": "f867deb2e3e5b1d31c10c5664ecafb2052a5e6c7cf4f14b358d0100c0f65ae00", + "prepared_review_unit_hash": "fa3b0ca0e37f7937ce204c5e1c3bf25c8fac394b61d54aa9da8ca2f62904df01", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35765, - "estimated_input_tokens": 8942, - "estimated_eval_tokens": 18140 + "serialized_chars": 35770, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set with one likely duplicate tokenizer regression pair in the DeepSeek family. No PRs are present. All other soft pairs appear to cover different bugs or different code paths.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 44779 is the best canonical issue: it is the broader, earlier DeepSeek tokenizer regression report, and issue 46489 reads like a follow-up gap in that same v5+ tokenizer fix.", + "summary": "Most items are unrelated single-issue reports across different subsystems. The DeepSeek tokenizer pair is the only plausible near-duplicate, but the visible evidence is still too weak to merge it confidently, so it should remain tentative rather than accepted.", + "confidence": 0.73, + "canonical_issue_reason": "issue:46489 is the best canonical issue anchor for the DeepSeek tokenizer cluster because it is the more specific and current report, and it explicitly ties the regression to PR #44801's fix gap.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44779 is the clearest representative of the only apparent duplicate cluster and has the most general symptom description for the DeepSeek tokenizer regression.", + "best_issue_reason": "issue:46489 is the strongest issue to keep as the cluster anchor: it is more specific than 44779 and better describes the concrete DeepSeek-Coder v1 tokenizer failure, even though the duplicate relationship is not fully established from the available evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45127", - "right": "issue:45357", - "accept": false, - "reason": "Both involve Qwen3.5/Qwen2.5-family saving or tying behavior, but they describe different failures: LoRA merge collapse vs incorrect visual encoder keys." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "Both are multimodal/template issues, but one is about assistant masks in apply_chat_template and the other is about qwen2.5-vl vision_position_ids; different bugs." - }, - { - "left": "issue:43116", - "right": "issue:44190", - "accept": false, - "reason": "Different example scripts and failures: multi-label classification output handling vs local dataset loading in image classification." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "One is a Qwen3OmniMoe video-processing ValueError, the other is a transformers serve KV-cache indexing crash; unrelated code paths." - }, { "left": "issue:44779", "right": "issue:46489", - "accept": true, - "reason": "Both report incorrect DeepSeek tokenizer output on transformers v5+, and 46489 explicitly describes a gap in the earlier fix, so this is the same underlying tokenizer regression family." - }, - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "CI failures in different areas: GraniteSpeech stale device override test vs auto_mappings referring to removed Sam3LiteText configs." - }, - { - "left": "issue:44737", - "right": "issue:45803", - "accept": false, - "reason": "XLNet CPU device placement bug vs FuyuBatchFeature bare-except error handling; different models and failure modes." - }, - { - "left": "issue:43295", - "right": "issue:45276", - "accept": false, - "reason": "Both mention resize/tie-style model state issues, but one is a processor/tokenizer regression and the other is gemma4 embedding/output-layer resize behavior." - }, - { - "left": "issue:44938", - "right": "issue:45542", - "accept": false, - "reason": "Python 3.14 import failure is an environment compatibility issue, while the other is a missing TensorFlow backend installation issue." - }, - { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "One is about embedding/output weights after resize_token_embeddings; the other is Whisper generation failing after align_special_tokens." - }, - { - "left": "issue:44462", - "right": "issue:45907", - "accept": false, - "reason": "Both involve repository/file listing behavior, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files not forwarding revision." - }, - { - "left": "issue:45632", - "right": "issue:46234", - "accept": false, - "reason": "Local trust_remote_code cache collision and a missing import_utils availability flag are unrelated bugs." - }, - { - "left": "issue:42796", - "right": "issue:44521", - "accept": false, - "reason": "Tokenizer BPE marker handling in Ministral-3-8B-Instruct is unrelated to multimodal assistant mask generation." - }, - { - "left": "issue:36246", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but for different symbols and modules: Qwen2_5_VLImageProcessor vs AutoImageProcessor." - }, - { - "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Different missing imports from different modules; no shared code path indicated." - }, - { - "left": "issue:46082", - "right": "issue:46121", - "accept": false, - "reason": "LlamaConfig head_dim validation and rope-validation list handling are separate configuration-validation bugs." - }, - { - "left": "issue:44246", - "right": "issue:45003", - "accept": false, - "reason": "Slow import timing vs unsafe sys.modules access; not the same defect." - }, - { - "left": "issue:45245", - "right": "issue:45584", - "accept": false, - "reason": "Category-count limit error and Whisper empty transcription failure are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "Packaging/backend dependency composition problem vs a vague dependency issue; not enough evidence of the same bug." - }, - { - "left": "issue:43643", - "right": "issue:44496", - "accept": false, - "reason": "AutoConfig trust_remote_code missing fields and unrecognized model config.json errors are different model-loading failures." - }, - { - "left": "issue:44964", - "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal model loading failure is unrelated to auto_mappings referencing removed Sam3LiteText configs." - }, - { - "left": "issue:44112", - "right": "issue:44964", - "accept": false, - "reason": "CI test flake in GraniteSpeech versus model-loading failure for Phi-4 multimodal; different issues." - }, - { - "left": "issue:43854", - "right": "issue:44964", - "accept": false, - "reason": "Both are model-load problems, but for different models and likely different root causes." - }, - { - "left": "issue:44683", - "right": "issue:45446", - "accept": false, - "reason": "Torch flex_attention compilation failure vs incorrect PyTorch version check for AuxRequest import; separate code paths." - }, - { - "left": "issue:43404", - "right": "issue:45216", - "accept": false, - "reason": "Weight-tying bug in Mistral3ForConditionalGeneration and Qwen3.5 save_pretrained regression are different model-specific issues." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Video-classification pipeline processor lookup and a notebook syntax error are unrelated." - }, - { - "left": "issue:27957", - "right": "issue:35141", - "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and token-embedding resize reinitialization are different problems." - }, - { - "left": "issue:44186", - "right": "issue:44734", - "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to transformers serve KV-cache continuation indexing." + "reason": "They are thematically close, but the packet shows only soft similarity with no shared files or targets and deterministic_accept=false. That is not enough to treat them as the same underlying bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The DeepSeek pair (44779, 46489) is well supported by the titles, and 46489 explicitly frames itself as a gap in the earlier fix. The other soft-edge rejections also read as cautious, model-specific, or code-path-specific distinctions rather than overclaims." + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it overcommits on the DeepSeek pair. In the packet, 44779/46489 has only soft-similarity evidence (no shared files/targets, deterministic_accept=false), so marking it true and calling it the \"same underlying regression\" is stronger than the visible evidence supports. The reasoning for 46489 also leans on body-level context that is not present here. A more conservative read would keep that pair tentative rather than accepted." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11128,8 +11013,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ + "issue:27957", "issue:28282", "issue:32090", "issue:35141", @@ -11150,12 +11036,14 @@ "issue:44016", "issue:44062", "issue:44075", + "issue:44186", "issue:44220", "issue:44279", "issue:44295", "issue:44336", "issue:44368", "issue:44496", + "issue:44734", "issue:44792", "issue:44933", "issue:44987", @@ -11168,23 +11056,20 @@ "issue:45588", "issue:45593", "issue:45600", - "issue:45632", "issue:45759", - "issue:46082", "issue:46123", "issue:46369", - "issue:46399", - "issue:46421", "issue:46424", "issue:46506", "issue:46515" ], "soft_pairs": [ + "issue:27957|issue:35141", + "issue:44186|issue:44734", "issue:44295|issue:46506", - "issue:45632|issue:46421", - "issue:43673|issue:46424", "issue:43650|issue:44220", "issue:44016|issue:44220", + "issue:43673|issue:46424", "issue:43479|issue:45375", "issue:32090|issue:35141", "issue:28282|issue:35141", @@ -11201,231 +11086,230 @@ "issue:43673|issue:44336", "issue:43901|issue:44496", "issue:43976|issue:44279", - "issue:44792|issue:46424", "issue:46123|issue:46369", - "issue:43824|issue:44933", + "issue:44792|issue:46424", "issue:44496|issue:45759", + "issue:43824|issue:44933", "issue:43299|issue:45216", "issue:44279|issue:46515", "issue:45335|issue:45584", "issue:44075|issue:44368", - "issue:42796|issue:43650", - "issue:46082|issue:46399" + "issue:42796|issue:43650" ], - "prepared_review_unit_hash": "220441b1c37307d170c04e19c11ad326cf05b17ee02ccbc927e152f6e9c31ec5", + "prepared_review_unit_hash": "db2b47eb43b6fbfcf2db18d5bf98894f2fbb8d9c5b3edf03cd55aef9ff95b9a3", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36995, - "estimated_input_tokens": 9249, - "estimated_eval_tokens": 18754 + "serialized_chars": 36339, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose collection of superficially similar Transformers issues (mostly configs, loading, cache behavior, and model-specific regressions), but none of the soft pairs are strong enough to treat as true duplicates. No PR pair is present.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45759 is the most generally actionable code-path bug in the set (composite multimodal config handling in AutoModelForCausalLM.from_config); the rest are narrower, model-specific, or unrelated symptoms.", + "summary": "This cluster is heterogeneous: the pairs only share broad vocabulary (e.g. cache, flash attention, config, tokenizer) but do not describe the same underlying bug or change. I would not merge any of these soft candidates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45759 is the clearest representative of a core library behavior regression rather than a one-off model or environment problem.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "One is a buffer-access/position_ids issue; the other is CPU vs CUDA output divergence. Different failure modes and code paths." + "reason": "Different model/features: Flash Attention 2 support for XLM-Roberta vs token-embedding resize reinitialization when embeddings are untied." }, { - "left": "issue:45632", - "right": "issue:46421", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Both mention cache, but one is a trust_remote_code cache-path collision and the other is lazy cache init causing recompilation. Not the same bug." + "reason": "Tokenizer/NER padding crash vs serving KV-cache continuation tensor indexing; unrelated code paths." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Chunked-prefill cache absence vs max_cache_length semantics for quantized cache are distinct cache-management problems." + "reason": "Buffer registration/position_ids error vs CPU/CUDA numerical differences in a vision model; not the same bug." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "General placeholder issue vs audio feature extraction bug; no shared underlying defect." + "reason": "Placeholder issue title vs audio feature extraction failure; no substantive overlap." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features()." + "reason": "Notebook syntax error vs _torch_extract_fbank_features implementation issue; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is chunked_prefill GenerationMixin cache missing and the other is max_cache_length handling in quantized cache." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-related, but one is default-initialization on None and the other is strict field dropping for a specific multimodal config field." + "reason": "Different config bugs in different models: default None handling vs a missing deepstack_visual_indexes field." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "Trainer distributed broadcast TypeError vs embedding reinitialization after resize_token_embeddings." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "PyTorch missing ImportError and token-embedding reinit are unrelated issues." + "reason": "Environment/dependency import error vs model weight reinit behavior; not the same underlying problem." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and removed auto_mappings references are different problems." + "reason": "Qwen3-MoE sliding_window behavior vs stale auto_mappings references to removed configs; different layers of the stack." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Helper output-length calculation in qwen3_omni_moe is not the same as model output divergence across devices." + "reason": "Helper output-length calculation in qwen3_omni_moe vs model output differences on CPU/CUDA; unrelated." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version compatibility and loading a specific model are unrelated." + "reason": "Python version compatibility vs loading a specific model checkpoint; no shared fix." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and t5gemma decoder embedding resize behavior are different code paths." + "reason": "Regression in processor.tokenizer/image passing vs resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config and PIL backend torchvision requirement are unrelated." + "reason": "Unrecognized model config vs PIL image processor requiring torchvision; completely different failures." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and text-classification docs mismatch are not duplicates." + "reason": "BeitImageProcessorFast label reduction bug vs documentation mismatch for TextClassificationPipeline." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both involve Ministral, but failing to save dequantized models and FlashAttention load/runtime failures are distinct." + "reason": "Saving dequantized Ministrals/Devstrals vs FlashAttention loading failure for Ministral-3; same family, different bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken argument collision are completely different defects." + "reason": "Notebook syntax error vs AddedToken duplicate special keyword argument; unrelated." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary loss behavior." + "reason": "Gradient checkpointing eval-mode restriction vs D-FINE auxiliary-loss behavior; not the same code path." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but one is a model-specific load failure and the other is an AttributeError on s_aux=None in a separate integration path." + "reason": "Both involve flash attention, but one is model loading failure in RC and the other is s_aux=None in sink-less models; distinct bugs." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache missing in chunked_prefill and ANSI codes in loading_report share no underlying implementation bug." + "reason": "Generation cache handling vs ANSI color output in loading_report; no overlap." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs/behavior mismatch for a pipeline and an unrecognized model config are unrelated." + "reason": "Documentation note about return_all_scores vs model config recognition error." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python support regression and a generic dependency issue with transformers are not the same bug." - }, - { - "left": "issue:44792", - "right": "issue:46424", - "accept": false, - "reason": "Janus image-generation test failure and cache max length semantics are unrelated." + "reason": "Python 3.9/3.10 compatibility vs generic dependency issue; not a duplicate." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Final partial batch handling in MaskGenerationPipeline is unrelated to sam3-litetext memory overflow." + "reason": "Partial-batch mask generation dropping results vs memory overflow in sam3-litetext; unrelated." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Two import errors, but for different symbols and modules; not a single duplicate defect." + "reason": "Janus image-generation test failure vs cache length config behavior; different subsystems." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model due to missing model_type is different from composite Qwen config unwrapping in from_config." + "reason": "Unrecognized model_type in config.json vs from_config not unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs nonexistent image_utils import; different import failures." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL loading failure and Qwen3.5 save_pretrained checkpoint corruption are different lifecycle stages and bugs." + "reason": "Qwen3 VL/MoE loading regression vs saved checkpoint correctness after save_pretrained; related family but different bug." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue vs torch 2.4.1 incompatibility are not the same underlying problem." + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; too broad and not the same failure." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Token-embedding resize bug and Whisper empty-transcription failure after align_special_tokens are unrelated." + "reason": "Embedding resize propagation bug vs Whisper empty transcription after align_special_tokens; unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD argument usage and tie_word_embeddings warning are different configuration issues." + "reason": "Optimizer SGD arguments ignored vs a warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning; not the same issue." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling and a generic placeholder issue are not duplicates." - }, - { - "left": "issue:46082", - "right": "issue:46399", - "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration failure are unrelated." + "reason": "XLMRoberta Flash Attention 2 support vs placeholder 'ADD THE DATA' issue; no meaningful relation." } ] }, @@ -11447,7 +11331,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:38175", "issue:39692", @@ -11467,11 +11351,10 @@ "issue:43976", "issue:44016", "issue:44242", - "issue:44261", - "issue:44263", "issue:44279", "issue:44291", "issue:44351", + "issue:44361", "issue:44462", "issue:44466", "issue:44521", @@ -11496,12 +11379,14 @@ "issue:45834", "issue:46082", "issue:46209", + "issue:46399", "issue:46512" ], "soft_pairs": [ + "issue:46082|issue:46399", "issue:44279|issue:45405", - "issue:43577|issue:45216", "issue:41950|issue:45020", + "issue:43577|issue:45216", "issue:44351|issue:45278", "issue:45103|issue:45372", "issue:41950|issue:45823", @@ -11524,192 +11409,198 @@ "issue:44462|issue:45081", "issue:43441|issue:45834", "issue:42994|issue:43317", - "issue:44261|issue:44263" + "issue:44361|issue:45593" ], - "prepared_review_unit_hash": "67bb0d90bf18a9d1c282efc4bf33e0d1e6abae77633fa76d0c18d9893c59c8d3", + "prepared_review_unit_hash": "6324d91b00eb611a329c834dfb124181a28aa4e334435886c90b805bbbb9b95d", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35599, - "estimated_input_tokens": 8900, - "estimated_eval_tokens": 18056 + "soft_pair_count": 27, + "serialized_chars": 35909, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated Transformers bugs; none of the soft-similarity pairs look like true duplicates. The best single issue representative is the broad AutoTokenizer regression on Granite models.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45812 is the cleanest broad regression in the set: it affects AutoTokenizer behavior across multiple Granite models and has a concrete, reproducible failure mode.", + "summary": "This cluster is a loose mix of mostly unrelated Transformers regressions across tokenizers, multimodal processors, config handling, quantization, and import/export behavior. I do not see any true duplicate PRs, and only very weak issue-level overlap.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44521 is the most active and broadly relevant open bug in the set, but the cluster is heterogeneous, so this is only a weak canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest anchor for the cluster because it is a clear silent correctness bug in a core shared path, not a model-specific edge case or docs-only problem.", + "best_issue_reason": "issue:44521 has the strongest discussion/inbound activity and is the clearest currently actionable bug, even though it does not subsume the rest of the cluster well.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Both are dependency/version complaints, but one is about transformers in general and the other is a too-new PEFT minimum; different packages and failure modes." + "reason": "Different bugs: LlamaConfig validation vs Qwen3.5 kernel registration crash." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "One is a Blip2 dtype propagation bug; the other is Qwen3.5 save_pretrained regression. Different code paths." + "reason": "A vague dependency complaint vs a specific PEFT version bump; no shared failure mode." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "video-classification processor lookup is a specific pipeline bug, while remote_code breakage is a broad compatibility issue." + "reason": "Video pipeline processor mismatch vs generic remote_code regressions." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation vs Qwen3.5 save_pretrained key serialization." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Shared theme is import failures, but 44351 is a specific missing symbol and 45278 is a broad upgrade breakage across many imports." + "reason": "Single missing HybridCache export vs broad import failures after upgrade; not the same bug." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation handling and Gemma 4 processor import failure are unrelated implementation problems." + "reason": "auto_docstring future-annotations crash vs Gemma processor import failure; unrelated code paths." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "video pipeline processor selection and Gemma4 PLE device placement are different bugs in different subsystems." + "reason": "Pipeline processor lookup bug vs Gemma4 device placement mismatch." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizers, but one is a processor/tokenizer API regression and the other is incorrect Deepseek tokenization results." + "reason": "Processor.tokenizer regression vs Deepseek tokenizer ID regression; different symptoms and code paths." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are documentation issues, but they concern different examples and different API mismatches." + "reason": "Both are docs-related, but one is a SigLIP2 example error and the other is a pipeline deprecation mismatch." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Different bugs: one is model loading failure for Qwen3VL MoE, the other is incorrect save_pretrained keys for Qwen3.5 visual encoder weights." + "reason": "Qwen3VL model-loading failure vs Qwen3.5 save_pretrained key issue." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3Video OOM are entirely different failure types." + "reason": "Probability output bug vs CUDA OOM; not a duplicate." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on new torch and missing TensorFlow backend installation are unrelated." + "reason": "Torch flex_attention compile failure vs TensorFlow backend installation issue." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "One is MoE load-balancing loss wiring; the other is a multimodal fine-tuning token-id defaulting issue." + "reason": "Mixture-of-experts load-balancing loss vs Gemma4 token-type defaults." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python support regression and PEFT version pinning are different dependency problems." + "reason": "Python-version compatibility issue vs PEFT dependency pin; unrelated." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "LlamaConfig head_dim validation and stale config.dtype are separate config-handling bugs." + "reason": "Config head_dim validation vs stale config.dtype after from_config; both config-related but distinct." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "The titles are too generic and the likely bugs differ completely: data request versus FP8 inference failure on B200." + "reason": "Placeholder issue vs FP8 inference failure." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and likely different code paths; not the same concrete bug." + "reason": "Both tokenizer regressions, but one is Deepseek tokenization output and the other Granite AutoTokenizer IDs; no concrete shared fix." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit test loading failure are distinct model-specific issues." + "reason": "Qwen3VL load regression vs GLM-4.7-Flash unit-test loading issue." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4Multimodal default sub-config initialization and Llama4 missing pad_token_id are different config bugs." + "reason": "Different model config attributes: default sub-config init vs missing pad_token_id." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "All-zero assistant masks in chat templating and Qwen2.5-VL rope indexing are separate multimodal preprocessing bugs." + "reason": "Both multimodal, but assistant mask generation and temporal position_id scaling are separate bugs." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Inconsistent lm_head serialization and resize_token_embeddings not updating embeddings are related to weights, but not the same bug." + "reason": "Serialization of tied weights vs resize_token_embeddings not propagating; related area, different failure." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration and D-FINE auxiliary loss wiring are unrelated." + "reason": "Tokenizer special-token registration vs D-FINE auxiliary loss omission." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument mismatch are completely different failure modes." + "reason": "Notebook syntax error vs init_empty_weights argument mismatch." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch failing on backend_tokenizer are different tokenizer-loading bugs." + "reason": "Tokenizer.json precedence vs Mistral regex patch crash; different loading paths." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and long-ocr index error for Kosmos2.5 are unrelated." + "reason": "FlashAttention failure for Ministral-3 vs OCR long-input index error in Kosmos2.5." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving and dequantized model loading/offload are different quantization lifecycle bugs." + "reason": "Quantized-model save failure vs dequantized model load/offload failure." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Missing rms_norm_eps in MLA layernorm and torch.split return handling in GlmMoeDsaIndexer are unrelated implementation defects." + "reason": "Tokenizer AttributeError vs missing auxiliary losses; unrelated." } ] }, @@ -11731,7 +11622,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:33290", "issue:41628", @@ -11753,9 +11644,10 @@ "issue:44188", "issue:44242", "issue:44246", + "issue:44261", + "issue:44263", "issue:44297", "issue:44336", - "issue:44361", "issue:44373", "issue:44496", "issue:44589", @@ -11782,10 +11674,10 @@ "issue:46399" ], "soft_pairs": [ - "issue:45081|issue:45907", - "issue:44361|issue:45593", "issue:33290|issue:45656", + "issue:45081|issue:45907", "issue:44623|issue:44749", + "issue:44261|issue:44263", "issue:45600|issue:45712", "issue:45542|issue:45800", "issue:44623|issue:45397", @@ -11795,225 +11687,225 @@ "issue:43901|issue:43994", "issue:43441|issue:44683", "issue:43525|issue:43881", - "issue:43723|issue:44162", "issue:43673|issue:43761", + "issue:43723|issue:44162", "issue:46291|issue:46399", "issue:43901|issue:44246", "issue:43824|issue:43976", "issue:43525|issue:43643", - "issue:44589|issue:45362", "issue:44188|issue:44336", + "issue:44589|issue:45362", "issue:44297|issue:45397", "issue:43784|issue:45542", - "issue:41628|issue:43976", "issue:44336|issue:44373", + "issue:41628|issue:43976", "issue:44246|issue:44496", "issue:45561|issue:45563", "issue:45103|issue:46399", "issue:44242|issue:45593" ], - "prepared_review_unit_hash": "c7b8b85b2d58e7b110223e4da084633e0b13909d6e56f5e61b750e8f153f4b0a", + "prepared_review_unit_hash": "25824eabff8a56e2fcab6334fb40ffd0ce98291f6f167b30e4d2446adbdaad04", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35779, - "estimated_input_tokens": 8945, - "estimated_eval_tokens": 18146 + "serialized_chars": 36369, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated one-off bugs, regressions, docs, and packaging problems. The soft-similarity pairs share broad vocabulary (v5, transformers, deepspeed, kernels, tokenizers), but not the same concrete underlying defect, so none should be merged as duplicates.", + "summary": "This cluster is heterogeneous: the paired issues are mostly broad-transformers similarity matches, but they describe different regressions, models, or subsystems. No soft edge looks like the same underlying bug/change, so all candidate merges should be rejected.", "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue is safe here: the set is too heterogeneous, and the soft-linked pairs do not point to one shared bug or change.", + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs and regressions (loading, tokenizers, configs, attention, packaging, docs, tests), so there is no clear duplicate representative for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue candidate. Every item is a distinct report, so picking one as the representative would be misleading.", + "best_issue_reason": "No global best issue: there isn\u2019t one issue whose problem statement covers the rest of the cluster; they are only loosely related by Transformers version/similarity.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Mistral tokenizer regex crash vs repo file listing revision propagation; unrelated code paths." + "reason": "Both involve Deepspeed, but one is OOM with Adafactor while the other is the optimizer step being called twice; different bugs and fixes." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Tokenizer/task AttributeError vs missing aux losses in D-FINE; different models and failures." + "reason": "Tokenizer regex crash vs repo file revision forwarding; unrelated code paths." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Both mention deepspeed/optimizer, but one is OOM in Adafactor and the other is double optimizer stepping." + "reason": "Processor save_pretrained missing files vs slowdown after upgrading Transformers; different failure modes." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Missing processor save files vs performance slowdown after upgrade; no shared bug." + "reason": "One is a missing rms_norm_eps precision issue, the other is torch.split return semantics in a different class." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repo-maintenance/CI issues, but one is stale auto_mappings entries and the other dummy PT leftovers." + "reason": "auto_mappings CI break from removed configs vs leftover dummy classes leaking into dir(transformers); distinct maintenance issues." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorFlow backend install issue vs torch/transformers version incompatibility; different root causes." + "reason": "Backend dependency installation problem vs torch/transformers version incompatibility; not the same bug." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained file omission vs gemma-4 zero3 from_pretrained failure; unrelated." + "reason": "Missing processor files on save vs gemma-4 zero3 from_pretrained; different APIs and symptoms." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Backend dependency packaging issue vs Python version compatibility bug; not the same defect." + "reason": "Packaging/backend inclusion issue vs Python version compatibility in 5.1.0; unrelated root causes." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs Gemma4 device-mapping forward mismatch; completely different problems." + "reason": "Notebook syntax error vs Gemma4 PLE device mismatch during forward; different artifacts and code paths." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different v5 regressions affecting different components: CamemBERT MLM outputs vs Deepseek tokenizer behavior." + "reason": "CamemBERT masked LM regression vs Deepseek tokenizer incorrect results; different models and failures." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores vs bad SigLIP2 model/pipeline output; no shared code-path bug." + "reason": "Docs mismatch for return_all_scores vs SigLIP2 producing wrong outputs; documentation issue vs model behavior bug." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both involve attention kernels, but one is Ministral FlashAttention in v5 RC and the other is compiled flex_attention on torch>=2.9." + "reason": "Ministral-3 FlashAttention failure in v5 RC vs compiled flex_attention failure on torch >= 2.9; not the same code-path." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Different model-loading/config problems with different models; not the same missing-field bug." + "reason": "Missing pad_token_id on Llama4Config vs glm-4v-9b loading failure; different model/config defects." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Tokenizer loading regression vs ESM2 broken; same broad area only, but different failures." + "reason": "GenerationMixin cache missing during chunked_prefill vs CLIPVisionModel hidden_states regression; separate generation and vision bugs." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Cache handling in generation chunked_prefill vs CLIPVision hidden_states output; unrelated implementation paths." + "reason": "Tokenizer loading problem vs ESM2 broken workflow issue; unrelated components." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both mention kernels, but one is import-time dependency/version handling and the other is a model-specific decorator/registration crash." + "reason": "Kernel package revision/version requirement vs Qwen3.5 apply_rotary_pos_emb registration error; different integration failures." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs behavior mismatch vs slow import; unrelated issues." + "reason": "Pipeline docs mismatch vs import transformers being slow; documentation and import-performance issues are not duplicates." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2.5-VL import symbol vs Python version support problem; no overlap in root cause." + "reason": "Missing Qwen2.5-VL export vs Python version incompatibility; separate packaging/release problems." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both mention missing config fields, but they concern different models and different failure mechanisms." + "reason": "Llama4Config missing pad_token_id vs AutoConfig with trust_remote_code losing fields; different config-loading bugs." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Storage type error vs Qwen3.5 chat crash; no shared bug." + "reason": "torch.compile attention kernel divergence vs ANSI codes leaking from loading_report; unrelated runtime vs logging behavior." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Attention-kernel divergence under torch.compile vs ANSI codes in loading_report; unrelated." + "reason": "Float8 storage lookup failure vs Qwen3.5 chat crash; different model/runtime errors." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer config save mismatch vs gemma-4 zero3 loading failure; different layers and symptoms." + "reason": "tokenizer.save_pretrained metadata mismatch vs gemma-4 zero3 from_pretrained; unrelated save vs load issues." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import NameError in sentence-transformers integration vs TensorFlow backend packaging error; unrelated." + "reason": "sentence-transformers import NameError vs missing TensorFlow backend installation; different import-time problems." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "AutoImageProcessor import failure vs Python version support issue; different classes of problem." + "reason": "ANSI codes in loading_report vs wrong docstring for position_ids; logging artifact vs documentation." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "ANSI code leakage vs docstring typo; no shared defect." + "reason": "AutoImageProcessor import error vs Python 3.9/3.10 support issue; different compatibility failures." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Slow import vs unrecognized model/config missing model_type; unrelated." + "reason": "Slow import transformers vs unrecognized model/config.json model_type error; unrelated import-performance and model-loading bugs." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "xdist race on captured_info.txt vs stale generate warning; different test/runtime bugs." + "reason": "xdist race on captured_info.txt vs stale warning for num_return_sequences; test infrastructure vs generation warning." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring crash with future annotations vs Qwen3.5 kernel registration error; unrelated." + "reason": "auto_docstring crash with future annotations vs Qwen3.5 rotary-pos embedding registration error; different subsystems." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern losses, but one is load-balancing loss in MoE and the other auxiliary losses in D-FINE; not the same bug." + "reason": "MoE load balancing loss omission vs D-FINE auxiliary loss omission; both loss-related but clearly different models and conditions." } ] }, @@ -12035,7 +11927,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:36246", "issue:41950", @@ -12100,8 +11992,8 @@ "issue:44336|issue:46424", "issue:42886|issue:46132", "issue:44734|issue:46424", - "issue:44779|issue:45292", "issue:36246|issue:43596", + "issue:44779|issue:45292", "issue:45859|issue:46399", "issue:45003|issue:45561", "issue:43901|issue:45003", @@ -12117,208 +12009,208 @@ "issue:43262|issue:44246", "issue:44877|issue:45375" ], - "prepared_review_unit_hash": "f10d6059c32d65242ead871de9489c60bebcdbf91bc6da6d7659769ee6337c8c", + "prepared_review_unit_hash": "33066546bd42d16eb3fe8ab9f30fbbd527b17543d9a60d7472c13bfe0bdbd461", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36266, - "estimated_input_tokens": 9067, - "estimated_eval_tokens": 18390 + "serialized_chars": 36275, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous rather than a true duplicate set: it mixes unrelated model-loading, cache, config, pipeline, and performance regressions, so all soft pairs should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue fits this cluster; the items are too diverse and do not share one underlying bug.", + "summary": "This cluster is heterogeneous: it mixes import/export regressions, model-specific loading bugs, config issues, performance complaints, and unrelated pipeline/model behaviors. No pair looks like the same underlying bug/change, so the soft duplicates should all be rejected.", + "confidence": 0.73, + "canonical_issue_reason": "No single true canonical issue for the whole cluster; the items are mostly unrelated. If forced to pick an anchor, issue 36246 is the cleanest public API import-regression report and is closest to the other missing-import issues.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the soft pairs do not converge on one concrete root cause.", + "best_issue_reason": "Issue 36246 is the best triage anchor because it is a concrete user-facing import failure and the closest match to the other import-name regressions in the set, even though the broader cluster is not actually cohesive.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3-MoE/v5, but one is a LoRA loading/training incompatibility and the other is a multimodal model loading break; different code paths." + "reason": "Both involve Qwen/MoE regressions, but one is LoRA compatibility on hf4.x/hf5.x and the other is Qwen3VL loading on 5.0.0.dev0; different failure modes and code paths." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "One is about reading position_ids after buffering, the other about Gemma-4 ZeRO3 from_pretrained; unrelated failures." + "reason": "Different problems: buffer registration/position_ids vs Zero3 from_pretrained loading for Gemma-4." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen-related, but sliding_window attention and transformers chat crashes are distinct bugs." + "reason": "Both mention Qwen, but sliding_window behavior and chat crashes are distinct model-path issues." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction and sys.modules access in modeling_utils are unrelated." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are different pipeline bugs." + "reason": "Video-classification image-processor lookup and audio fbank feature extraction are separate pipelines and bugs." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "MoE load-balancing loss and Gemma eos_token_id config mismatch are not the same issue." + "reason": "Import-time slowness is unrelated to Gemma eos_token_id config inconsistency." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output in loading_report and GLM-5 RoPE implementation do not share a concrete failure path." + "reason": "ANSI output formatting and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + "reason": "torch.compile/SDPA failure in Bamba is not the same as CPU vs CUDA result divergence in PPDocLayoutV3." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols/modules and different root causes." + "reason": "Both are import errors, but for different missing symbols in different packages; not the same concrete bug." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing imports ('Qwen2_5_VLImageProcessor' vs 'HybridCache'); not the same bug." + "reason": "Different missing exports and different import paths; too broad to treat as one duplicate." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "Terminal color codes in loading_report and cache max length handling are unrelated." + "reason": "Terminal ANSI leakage in loading_report is unrelated to cache max_cache_length behavior." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are separate concerns." + "reason": "Offline cache loading and AttentionInterface registration behavior do not share the same bug." }, { "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "KV cache continuation indexing and quantized-cache max length honoring are different cache bugs." + "reason": "KV-cache continuation crash and cache length configuration are different code paths." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Deepseek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are unrelated." + "reason": "Import failure in qwen2_5_vl is unrelated to ZeRO3 index errors in BertModel." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "ImportError for a missing processor export and a DeepSpeed ZeRO3 BertModel index error are not the same problem." + "reason": "Deepseek tokenizer regression and embedding resize propagation are unrelated." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "CPU offload incompatibility and missing decorator registration for apply_rotary_pos_emb are distinct Qwen3.5 issues." + "reason": "CPU offload incompatibility in rotary embedding and missing registration decorator in apply_rotary_pos_emb are different failures." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and xdist file-race in testing utils are unrelated." + "reason": "Unsafe sys.modules access and pytest-xdist file race are unrelated." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores does not match the sys.modules access bug." + "reason": "Documentation mismatch for text classification pipeline is not the same as sys.modules access." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3 output attribute access and SAM3 litetext memory overflow are different failures." + "reason": "SAM3 vision output attribute error and SAM3 litetext memory overflow are distinct issues." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "MoE router-loss logic and LwDetrImageLoss AMP crash are unrelated." + "reason": "MoE load-balancing loss logic and LwDetrImageLoss AMP crash are unrelated." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and a generic ZeRO3 deque error are not the same bug." + "reason": "Qwen3 MoE weight conversion and DeepSpeed ZeRO3 deque errors are different failures." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "A runtime buffer access error and a performance slowdown report do not match." + "reason": "position_ids buffer access bug and tokenizer slowdown after upgrade are not the same issue." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked-prefill cache missing and trust_remote_code breakage from a removed helper are unrelated regressions." + "reason": "Chunked prefill cache missing and removal of is_torch_fx_available affect different APIs." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model_type config loading and unsafe sys.modules access are different root causes." + "reason": "Unrecognized model config and sys.modules access are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A specific model not supporting Flash Attention 2.0 is not the same as a generic FA2 issue title." + "reason": "Specific Nemotron Flash Attention support limitation is not the same as a generic Flash Attention 2.0 issue." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids handling are unrelated." + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are different model/config problems." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal config handling, but one drops a field under @strict while the other fails to unwrap text_config; different bugs." + "reason": "Missing deepstack_visual_indexes in config and text_config unwrapping in from_config are separate composite-config issues." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and MoE load-balancing loss are unrelated." + "reason": "Audio chat-template sampling rate behavior is unrelated to import performance." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Granite_speech strict-config loading and Qwen3_5MoeVisionConfig field dropping are different config-path issues." + "reason": "Strict config rejection for granite_speech and missing deepstack_visual_indexes are different config-schema problems." } ] }, @@ -12340,7 +12232,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:42886", "issue:43065", @@ -12393,8 +12285,8 @@ ], "soft_pairs": [ "issue:45292|issue:45584", - "issue:45292|issue:45701", "issue:44038|issue:46506", + "issue:45292|issue:45701", "issue:44561|issue:46399", "issue:45137|issue:45600", "issue:44466|issue:45335", @@ -12404,8 +12296,8 @@ "issue:43475|issue:43540", "issue:44060|issue:44077", "issue:44995|issue:45200", - "issue:44368|issue:44977", "issue:45397|issue:45656", + "issue:44368|issue:44977", "issue:43653|issue:44162", "issue:45685|issue:46431", "issue:42886|issue:45229", @@ -12423,214 +12315,214 @@ "issue:43065|issue:46123", "issue:44297|issue:44623" ], - "prepared_review_unit_hash": "61fd524e22053ea9f61f4db620ae7e228802ffc7c4b8d868a5cebf178fa3f8e2", + "prepared_review_unit_hash": "d4222bba4e64075defb8f0301971b8a8d634063d3af23f9bb72515bcf135a4f4", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36637, - "estimated_input_tokens": 9160, - "estimated_eval_tokens": 18576 + "serialized_chars": 36631, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share broad themes (tokenizers, resize/tie-weights, video, cache, config, DeepSpeed) but not the same underlying bug or mergeable fix. No soft pair should be deduplicated.", - "confidence": 0.82, - "canonical_issue_reason": null, + "summary": "This set is mostly a grab bag of distinct regressions rather than a tight duplicate cluster. The soft pairs share only broad subsystem similarity in most cases, so I reject them all as duplicates. The best umbrella issue is the broad tokenization-regression report.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 45701 is the broadest, most umbrella-like report in the set: it is open, actively referenced, and describes a general tokenization regression rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the broadest, most central regression report here (multi-model v5.3 video-input breakage) and is the closest thing to a cluster anchor, though the cluster is not actually a duplicate set.", + "best_issue_reason": "Issue 45701 is the strongest representative candidate because its scope is wider than the other reports and it can plausibly subsume a family of tokenizer/version-behavior regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings behavior vs Whisper empty-transcription generation failure; unrelated code paths." + "reason": "Both touch tokenization/embedding behavior, but one is a resize_token_embeddings/output_embeddings bug and the other is Whisper empty transcription after align_special_tokens; different code paths and symptoms." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "Embedding resize bug vs tokenizer-version behavior change; same library area, different defects." + "reason": "These are unrelated model/runtime issues: Qwen3-VL-Moe on transformers 5.0 versus PPDocLayoutV3 CPU/CUDA output differences." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Qwen3-VL-Moe loading/runtime issue vs PPDocLayoutV3 CPU/CUDA mismatch; unrelated models and symptoms." + "reason": "One is a specific embedding-resize bug; the other is a broad tokenization-change report. Related theme, but not the same underlying defect." }, { "left": "issue:44561", "right": "issue:46399", "accept": false, - "reason": "Removal of a utility used by trust_remote_code vs Qwen3.5 kernel registration bug; different fixes." + "reason": "Different regressions: removal of is_torch_fx_available affecting trust_remote_code versus a missing decorator registration in Qwen3.5 rotary embedding code." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed deque crash vs Sam3LiteText mapping cleanup; no shared failure mechanism." + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references for removed Sam3LiteText configs are unrelated failures." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both touch embeddings/tied weights, but one is serialization/device-dependent and the other is resize_token_embeddings not updating decoder embeddings." + "reason": "Both concern tied/embedding behavior, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not propagating to decoder.embed_tokens." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory leak vs MaskGenerationPipeline partial-batch result dropping; unrelated bugs." + "reason": "RT-DETR memory not released on deletion and MaskGenerationPipeline dropping a final partial batch are unrelated lifecycle vs batching bugs." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model load failure on transformers>=5.1 vs tokenizer error masking when protobuf is missing; different failure modes." + "reason": "Both involve tokenizer/save/load flows, but one is a model-loading failure on transformers>=5.1 while the other is protobuf-exception handling masking real tokenizer errors." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression vs Windows/ROCm import dependency issue; unrelated subsystems." + "reason": "A video-input regression across Qwen variants is not the same as a Windows/ROCm import dependency problem." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both involve video-related models, but different model families and distinct missing-attribute/value errors." + "reason": "Both are multimodal model issues, but they affect different models and different failure modes: missing attribute versus video-input ValueError." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Tied-weights warning vs patchtsmixer post_init restriction; no shared underlying bug." + "reason": "The tied-weights warning in Qwen3-Next and the patchtsmixer post_init restriction are separate config/validation issues." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale indexer cache crash vs Gemma 4 token-type defaulting issue; unrelated." + "reason": "GlmMoeDsa stale cache on second forward and Gemma4 mm_token_type_ids defaulting to zeros are unrelated bugs." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Weight-tying warning vs flash-attention generation failure; same area only at a very high level." + "reason": "Gemma-4 Zero3 loading and DeepSpeed optimizer double-step are different DeepSpeed-related problems with no shared failure mechanism." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained issue vs optimizer.step being called twice under DeepSpeed; different code paths." + "reason": "A tie_word_embeddings warning and a flash-attention generation failure in Qwen3.5 are not the same concrete bug." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug vs ESM2 broken report; unrelated components." + "reason": "BigBirdTokenizer special-token registration and ESM2 being broken are unrelated issues." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram/int kernel limitation vs missing chat template error; unrelated." + "reason": "MoE MPS histogram support and missing chat template in a processor are unrelated errors." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer-cache loading vs Gemma4 multi-GPU CUDA OOM; not the same bug." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are clearly different problems." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale cache indexing crash vs flash_attention s_aux=None AttributeError; unrelated." + "reason": "A stale indexer cache on second forward is not the same as flash_attention.py crashing on s_aux=None." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading failure vs Windows ROCm import/type error; different causes." + "reason": "Strict Granite Speech config loading and Windows/ROCm import failure are unrelated." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Same SAM3 family, but one is a dummy Conv2d placeholder and the other is a model-type warning; not the same defect." + "reason": "Both mention SAM3, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a model-type mismatch warning; different issues." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Weight-tying warning vs stale num_return_sequences warning; unrelated." + "reason": "A tied-weights warning and a stale paged-generate warning are different diagnostics with different triggers." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Isolated reproduction of an older issue vs Gemma pipeline roundtrip failure on \u2581; no concrete overlap." + "reason": "Both concern tokenization-like behavior, but one is an isolated reproduction of an external issue and the other is a Gemma pipeline roundtrip failure on \u2581; not enough evidence they are the same bug." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs tie_word_embeddings warning; different model/load problems." + "reason": "Qwen3-VL-30B weight-shape mismatch is unrelated to the tie_word_embeddings warning in Qwen3.5." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat-completions request validation vs Gemma tokenizer roundtrip issue; unrelated." + "reason": "A /v1/chat/completions request rejection and a Gemma token roundtrip failure are different surfaces and failure modes." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Torch.compile attention-kernel divergence vs Gemma pipeline roundtrip failure; no shared code path." + "reason": "Torch.compile branching causing diverging attention kernels is unrelated to Gemma \u2581 token roundtrip failure." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; unrelated." + "reason": "StaticCache.get_seq_length contract mismatch and LlamaConfig head_dim validation are separate config/runtime issues." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Attention-kernel branching under compile vs cache lazy init causing recompilation; different bugs." + "reason": "Both mention compilation behavior, but one is an attention-kernel divergence bug and the other is spurious recompilation from cache lazy initialization." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty-transcription failure vs Windows ROCm import dependency problem; unrelated." + "reason": "Whisper empty-transcription handling and a Windows/ROCm import dependency failure are unrelated." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel-decoder placeholder bug vs MaskGenerationPipeline final-batch handling; unrelated." + "reason": "A SAM3 pixel-decoder placeholder layer and a MaskGenerationPipeline batch-finalization bug do not describe the same defect." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained class metadata mismatch vs processor.save_pretrained missing files; both serialization-related but not the same issue." + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are both serialization issues, but they affect different artifacts and code paths." } ] }, @@ -12652,7 +12544,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:28282", "issue:30990", @@ -12715,12 +12607,12 @@ "issue:43475|issue:43643", "issue:45230|issue:45397", "issue:44869|issue:45356", - "issue:42371|issue:45092", "issue:28282|issue:30990", "issue:41628|issue:44933", - "issue:43475|issue:45381", "issue:44038|issue:44623", + "issue:43475|issue:45381", "issue:45375|issue:45478", + "issue:42371|issue:45092", "issue:45310|issue:45375", "issue:42994|issue:43525", "issue:43784|issue:46399", @@ -12735,220 +12627,220 @@ "issue:45081|issue:45103", "issue:42994|issue:43824" ], - "prepared_review_unit_hash": "015db64e2c6ec08a0d25b863fa9bd33380bfd4415125cb1f572cd1e566dc7b29", + "prepared_review_unit_hash": "11e9da1cea907b827bbf46a27b28cf64c535e328fba46db141e1c21b037dee25", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36485, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "serialized_chars": 36481, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are still unrelated Transformer bugs, but there are now at least two clear exact-duplicate pairs in the packet: issue:42673/issue:43704 and issue:45375/issue:45478. The Qwen3.5 MoE reports also form a broader duplicate cluster around the same Transformers>=5.4.0 from_pretrained/config-loading regression, with issue:45310 as the best anchor.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45310 is the clearest anchor for the Qwen3.5 MoE Transformers>=5.4.0 loading regression, and it sits at the center of the cluster that includes the exact duplicate title pair issue:45375/issue:45478.", + "summary": "Mostly unrelated issue cluster. The only clearly safe duplicate pair is the exact Qwen3ForCausalLM VRAM leak match (42673/43704). The Qwen3.5 MoE reports are related, but 45375 looks like a config-field symptom/root-cause report rather than a proven duplicate, so those soft edges should be rejected conservatively.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45310 is still the best canonical issue for the Qwen3.5 MoE loading regression family: it is the clearest version-scoped from_pretrained failure report, while 45478 is an exact-title duplicate and 45375 appears related but not conclusively the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue because it is explicit about the version regression and captures the broader Qwen3.5 MoE loading failure rather than just one narrower symptom.", + "best_issue_reason": "issue:45310 is the strongest issue to anchor this cluster because it is concrete, version-specific, and represents the main Qwen3.5 MoE from_pretrained regression discussed here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Different problems: tokenizer/task AttributeError vs a filtering slowdown regression." + "reason": "Different components and symptoms: tokenizer import/task AttributeError vs. post-upgrade filtering slowdown." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Both are broad regressions, but they describe different failures and not the same concrete bug." + "reason": "Both are broad upgrade-regression reports, but they affect different model families and different failure modes." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Data filtering slowdown is unrelated to duplicated optimizer stepping under Deepspeed." + "reason": "Unrelated behaviors: data filtering slowdown vs. DeepSpeed optimizer-step being called twice." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Performance slowdown during filtering is unrelated to the Qwen3.5 MoE from_pretrained regression." + "reason": "Different code paths and symptoms; filtering slowdown is not the same underlying Qwen3.5 MoE loading failure." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing processor save files is unrelated to duplicated optimizer stepping." + "reason": "Processor save-pretrained file emission bug vs. DeepSpeed optimizer-step behavior; no same-bug evidence." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both involve generation internals, but they are different code paths and symptoms." + "reason": "Both involve generation internals, but the concrete failures differ: sync_gpus/update_kwargs vs. missing cache in chunked prefill." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma EOS-token config mismatch is unrelated to attention registration behavior." + "reason": "Gemma EOS config mismatch and AttentionInterface.register behavior are unrelated." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized saving failure and Qwen2.5-GGUF loading failure are different operations and likely different bugs." + "reason": "Quantized saving failure and Qwen2.5-GGUF loading failure are opposite directions with different root causes." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Both mention missing fields, but one is a SAM output attribute error and the other is AutoConfig returning incomplete fields." + "reason": "Different model paths and different missing-field contexts; not enough to treat as the same bug." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A generic bug report does not match a specific gemma-4 ZeRO3 from_pretrained failure." + "reason": "Generic bug report vs. Gemma-4 ZeRO3 from_pretrained issue; no evidence they are the same problem." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper word-timestamp decode crash is unrelated to the Kimi tokenizer regression." - }, - { - "left": "issue:42371", - "right": "issue:45092", - "accept": false, - "reason": "TF32 settings guidance is unrelated to InternVL2 meta-init incompatibility." + "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are different bugs." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch missing ImportError is not the same as Sentence Transformers hanging on load." + "reason": "PyTorch-missing import error vs. Sentence Transformers loading hang; distinct failures." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they refer to different missing symbols and different failure points." + "reason": "Different missing imports from different modules/symbols; too broad to merge." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Different model families and different vision-position/encoder bugs." + "reason": "Qwen3-VL-Moe/v5 compatibility bug vs. processor.save_pretrained missing files; different code paths." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug is unrelated to processor save_pretrained missing files." + "reason": "SAM 3 vision encoder missing field vs. qwen2.5-vl video position-id bug; unrelated." }, { "left": "issue:45375", "right": "issue:45478", - "accept": true, - "reason": "Exact same title and same Qwen3.5 MoE v5.4.0 from_pretrained error, so this is a clear duplicate." + "accept": false, + "reason": "Same title family, but 45375 only shows a missing config field and does not by itself prove it is the same duplicate as the from_pretrained error." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings warning and InternVL2 meta-init incompatibility are unrelated." }, { "left": "issue:45310", "right": "issue:45375", - "accept": true, - "reason": "Same Qwen3.5 MoE Transformers>=5.4.0 loading regression; 45375 narrows the same bug to a missing-field symptom." + "accept": false, + "reason": "Same broad Qwen3.5 MoE area, but the config-field report could be a root-cause/symptom rather than a confirmed duplicate of the loading error." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure is unrelated to a missing pad_token_id on Llama4Config." + "reason": "Quantized saving failure vs. Llama4Config missing pad_token_id; different model paths." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Importing sentence-transformers with latest transformers is unrelated to Qwen3.5 kernel registration failure." + "reason": "Sentence-transformers import NameError and Qwen3.5 use_kernels registration error are unrelated." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Phi-4 multimodal loading issue vs. DeepSpeed ZeRO3 deque IndexError; different subsystems." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading regression and continue_final_message behavior on mistral_common are different bugs." + "reason": "AutoTokenizer loading regression vs. mistral_common continue_final_message behavior; not the same bug." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor _tokenizer crash is not the same as Gemma pipeline roundtrip failure on the \u2581 token." + "reason": "Gemma4Processor crash in serve vs. Gemma pipeline roundtrip tokenization issue; distinct code paths." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs/cache handling is unrelated to attention-kernel divergence under torch.compile." + "reason": "Generation kwargs update after sync_gpus and attention-kernel divergence under torch.compile are different problems." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading issue is unrelated to pipeline parallelism output corruption." + "reason": "Quantization/offloading behavior vs. pipeline parallelism output correctness; different bugs." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from the public API; same broad area, but not the same underlying bug." + "reason": "Different missing imports and different symbols; not the same underlying import bug." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads, so this is a clear duplicate." + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Incorrect outputs under pipeline parallelism are not the same as an infinite loop on a specific image." + "reason": "Pipeline parallelism output bug vs. Qwen3_5 image-specific infinite loop; unrelated symptoms." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex/backend-tokenizer crash is unrelated to auto-docstring crashes with future annotations." + "reason": "Tokenizer regex patch crash and auto_docstring annotation crash are different AttributeError sites." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized saving failure is unrelated to a missing Qwen2.5-VL import." + "reason": "Quantized saving failure vs. missing Qwen2_5_VL symbol on import; unrelated." } ] }, "evaluator_result": { "accept": false, - "feedback": "The soft-edge verdicts are mostly conservative and grounded, but the summary overstates the evidence: there is more than one clear exact-duplicate pair in the packet. In particular, issue:45375 and issue:45478 have the same title and look like an exact duplicate cluster, so saying the only clear exact duplicate is the Qwen3ForCausalLM VRAM leak report is inaccurate. The Qwen3.5 MoE cluster characterization is reasonable, but the summary should not single out only one exact duplicate." + "feedback": "The summary is partly grounded, but the Qwen3.5 MoE links are overstated. In the packet, issue:45310 and issue:45478 do share the same title, but issue:45375 only indicates a missing config field and does not by itself prove it is the same duplicate rather than a related root-cause/symptom report. The accepted soft-edge verdicts for 45310\u219445375 and 45375\u219445478 are therefore too confident. The exact-title duplicate 42673\u219443704 is fine, but the overall triage is not conservative enough." }, "evaluator_used": true, "retried": true, @@ -12967,7 +12859,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:30333", "issue:30990", @@ -13025,8 +12917,8 @@ "issue:42831|issue:44222", "issue:43278|issue:45137", "issue:42175|issue:44933", - "issue:44496|issue:45561", "issue:42175|issue:45712", + "issue:44496|issue:45561", "issue:43504|issue:45561", "issue:45561|issue:45600", "issue:43976|issue:44933", @@ -13038,225 +12930,225 @@ "issue:44623|issue:45310", "issue:43479|issue:44869", "issue:42222|issue:45200", - "issue:43874|issue:45092", "issue:43479|issue:44079", - "issue:42898|issue:45812", + "issue:43874|issue:45092", "issue:44016|issue:46231", "issue:43784|issue:43824", + "issue:42898|issue:45812", "issue:43723|issue:44568", "issue:42898|issue:44779", "issue:44734|issue:45103", "issue:44075|issue:46231", "issue:42898|issue:45356" ], - "prepared_review_unit_hash": "11a6e2a1182e6419123168e1ff8701307283de085589984f8dfc87f115d7f48a", + "prepared_review_unit_hash": "3c998aaf8b36a257c7124b740aa91f9a3a8a572c019162d726604945e1127c62", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36218, - "estimated_input_tokens": 9055, - "estimated_eval_tokens": 18366 + "serialized_chars": 36215, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicates here: the items mostly span distinct bugs across tokenizers, model loading, multimodal configs, generation, and testing infra. Several pairs are superficially similar because they mention v5 regressions or tokenizer/model-loading failures, but they affect different code paths and should stay separate.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45310 is the most central, concrete, and user-facing report in this set: a specific from_pretrained failure for Qwen3.5-Moe on transformers>=5.4.0. It has the strongest superficial overlap with other versioned-model regressions, but it is still distinct from them.", + "summary": "This set is a loose thematic cluster, not a duplicate set: most items are distinct regressions across different models, tokenizers, configs, and runtime paths. All soft-similarity candidate merges should be rejected.", + "confidence": 0.71, + "canonical_issue_reason": "issue:42898 is the most representative standalone regression here: a concrete v5 behavior change in tokenization with clear user impact, while the rest of the items are mostly unrelated model- or subsystem-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue overall because it is narrowly scoped, actionable, and clearly describes a single failure mode rather than a broad symptom or packaging/docs problem.", + "best_issue_reason": "issue:42898 is the best global issue representative because it is self-contained, well-scoped, and aligns with the broad v5-regression theme present in several other issues without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both mention FP8/Moe, but one is about save_pretrained serialization and the other is a from_pretrained loading regression; different code paths and not the same bug." + "reason": "Both mention FP8/MoE-related failures, but one is about FP8 save_pretrained behavior and the other is a Qwen3.5 from_pretrained import/error path; different bugs." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen/Moe and transformers v5, but they target different model families and different failure modes." + "reason": "Different models and failure modes: Qwen3-VL-Moe vs Qwen3.5 MoE from_pretrained. Similar naming, not the same code-path bug." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "ImportError for GenerationMixin and ImportError for AutoImageProcessor are unrelated missing-symbol issues." + "reason": "Both are import errors, but one is missing GenerationMixin and the other is missing AutoImageProcessor; unrelated API symbols." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs after sync_gpus is a generation-flow bug; the Janus test failure is a different image-generation issue." + "reason": "One is a generation kwargs update bug after sync_gpus; the other is a janus image-generation test failure. Different paths and symptoms." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression and the other is save_pretrained behavior; not the same underlying defect." + "reason": "One is an accuracy regression in FineGrainedFP8, the other is FP8 save_pretrained for MoE; related domain, but not the same bug." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift and DeepSpeed ZeRO3 deque underflow are unrelated bugs." + "reason": "Embedding dtype mismatch in eval versus a DeepSpeed ZeRO3 deque error; completely different failure modes." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Package extra/backend dependency problems are not the same as a nonexistent import from image_utils." + "reason": "Backend install/dependency packaging issue vs a non-existent import from image_utils; different affected surfaces." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Unrecognized model/config loading and a pytest-xdist file race are completely different issues." + "reason": "Both touch packaging/import availability, but one is about missing TensorFlow in the torch extra and the other is dummy classes leaking into dir()/repo checks." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Missing tensorflow backend from extras and leftover dummy classes leaking into dir()/check_repo are separate packaging problems." + "reason": "Unrecognized model/config loading error vs pytest-xdist race on captured_info.txt; no shared underlying bug." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Legacy-field model loading and a captured_info.txt race in tests do not share the same code path." + "reason": "Legacy field preventing BEiT preset loading is unrelated to a test-worker file race." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "A parallel test race and stale auto_mappings references are unrelated CI failures." + "reason": "Test infrastructure race in patched testing utils vs auto_mappings referencing removed configs; different root causes." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and a bad image_utils import are different classes of bugs." + "reason": "Python/version compatibility issue vs missing import export; unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting after failed training and OOM with Adafactor/DeepSpeed do not describe the same failure." + "reason": "MLflow job status reporting after training failure vs OOM with Adafactor in DeepSpeed; distinct problems." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "A loading hang for Sentence Transformers and embedding reinitialization on resize are unrelated behaviors." + "reason": "Sentence Transformers loading hang vs embedding resize/post_init weight reinitialization; different code paths." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask construction and partial-batch result dropping in a pipeline are different bugs." + "reason": "Gemma4 attention-mask construction bug vs MaskGenerationPipeline partial-batch result dropping; not the same issue." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask inconsistency and missing load-balancing loss for MoE routing are distinct model behaviors." + "reason": "MIMI encoder batched-vs-single padding-mask discrepancy vs MoE load-balancing loss omission; unrelated bugs." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenizer cleanup-space behavior change and missing BOS/EOS insertion are both tokenizer regressions, but they affect different APIs and outputs." + "reason": "Tokenization-space cleanup behavior change is not the same as BOS/EOS tokens missing for mdeberta-v3." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "processor.save_pretrained missing files is a serialization artifact problem, not a Qwen3.5-Moe from_pretrained load error." + "reason": "Missing files from processor.save_pretrained is unrelated to Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config initialization and Whisper word-timestamp decoding are unrelated subsystems." + "reason": "Config default initialization bug vs Whisper timestamp decode crash on trailing replacement character; different subsystems." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken vitpose checkpoints and Gemma4 token-type defaults are different model-specific issues." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Missing get_number_of_image_patches and remote-code meta-init incompatibility are different multimodal-loading bugs." + "reason": "Vitpose model breakage vs Gemma 4 mm_token_type_ids defaulting; distinct model families and failures." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config-default initialization and ModelOutput key assignment are unrelated internal-data-shape bugs." + "reason": "Config initialization on None is unrelated to ModelOutput key assignment behavior." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "These are both tokenizer regressions, but one concerns cleanup-space semantics while the other is wrong token IDs for Granite models." + "reason": "Missing image patch-count method in an image processor vs remote-code checkpoint/meta-init incompatibility; different bugs." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "A notebook syntax error and a docs parameter-name mismatch are unrelated documentation issues." + "reason": "Notebook syntax error vs documentation mismatch for set_training parameters; not duplicates." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "NameError on nn import and missing Qwen2.5-VL class import are different import failures." + "reason": "Missing nn import during sentence-transformers import vs missing Qwen2_5_VLForConditionalGeneration export; different missing symbols." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Tokenization cleanup semantics vs Granite token IDs regression; both tokenizer-related but not the same underlying change." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer loading issues in v5 and add_special_tokens behavior changes are distinct tokenizer problems." + "reason": "AutoTokenizer loading issue in v5 vs missing BOS/EOS behavior for one tokenizer; different symptoms and fix scope." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "cleanup_spaces behavior and Deepseek incorrect tokenizer output are separate tokenizer regressions." + "reason": "Different tokenizer regressions: cleanup-space behavior change versus Deepseek incorrect tokenization outputs." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation indexing in serve and auto_docstring crashes under future annotations are unrelated." + "reason": "Serve-time KV-cache tensor indexing crash vs auto_docstring annotation handling crash; unrelated code paths." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Unused SGD args and a documentation parameter-name typo are not the same bug." + "reason": "SGD optimizer arguments ignored vs documentation mismatch in set_training; one is runtime behavior, the other docs." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is about clean_up_tokenization_spaces and the other is codec-handling / warning behavior in Kimi-K2.5." + "reason": "clean_up_tokenization_spaces behavior change is not the same as Kimi-K2.5 codec handling and warning regression." } ] }, @@ -13278,7 +13170,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:22355", "issue:27957", @@ -13342,10 +13234,10 @@ "issue:30333|issue:35141", "issue:44297|issue:45656", "issue:22355|issue:28282", - "issue:43479|issue:43644", "issue:42831|issue:44623", - "issue:44448|issue:46132", + "issue:43479|issue:43644", "issue:44222|issue:44623", + "issue:44448|issue:46132", "issue:42796|issue:43723", "issue:45245|issue:46132", "issue:43475|issue:46305", @@ -13353,229 +13245,229 @@ "issue:44297|issue:45310", "issue:45071|issue:46082", "issue:45381|issue:46305", - "issue:44263|issue:45092", "issue:46209|issue:46431", - "issue:43122|issue:46209", "issue:44373|issue:44485", + "issue:43122|issue:46209", + "issue:44263|issue:45092", "issue:44222|issue:44484", "issue:43723|issue:44977", "issue:44206|issue:45103", "issue:43232|issue:46424" ], - "prepared_review_unit_hash": "051e8981180a2b5109ef3a246c992b8dd06452fdd9db53d880bdefa63abecd57", + "prepared_review_unit_hash": "0cd360e4daf82e6b8d69265b36cf6dec869abcd263f91afef4cd8724d26abf72", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36770, - "estimated_input_tokens": 9193, - "estimated_eval_tokens": 18642 + "serialized_chars": 36773, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues cover unrelated import errors, tokenizer regressions, model-specific bugs, training/runtime behavior, and config/serialization changes. None of the soft pairs looks like the same underlying bug or change, so all should stay separate. If forced to choose a representative issue, the MLflow training-job failure report is the broadest and most self-contained bug report in the set.", - "confidence": 0.97, - "canonical_issue_reason": "issue:30333 is a clear, well-scoped bug report with substantial discussion and a concrete operational failure mode; among unrelated items, it is a reasonable representative despite the cluster lacking a true common theme.", + "summary": "This cluster is highly heterogeneous: most items are unrelated v5 regressions, import errors, tokenizer quirks, or model-specific bugs. There is no strong duplicate set across the whole cluster; at best, a few are loosely related by broad tokenizer/v5 behavior changes.", + "confidence": 0.18, + "canonical_issue_reason": "If one issue must represent the cluster, issue 43122 is the least-bad choice because it is a broad, user-facing tokenizer regression tied to the v4.57.3\u2192v5 transition and has some inbound attention. But it is not a true duplicate umbrella for the many unrelated issues here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:30333 has the strongest combination of discussion activity, specificity, and user-impacting behavior, so it is the best single issue candidate here.", + "best_issue_reason": "Issue 43122 is the best representative only in a weak sense: it is general, version-regression-oriented, and closest to the shared tokenizer/theme seen in part of the set. It should not be treated as a canonical duplicate for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Different subsystems and failure modes: buffer registration/readout vs deepspeed optimizer stepping." + "reason": "Different subsystems: buffer registration/position_ids vs DeepSpeed optimizer stepping. Not the same bug." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are v5 regressions, but one is tokenization-space cleanup behavior and the other is processor/tokenizer image-handling compatibility." + "reason": "Both involve v5 behavior changes, but one is tokenizer cleanup semantics and the other is processor/tokenizer API breakage. Distinct issues." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Unrelated problems: Flash Attention 2 for XLM-RoBERTa vs MLflow reporting for failed training jobs." + "reason": "Unrelated: Flash Attention 2 model support vs MLflow reporting on failed training jobs." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Different bugs: MLflow job status reporting vs Llama 3.2 Vision model loading regression." + "reason": "Different failure modes and code paths: MLflow reporting vs model loading regression for a specific Llama checkpoint." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version pinning issue is unrelated to leftover dummy classes and repo checks." + "reason": "PEFT version pinning problem vs leftover dummy classes leaking into imports; no common bug." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen models, but one is a tied-weights warning and the other is missing tensor-parallel metadata; not the same defect." + "reason": "Same model family, but one is a tied-weights warning and the other is missing tensor-parallel plan metadata. Not the same change." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Import surface cleanup in image_utils is unrelated to dummy class leftovers in dummy_pt_objects." + "reason": "Both touch import/export surface, but one is a missing image_utils import and the other is dummy class cleanup. Too different." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is tokenizer_class metadata mismatch." + "reason": "Both involve save_pretrained, but one is FP8 MOE checkpoint saving and the other is tokenizer class metadata. Distinct bugs." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Training-job MLflow reporting bug is unrelated to CustomTrainer compute_loss signature regression." + "reason": "MLflow reporting vs Trainer compute_loss signature breakage. Unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Different code paths: MLflow reporting vs embedding resize/post_init reinitialization." + "reason": "Training-job reporting vs embedding resize/post_init reinitialization. Different code paths." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to deepspeed optimizer-step behavior." + "reason": "Tokenizer save metadata vs optimizer stepping. No overlap." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Different import/dependency issues: missing transformers.onnx module vs missing PyTorch for AutoModel." + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch for AutoModel. Not duplicates." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue vs processor.save_pretrained missing files. Different behaviors." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Multimodal config default initialization bug is unrelated to non-persistent buffer junk filling." + "reason": "Multimodal config initialization bug vs non-persistent buffer junk in v5. Separate problems." }, { - "left": "issue:42831", + "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issue is not the same as processor.save_pretrained missing files." + "reason": "Both mention save_pretrained, but they concern different objects and failure modes." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus v4-v5 output regression and AttentionInterface.register behavior change are different problems." - }, - { - "left": "issue:44222", - "right": "issue:44623", - "accept": false, - "reason": "Both touch save_pretrained, but one is model FP8 MoE saving and the other is processor artifact saving." + "reason": "Different output regression for Pegasus vs altered behavior of AttentionInterface.register. Not the same bug." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE marker handling in a specific model is unrelated to a generic AutoTokenizer loading regression." + "reason": "Both are tokenizer-related, but one is a model-specific BPE marker bug and the other is a generic AutoTokenizer loading issue." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-limit runtime error and attention registration behavior change are unrelated." + "reason": "Categories limit runtime error vs attention interface registration behavior. Unrelated." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM 3 Video missing attribute bug is unrelated to MoonshineStreaming sliding-window masking." + "reason": "SAM video encoder missing attribute vs Moonshine streaming mask off-by-one. Different models and bugs." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages and causes." + "reason": "Import errors in different packages/APIs: AutoImageProcessor vs is_offline_mode from huggingface_hub." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained errors in v5.4.0+." + "reason": "Tokenizer metadata mismatch vs Qwen3.5 MoE from_pretrained failure. Too weakly related." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type-checking regression is not the same as explicit head_dim validation in LlamaConfig." + "reason": "General PretrainedConfig type checking regression vs LlamaConfig head_dim validation. Separate validation bugs." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL position-id bug and MoonshineStreaming mask off-by-one are different sequence-processing issues." + "reason": "Qwen2.5-VL video position_ids regression vs Moonshine streaming window mask bug. Different functionality." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to meta-initialization compatibility for old InternVL2 checkpoints." + "reason": "FP8 inference on B200 vs missing chat template error. No shared code path." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "FP8 inference on B200 and processor chat-template availability are unrelated failures." + "reason": "Docstring error for position_ids vs GLM-5 RoPE implementation discussion. Not the same bug." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer output differences across versions are unrelated to FP8 inference on new GPU architectures." + "reason": "Tokenizer output regression vs FP8 hardware inference issue. Unrelated." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Wrong position_ids docstring and GLM-5 RoPE implementation discussion are not the same bug." + "reason": "torch.split indexing bug vs remote-code checkpoint/meta-init incompatibility. Different issues." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained bug is unrelated to the 50GB shard-size default question." + "reason": "FP8 MOE save bug vs save_pretrained shard-size question. Not duplicates." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Generic tokenizer loading issue and Qwen3.5 flash-attention generation bug are different code paths." + "reason": "Generic AutoTokenizer loading failure vs Qwen3.5 flash-attention generation bug. Different layers." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature-extractor argument validation and auto-docstring annotation parsing are unrelated." + "reason": "FeatureExtractor center argument regression vs auto_docstring crash with future annotations. Unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to cache max length handling." + "reason": "Generation kwargs update after sync_gpus vs cache config max_cache_length behavior. Different generation/cache issues." } ] }, @@ -13597,7 +13489,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:22355", "issue:27957", @@ -13655,37 +13547,37 @@ "issue:44295|issue:44623", "issue:43723|issue:44871", "issue:44263|issue:44360", - "issue:44261|issue:45092", "issue:45092|issue:45357", "issue:30990|issue:38175", "issue:44279|issue:46328", "issue:42907|issue:46050", "issue:43644|issue:46305", + "issue:44261|issue:45092", "issue:42831|issue:45310", "issue:44263|issue:44373", "issue:44829|issue:46002", "issue:44483|issue:45406", - "issue:41628|issue:43824", "issue:42831|issue:44038", + "issue:41628|issue:43824", "issue:22355|issue:27957", "issue:43479|issue:44913", "issue:43408|issue:46402", - "issue:22355|issue:28218", "issue:42831|issue:45753", + "issue:22355|issue:28218", "issue:42757|issue:45278", "issue:39401|issue:44568", "issue:44368|issue:46305", "issue:27957|issue:30990", "issue:42886|issue:43066" ], - "prepared_review_unit_hash": "f8aaba598170b1929bd23fd7e20be2f72a197ec74709adc0a826d10ce92c7434", + "prepared_review_unit_hash": "59f59a06f45f956148e9eb6ee338f9b8bac053ee8279bf8055ffcee105511827", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, @@ -13700,150 +13592,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All suggested pairs are different bugs or changes, not true duplicates. Most only share a broad subsystem name (tokenizers, configs, serving, quantization) without the same concrete code path.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is not a real duplicate group: the issues cover unrelated tokenizer, config, serving, quantization, and model-specific bugs. All soft pairs are false positives and should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are unrelated reports rather than duplicates of one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue; none of these reports is a representative merge target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44734", "right": "issue:46421", "accept": false, - "reason": "Serving KV-cache continuation crash vs lazy cache init recompilation; different failure modes and code paths." + "reason": "Different bugs: KV-cache continuation tensor indexing in serve vs cache lazy-init causing recompilation." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Dataset-loading example bug vs Llama config head_dim validation; unrelated." + "reason": "Unrelated: local dataset loading in an example script vs LlamaConfig head_dim validation." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation after sync_gpus vs Kosmos2.5 OCR long-input index error; not the same bug." + "reason": "Different code paths: generation kwargs after sync_gpus vs a long-ocr index error in Kosmos2.5." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer read issue vs processor.save_pretrained missing files; different areas." + "reason": "One is a position_ids buffer read error; the other is missing files from processor.save_pretrained()." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression vs Gemma eos_token_id inconsistency; related only at a high level." + "reason": "Tokenizer loading failure in v5 is not the same as Gemma-3 eos_token_id list/single-value mismatch." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior vs missing ReLU in DSA indexer; distinct defects." - }, - { - "left": "issue:44261", - "right": "issue:45092", - "accept": false, - "reason": "MLA rms_norm_eps precision issue vs remote-code meta-init incompatibility; different root causes." + "reason": "Both mention DSA indexer, but one is torch.split return values and the other is a missing ReLU; not the same bug." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Checkpoint meta-init incompatibility vs incorrect visual encoder keys on save_pretrained; separate bugs." + "reason": "Different regressions: remote-code/meta-init incompatibility vs incorrect visual encoder keys on save_pretrained()." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Loading hang in Sentence Transformers vs zero-probability output in SigLIP2; unrelated." + "reason": "Sentence-Transformers loading hang is unrelated to SIGLIP2 zero-probability outputs." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "General dependency issue vs SequenceFeatureExtractor.pad performance regression; not the same issue." + "reason": "Dependency issue vs a pad() performance bug; no shared underlying defect." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Dequantized model save failure vs sinq quantized save/load breakage; similar theme but different concrete bugs." + "reason": "Both involve save/load of quantized models, but they are different quantization stacks and failure modes." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk vs streaming sliding-window off-by-one; different code paths." + "reason": "Non-persistent buffer junk values and a sliding-window off-by-one are distinct bugs." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy problem vs Qwen3.5 Moe from_pretrained error; unrelated." + "reason": "FineGrainedFP8 accuracy regression is not the same as Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexer tensor-splitting bug vs docstring mismatch for position_ids; not duplicates." + "reason": "Torch.split return values in a model indexer and a wrong docstring for position_ids are unrelated." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "flash_attention_3 training degeneration vs NaNs after checkout/init; distinct symptoms and likely causes." + "reason": "Both mention training instability, but one is flash_attention_3 degeneracy and the other NaNs at checkout/init; too different to merge." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat completions request rejection vs Gemma4Processor missing _tokenizer crash; different serving failures." + "reason": "Chat/completions request handling and Gemma4Processor missing _tokenizer are different serve failures." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different problems: FP8 accuracy regression vs Qwen3-VL-Moe import/loading issues." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Missing AutoImageProcessor export vs missing Qwen2_5_VLForConditionalGeneration export; same broad import class, but different symbols and fixes." + "reason": "Both are import errors, but they concern different missing symbols and likely different breakages." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx module vs XLMRoberta Flash Attention 2 issue; unrelated." + "reason": "No module transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Default multimodal config initialization vs rotary_pct not persisting on reload; different config bugs." + "reason": "Config default initialization bug and rotary_pct not persisting on reload are different serialization issues." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Wrong sam3 model-type warning vs Sam3Model text encoder weights not loaded; unrelated." + "reason": "SAM3 model-type warning during instantiation is unrelated to text encoder weights not loading." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Specific huggingface_hub import failure vs broad import errors after upgrade; overlap is too generic to merge." + "reason": "One is a specific huggingface_hub import regression; the other is a broad set of import errors after upgrade." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping vs add_special_tokens not adding BOS/EOS; tokenizer regressions but different behavior." + "reason": "Qwen3 offset_mapping is a tokenizer alignment bug, not the same as missing BOS/EOS insertion." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A tie_word_embeddings warning in LoRA fine-tuning is unrelated to the MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and a Sentence Transformers loading hang are not the same underlying issue." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache tokenizer loading failure vs wrong tokenizer decoder type in v5; different underlying bugs." + "reason": "Offline cache loading failure and wrong tokenizer decoder type are both tokenizer-related but separate bugs." } ] }, @@ -13865,7 +13775,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:30990", "issue:33357", @@ -13924,12 +13834,12 @@ "issue:44188|issue:44373", "issue:43646|issue:46002", "issue:43550|issue:46132", - "issue:42371|issue:44263", "issue:43576|issue:43784", + "issue:42371|issue:44263", "issue:44261|issue:44373", "issue:44117|issue:44704", - "issue:42907|issue:44945", "issue:44295|issue:44297", + "issue:42907|issue:44945", "issue:30990|issue:33357", "issue:43756|issue:44060", "issue:41628|issue:45278", @@ -13948,20 +13858,20 @@ "issue:43116|issue:45200", "issue:39401|issue:46614" ], - "prepared_review_unit_hash": "93bb92466c36da2e0fba6e640017d55111b78c2d5e2a084e8b9282996ab29c5a", + "prepared_review_unit_hash": "a04f71b8d075ec64199624675aaead976e87eecc1ea18e2df6e49a8115bd8b8d", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36273, + "serialized_chars": 36276, "estimated_input_tokens": 9069, "estimated_eval_tokens": 18394 }, @@ -13970,192 +13880,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues with only superficial theme overlap (tokenizers, model loading, attention, generation, quantization). I found no soft-edge pair that clearly describes the same underlying bug/change, so all candidate merges are rejected.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 44521 is the best representative if a single issue must be chosen: it is still open, has the most inbound references, and has a detailed repro with active discussion. That said, the cluster as a whole is heterogeneous, so there is no true duplicate canonical across all items.", + "summary": "The cluster is heterogeneous: tokenizer regressions, import/API breakages, generation bugs, quantization/save-load issues, and model-specific quirks. None of the soft pairs look like the same concrete bug/change, so I would not collapse any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "If a placeholder canonical is needed, issue 42994 is the broadest user-facing save-failure report, but the cluster is too mixed for a real canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest standalone issue in the set because it is current, well-scoped, and has the most evidence of user impact. It is the closest thing to a canonical representative for the cluster's tokenizer/chat-template subset.", + "best_issue_reason": "Issue 42994 is the closest to a general, actionable bug report, but it is still too narrow to serve as a global representative for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Both mention SAM3-related models, but one is a model-type warning and the other is a memory overflow in a different model; not the same bug." + "reason": "Both involve Sam3 variants, but one is a model-type/config warning and the other is a memory overflow; different bugs." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer complaints, but one is model-specific BPE-marker handling and the other is a version-to-version tokenization regression." + "reason": "Both are tokenizer-related, but one is BPE marker handling for a specific model and the other is a version-to-version tokenization regression." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs propagation after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated code paths." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache loading failure and quantized model saving failure are different code paths and symptoms." + "reason": "Offline tokenizer cache loading and quantized model saving are different failures." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence and a wrong docstring for position_ids are unrelated." + "reason": "Attention kernel branching and a docstring typo are unrelated." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are not the same failure mode." + "reason": "Custom model initialization breakage and NaNs in classification heads are different issues." }, { "left": "issue:43550", "right": "issue:46132", "accept": false, - "reason": "Both touch attention, but one is a torch.compile+SDPA model failure and the other is a behavior change in AttentionInterface.register." + "reason": "A Bamba torch.compile/SDPA bug is not the same as AttentionInterface.register changing function behavior." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "TF32 API guidance and a torch.split return-value issue in GLM-MoE are unrelated." + "reason": "A broken env command and a NameError during sentence-transformers import are unrelated." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "A broken env command and an import NameError in sentence-transformers do not describe the same bug." + "reason": "TF32 settings guidance and a torch.split/indexer bug are not the same underlying problem." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "A missing rms_norm_eps in MLA q_a_layernorm is unrelated to a docstring issue for position_ids." + "reason": "A missing rms_norm_eps in MLA vs a wrong docstring are unrelated." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping returning None and AutoProcessor not forwarding kwargs are different auto-loading bugs." + "reason": "Tokenizer mapping returning None and AutoProcessor kwarg forwarding are different API paths." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is unrelated to incorrect output under pipeline parallelism." + "reason": "Buffer access for position_ids and tokenizer save_pretrained metadata mismatch are different bugs." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "A buffer read problem with position_ids is unrelated to tokenizer_class metadata being written incorrectly on save." + "reason": "Quantized/dequantized model saving and pipeline-parallel output corruption are unrelated." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Sentence Transformers loading hang and a Mac bus error with a community CLIP model are different runtime failures." + "reason": "Sentence-transformers loading hang and a MacOS bus error on CLIP are not the same failure." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "RoPE layer count mismatch in Smollm3 and an incorrect tied-weights warning in Qwen3-Next are separate model-implementation issues." + "reason": "RoPE layer count mismatch and tied-weights warning behavior are different model issues." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "A missing AutoImageProcessor import and broad import errors after upgrade are related only at a very high level, not the same bug." + "reason": "A missing AutoImageProcessor import and a broader import-error report after upgrade are not the same concrete bug." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset_mapping for Qwen3 tokenizers and failure to load a specific model are unrelated tokenizer/loading problems." + "reason": "Wrong offset_mapping and inability to load a specific model are unrelated tokenizer/model-loading bugs." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Missing nn import on sentence-transformers import and stale Sam3LiteText references in auto_mappings.py are different breakages." + "reason": "Import NameError and CI breakage from removed auto_mappings references are different issues." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility regression and pipeline-parallelism output corruption are unrelated." + "reason": "Python version compatibility and pipeline-parallel incorrect outputs are unrelated." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Quantized/dequantized model saving and invalid GenerationConfig for GLM-5 are different subsystems." + "reason": "Saving dequantized models and invalid GenerationConfig errors are different code paths." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized models and loading Phi-4 multimodal instruct are unrelated." + "reason": "A save failure and a multimodal model load failure are not the same bug." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor kwargs forwarding and chat-template tokenization crashes are separate bugs." + "reason": "Kwarg forwarding in AutoProcessor and chat-template crashes on tool-call messages are unrelated." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are unrelated." + "reason": "A missing ReLU in a DSA indexer and a GLM-5 RoPE discussion are not the same issue." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Both are tokenizer-adjacent, but one is a tokenization regression across versions and the other is multimodal assistant_mask generation." + "reason": "Tokenization drift across versions and all-zero assistant masks for multimodal inputs are different failures." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset mapping errors and zero assistant_masks in multimodal chat templates are different tokenizer behaviors." + "reason": "Offset mapping errors and multimodal assistant-mask generation are unrelated." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Tokenization differences across versions and continue_final_message bugs for mistral_common are not the same underlying issue." + "reason": "General tokenization differences and continue_final_message with mistral_common are different bugs." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 training degeneration are unrelated." + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "A Qwen3-VL-Moe bug and tokenizer save metadata mismatch are different problems." + "reason": "Qwen3-VL-Moe behavior and tokenizer save_pretrained metadata mismatch are different code paths." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Empty multi-label classification outputs in an example script and Gemma 4 mm_token_type_ids defaults are unrelated." + "reason": "Multi-label classification example behavior and Gemma 4 mm_token_type_ids defaults are not the same bug." }, { - "left": "issue:46326", + "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "A mistral_common chat-template bug and a stale phonemizer backend issue are unrelated tokenizer failures." + "reason": "Tokenizer offset mapping and stale phonemizer backend state are unrelated." } ] }, @@ -14177,7 +14087,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:22355", "issue:29127", @@ -14243,35 +14153,35 @@ "issue:42175|issue:44938", "issue:22355|issue:29127", "issue:43493|issue:45753", - "issue:43937|issue:44485", "issue:42898|issue:46614", + "issue:43937|issue:44485", "issue:44188|issue:46328", "issue:38617|issue:45278", "issue:42673|issue:45072", "issue:43066|issue:44779", "issue:43611|issue:46002", - "issue:42371|issue:43874", "issue:43992|issue:44704", "issue:43116|issue:43493", "issue:44355|issue:46231", + "issue:42371|issue:43874", "issue:44038|issue:45478", "issue:43976|issue:45446", "issue:44625|issue:46002" ], - "prepared_review_unit_hash": "91cc898f7d2205371543bfd124d796684cfe15dba2cc0ed23102008552b25c3d", + "prepared_review_unit_hash": "7fd0bd07bb50659ee501fb79f23ace65d4d5df5d0fdeb02b666ce7bfea9556d8", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35723, + "serialized_chars": 35721, "estimated_input_tokens": 8931, "estimated_eval_tokens": 18118 }, @@ -14280,180 +14190,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These artifacts are mostly unrelated issues; the soft pairs share broad keywords or subsystems but not the same concrete bug/change, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is fairly heterogeneous: many issues are version-5 regressions or model-specific bugs, but the soft pairs do not look like the same underlying defect or change. If forced to pick one representative, 45278 is the broadest umbrella for the recurring import-regression theme.", + "confidence": 0.42, + "canonical_issue_reason": "45278 is the broadest umbrella issue in the set: it reports many import failures after upgrading from 4.57.0 to 5.5.0, which is the closest shared failure mode among the cluster, even though the cluster is not truly duplicate-heavy.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "45278 is the best representative because it is the most general user-facing regression report and aligns with several other import/version-breakage complaints, while the rest are narrower model- or API-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Both involve model loading/saving, but one is a dequantized-save failure and the other is a gguf/from_pretrained import/load path issue; different concrete bugs." + "reason": "Different failures: dequantized-save vs AutoTokenizer/AutoModel loading from gguf_file." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same SAM3 area, but one is a model-type warning and the other is a missing attribute in the vision encoder output; not the same failure mode." + "reason": "Same SAM3 area, but one is a model-type warning and the other is a missing attribute crash." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug report vs a position_ids buffer read error; no clear shared code path or identical symptom." + "reason": "Both are model bugs, but the symptoms and code paths are unrelated." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention moe, but one is a broad Transformers 5/Qwen3-VL-Moe issue and the other is FP8 save_pretrained; too different to treat as duplicates." + "reason": "One is a Qwen3-VL-Moe bug report, the other is FP8 save_pretrained behavior; not the same defect." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different modules; these are separate export regressions." + "reason": "Both are import errors, but for different symbols and likely different missing exports." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure." + "reason": "Related Qwen3.5 MoE context, but save_pretrained corruption and from_pretrained error are distinct issues." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Unrelated: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + "reason": "Unrelated: ONNX module import failure vs tokenizer fast/slow inconsistency." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Both are tokenizer-related, but one is version-to-version tokenization drift and the other is a batched apply_chat_template padding crash." + "reason": "Different tokenizer regression vs processor chat-template batching crash." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages; no shared underlying bug beyond generic import failure." + "reason": "Different missing imports from different packages/symbols." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug vs example script multi-label classification output issue; different subsystems and symptoms." + "reason": "Unrelated: tensor-parallel training bug vs example script output issue." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Both concern parallelism/numerics, but one is train/eval dtype drift and the other is incorrect output under pipeline parallelism." + "reason": "Different symptoms: dtype change across train/eval vs incorrect pipeline-parallel output." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Package-install backend omission vs Python 3.14 load failure; unrelated environment/setup problems." + "reason": "Different compatibility problems: TF backend packaging vs Python 3.14 load failure." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "onnx import failure vs unclear LayoutLMv3 box-validation error; no duplicate evidence." + "reason": "No shared underlying bug; import error vs LayoutLMv3 error-message clarity." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different model families and different symptoms: SigLIP2 implementation mismatch vs Qwen3.5 image infinite loop." + "reason": "Both involve Qwen3.5-family models, but one is a SigLIP2 implementation mismatch and the other is an infinite-loop image bug." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "Both GLM-5, but one is GenerationConfig validation and the other is RoPE implementation discussion; not the same bug." + "reason": "Different tokenizer behavior regressions affecting different APIs." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Tokenization-space cleanup behavior vs stale phonemizer language backend state; separate tokenizer/phonemizer issues." + "reason": "Same model family, but GenerationConfig validation and RoPE implementation are separate issues." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "torch.compile attention-kernel divergence vs SequenceFeatureExtractor.pad inefficiency; no same code path." + "reason": "Distinct code paths: attention-kernel branching under compile vs padding performance in feature extractor." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Both are import problems after upgrades, but one is a specific missing symbol and the other is a broad many-import-errors report." + "reason": "45278 is broader, but 38617 is a specific missing symbol; not enough evidence they are the same exact bug." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-dataloader-thread use vs dtype mismatch in bf16 inference; not the same underlying defect." + "reason": "Different subsystems and failure modes: VRAM leak in dataloader threads vs dtype mismatches in bfloat16 inference." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both tokenizer regressions in v5, but different models and behavior; insufficient evidence they share one fix." + "reason": "Both are tokenizer regressions in v5, but they concern different tokenizers and symptoms." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Base-model-prefix loading regression vs NaNs in classification heads; unrelated failures." - }, - { - "left": "issue:42371", - "right": "issue:43874", - "accept": false, - "reason": "TF32 API guidance vs missing image-patch-count method; different features and code paths." + "reason": "Base-model-prefix loading regression vs NaNs in classification-head init are unrelated." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Different APIs: missing model weight in from_pretrained vs AutoProcessor kwargs not forwarded to cached_file." + "reason": "Different APIs and bugs: missing checkpoint weight vs kwarg forwarding in AutoProcessor." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script classification output bug vs SigLIP2 implementation discrepancy; unrelated." + "reason": "Example-script classification output issue is unrelated to SigLIP2 implementation divergence." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors vs documentation parameter-name mismatch; no duplicate relation." + "reason": "Compiled-Python error reports vs docs parameter-name mismatch are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance vs GLM image-patch counting bug are unrelated." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5/moe, but the concrete bugs differ: one is a general 5.0 issue, the other a specific from_pretrained regression." + "reason": "Same Qwen3.5/Moe neighborhood, but from_pretrained failure and generic Qwen3-VL-Moe bug report are not the same concrete defect." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python-version compatibility issue vs incorrect PyTorch version guard for a specific import; separate environment checks." + "reason": "Python-version support regression vs incorrect PyTorch version check for a specific import path." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug vs NaNs on checkout/init in classification heads; different symptoms and likely fixes." + "reason": "Different issues in different model/config paths: Qwen3.5 label propagation vs NaNs in classification heads." } ] }, @@ -14475,7 +14385,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:33453", "issue:38617", @@ -14542,8 +14452,8 @@ "issue:44117|issue:45588", "issue:45071|issue:46614", "issue:43673|issue:46328", - "issue:44291|issue:45071", "issue:42673|issue:43906", + "issue:44291|issue:45071", "issue:44466|issue:46002", "issue:39401|issue:44779", "issue:43450|issue:43986", @@ -14559,229 +14469,226 @@ "issue:42222|issue:46178", "issue:42617|issue:45341" ], - "prepared_review_unit_hash": "f160929d5f537cf33cfaa95b2b1c0f615be5ea8873fbd9a334d510512c33c1a8", + "prepared_review_unit_hash": "c2ea041bd6c747e05e5a22b39a72682536e48146c53958fb1d29040b9f21cedd", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37111, - "estimated_input_tokens": 9278, - "estimated_eval_tokens": 18812 + "serialized_chars": 37107, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated regression reports across tokenizers, generation, model loading, and docs. No soft edge is strong enough to accept; the Qwen3.5 pair is related thematically but the packet does not establish the same underlying bug or a single mergeable fix.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45310 is the clearest anchor because it is the earlier, explicit Qwen3.5 MoE `from_pretrained` failure report and matches the repeated title/failure mode better than the later variants.", + "summary": "Mostly heterogeneous Transformers bug reports. The only mild overlap is around tokenizer/regression themes, but the soft pairs do not appear to be the same underlying bug or change.", + "confidence": 0.71, + "canonical_issue_reason": "issue:33453 is the broadest tokenizer-regression umbrella in the set, so it is the best representative for the tokenizer-loading subset.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue for the only near-duplicate-looking thread in the set: the Qwen3.5 MoE `from_pretrained` regression.", + "best_issue_reason": "A generic, high-level regression title makes issue:33453 the most suitable issue to stand in for the small tokenizer-related subgroup, though the overall cluster is mixed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Different bugs: ignored optimizer args vs. `trainer.evaluate()` failing after `train()`." + "reason": "Optimizer-argument handling and trainer post-training evaluation failure are different problems." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Related Qwen3.5 regression reports, but one is `save_pretrained` writing incorrect visual encoder keys and the other is `from_pretrained` failing; the packet does not show they are the same underlying bug or a single fix." + "reason": "One is a save_pretrained serialization bug; the other is a from_pretrained loading error for a different Qwen3.5 path." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different models and failures: vitpose breakage vs. Ministral-3 FlashAttention issue." + "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Both mention example/pipeline surfaces, but the failures are different: multi-label classification script output vs. v5 pipeline docs/error-message behavior." + "reason": "Example-script multi-label behavior and a v5 pipeline error message are not the same bug." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Different code paths: qwen3_omni_moe feature-extraction helper behavior vs. a flex_attention backend/version check." + "reason": "A qwen3_omni_moe helper-function issue and a flex_attention import version check are unrelated." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in multi-threaded generation is unrelated to tokenizer BPE marker handling." + "reason": "VRAM leakage in dataloader threads and tokenizer BPE-marker handling are different code paths." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Both are v5 training/generation regressions, but one is FSDP2 optimizer state handling and the other is chunked-prefill cache presence." + "reason": "Trainer/FSDP optimizer-state corruption and generation cache behavior are separate failures." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation error is unrelated to the stale `num_return_sequences` warning." + "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are not the same issue." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs/pipeline removals issue vs. flex_attention backend/version check; no shared underlying bug." + "reason": "Docs referencing pipeline() and a PyTorch version check in flex_attention are unrelated." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Different attention bugs: GPT2 attention scaling ignored vs. Gemma4 building causal masks despite bidirectional config." + "reason": "Both concern attention, but GPT2 scaling and Gemma4 bidirectional masking are different concrete bugs." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer regressions, but one is general tokenizer loading and the other is Qwen3 offset mapping; not the same defect." + "reason": "Both are tokenizer regressions, but loading regression and wrong offset_mapping are distinct symptoms and likely distinct fixes." }, { "left": "issue:45356", "right": "issue:46614", "accept": false, - "reason": "Both are tokenizer-related, but one is Kimi-K2.5 codec/fix_mistral_regex behavior and the other is stale phonemizer language state." + "reason": "Kimi tokenizer codec/warning regression and phonemizer language-state staleness are unrelated." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES fallback bug is unrelated to `flash_attention.py` crashing on `s_aux=None`." + "reason": "TOKENIZER_MAPPING_NAMES fallback handling and flash_attention sink-less-model crash are different subsystems." }, { "left": "issue:45071", "right": "issue:46614", "accept": false, - "reason": "PretrainedConfig type-checking regression is unrelated to stale phonemizer language/backend state." + "reason": "PretrainedConfig type-checking regression and phonemizer backend state bug are unrelated." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Chunked prefill cache bug is unrelated to SequenceFeatureExtractor padding performance." + "reason": "Generation cache missing during chunked prefill and a padding performance issue are not the same change." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "`init_empty_weights` unexpected-argument error is not the same as `PretrainedConfig` type-checking breakage." + "reason": "A VRAM leak in threaded dataloader use does not match an isolated reproduction issue." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Different generation issues; one is VRAM leakage across dataloader threads, the other is an isolated reproduction of a separate issue." + "reason": "init_empty_weights argument mismatch and config type-checking breakage are different loading/config bugs." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization/tied-weights issue is unrelated to NaNs in classification heads after checkout/init." + "reason": "State serialization inconsistency and NaNs in classification heads are not the same underlying defect." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both tokenizer output regressions, but they affect different tokenizers and behaviors (offset mapping vs. overall incorrect results)." + "reason": "Both are tokenizer regressions, but Qwen3 offset_mapping and Deepseek incorrect results are model-specific and distinct." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Video processor shape bug is unrelated to the AutoProcessor crash without torchvision." + "reason": "Batched video processor output shape and missing-torchvision crash are different video-processing failures." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Invalid GenerationConfig error is different from Qwen3.5 flash-attention generation failure." + "reason": "GenerationConfig validation and Qwen3.5 FlashAttention generation behavior are unrelated." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version bump issue is unrelated to the flex_attention PyTorch import/version check." + "reason": "A PEFT version bump issue and a flex_attention import-version check are unrelated." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "qwen3next missing projections is a different model-architecture bug than Qwen3.5 MoE `from_pretrained` failure." + "reason": "Missing qwen3next projections and Qwen3.5 Moe from_pretrained errors are not the same bug." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules." + "reason": "Both are import errors, but they concern different missing symbols and different APIs." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Testing utils bug and feature-extractor padding performance issue are unrelated." + "reason": "A testing-utils bug and a SequenceFeatureExtractor padding inefficiency are unrelated." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention training degeneration and Qwen3.5 checkpoint serialization are distinct bugs." + "reason": "Degenerate training with flash_attention_3 and incorrect save_pretrained checkpoint serialization are different problems." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both touch testing utils, but one is a general bug and the other is an xdist race on `captured_info.txt`; different failures." + "reason": "A generic testing-utils note does not match the xdist race on captured_info.txt." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "`PretrainedConfig` type-checking regression is unrelated to stale `config.dtype` after `from_config(dtype=...)`." + "reason": "Config type-checking regression and stale config.dtype after from_config are different issues." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping fallback bug is unrelated to the Mistral regex patch crash." + "reason": "Missing tokenizer mapping fallback and a backend_tokenizer AttributeError in _patch_mistral_regex are unrelated." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Vitpose model breakage is unrelated to the backend-mapping error for `tensorflow_text`." + "reason": "VitPose model breakage and BACKENDS_MAPPING rejecting tensorflow_text are different import/backend issues." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Running `3d_parallel.py` failure is unrelated to the small testing_utils bug." + "reason": "3d_parallel.py failure and a small testing_utils bug are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the output is mostly conservative, but it overstates the evidence for the one accepted soft edge. In the packet, issue:45357 is about `save_pretrained` writing incorrect visual encoder keys, while issue:45478 is about `from_pretrained` failing. They are related Qwen3.5/MoE regression reports, but the packet does not clearly show they are the same underlying bug or a single mergeable fix. The rest of the negative calls are reasonably grounded." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -14797,7 +14704,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:27957", "issue:38617", @@ -14808,7 +14715,6 @@ "issue:42371", "issue:42490", "issue:42673", - "issue:42831", "issue:43012", "issue:43066", "issue:43097", @@ -14846,115 +14752,122 @@ "issue:46209", "issue:46231", "issue:46298", - "issue:46328" + "issue:46328", + "issue:46617" ], "soft_pairs": [ "issue:43122|issue:46298", "issue:43408|issue:43742", - "issue:42371|issue:44261", "issue:45362|issue:46328", - "issue:44877|issue:46231", + "issue:42371|issue:44261", "issue:42490|issue:42673", + "issue:44877|issue:46231", "issue:44484|issue:45310", + "issue:42371|issue:46617", "issue:38617|issue:44220", "issue:39401|issue:46209", "issue:43937|issue:44496", "issue:44933|issue:45278", - "issue:42371|issue:42831", "issue:44410|issue:45478", "issue:42222|issue:45542", "issue:44075|issue:45656", "issue:43066|issue:43122", "issue:42175|issue:42222", "issue:43097|issue:44493", - "issue:43874|issue:44261", "issue:44263|issue:44485", "issue:43012|issue:43577", "issue:43673|issue:45341", "issue:41628|issue:45071", + "issue:43874|issue:44261", "issue:45071|issue:45542", "issue:43931|issue:44410", - "issue:44483|issue:45464", "issue:27957|issue:43352", - "issue:44484|issue:45478", - "issue:44263|issue:46172" + "issue:44483|issue:45464", + "issue:44263|issue:46172", + "issue:44484|issue:45478" ], - "prepared_review_unit_hash": "ba0427786b17e00b6631d473e2b564b4ff7b49be415eee10f6b325e88601b049", + "prepared_review_unit_hash": "5a3e639f3bd946a135e61be77a84cd598b9e011cc99c698452c86b97005c38e1", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35710, - "estimated_input_tokens": 8928, - "estimated_eval_tokens": 18112 + "serialized_chars": 35733, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a real duplicate set; it mixes unrelated Transformers issues across imports, tokenization, model loading, dtype, and API behavior. The closest umbrella item is the broad import-regression report, but there is no single canonical bug covering the whole set.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical duplicate stands out because the issues are heterogeneous. If an umbrella representative is needed, issue 45278 is the broadest import-regression report, but it does not match most of the other items.", + "summary": "This cluster is mostly heterogeneous Transformers issues with weak overlap. I found one plausible duplicate pair around tokenizer regression in v5; the rest look unrelated or only superficially similar.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43122 is the closest representative of the only clearly overlapping subtopic (tokenizer behavior regression in v5). Even so, the cluster overall is too mixed to support a single strong canonical issue for all items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general and representative of the recurring import/regression theme, so it is the best umbrella issue among this set.", + "best_issue_reason": "Issue 43122 is the broadest and most representative of the tokenizer-regression pair, but it should not be treated as a universal canonical for the full cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Different problems: tokenizer output changed across versions vs a noisy logging message." + "reason": "Different tokenization regression vs a noisy logging complaint; no shared code-path bug." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Different models and failures: SAM3 type mismatch warning vs MobileLLM loading key error." + "reason": "SAM3 tracker/model-type warning is unrelated to MobileLLM loading key errors." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen chat crash and feature-extractor performance are different subsystems and bugs." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 backend settings issue is unrelated to MLA rms_norm_eps precision mismatch." + "reason": "TF32 API behavior and MLA layernorm epsilon handling are unrelated." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:42490", + "right": "issue:42673", "accept": false, - "reason": "Qwen chat crash is unrelated to a SequenceFeatureExtractor padding performance issue." + "reason": "Local-path import warning is unrelated to VRAM leakage in Qwen3ForCausalLM." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Config-loading strictness bug is unrelated to a documentation parameter-name mismatch." + "reason": "Strict config loading and a documentation parameter-name mismatch are not the same bug." }, { - "left": "issue:42490", - "right": "issue:42673", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Local-path import warning is unrelated to a VRAM leak in Qwen3ForCausalLM." + "reason": "Shard-size behavior and Qwen3.5-Moe from_pretrained errors do not share a concrete failure mode." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:42371", + "right": "issue:46617", "accept": false, - "reason": "Save-pretrained shard-size question is unrelated to Qwen3.5 Moe from_pretrained failure." + "reason": "TF32 settings warning and trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Missing import in configuration_utils is unrelated to _torch_extract_fbank_features behavior." + "reason": "Missing layer_type_validation import and audio feature extraction issues are different problems." }, { "left": "issue:39401", @@ -14966,128 +14879,125 @@ "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig is a different failure than unrecognized-model config loading." + "reason": "Invalid GenerationConfig and unrecognized model/config issues are separate loading/validation failures." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific missing import is not the same underlying bug as a broad report of many import errors." - }, - { - "left": "issue:42371", - "right": "issue:42831", - "accept": false, - "reason": "TF32 control settings are unrelated to FineGrainedFP8 accuracy issues." + "reason": "A single missing import and broad import errors after upgrade are not clearly the same defect." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model bugs: missing projections vs from_pretrained error." + "reason": "Missing Qwen3Next projections and Qwen3.5-Moe from_pretrained errors are different model-loading bugs." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose breakage is unrelated to TensorFlow backend installation behavior." + "reason": "VitPose model breakage is unrelated to TensorFlow backend installation issues." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Unused SGD args and double optimizer stepping are different optimizer bugs." + "reason": "Unused SGD args and double optimizer stepping with deepspeed are not the same code path." }, { "left": "issue:43066", "right": "issue:43122", - "accept": false, - "reason": "Both are tokenizer regressions, but one is decoder-type metadata and the other is changed tokenization output; not the same bug." + "accept": true, + "reason": "Both report a v5 tokenizer regression; 'wrong tokenizer decoder type' plausibly explains the changed tokenization behavior." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TensorFlow extra installation problem is unrelated to VitPose model breakage." + "reason": "Packaging/backend dependency selection is unrelated to VitPose model breakage." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings API and unexpected position-id keys are different regressions." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Missing image-patch method in GLM46V is unrelated to MLA layernorm epsilon handling." + "reason": "Removed tie_embeddings API and unexpected position-id keys are not the same bug." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is not the same as GLM-5 RoPE implementation." + "reason": "torch.split return-value handling and GLM-5 RoPE implementation are separate issues." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both involve dtype, but one is a warning and the other is a Blip2 loading bug where submodules stay float32." + "reason": "Compilation warning for bf16 models and Blip2 dtype propagation are related only loosely, not a single concrete bug." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache/chunked prefill issue is unrelated to a testing_utils bug." + "reason": "Chunked-prefill cache regression and a testing_utils bug are unrelated." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Missing AutoImageProcessor import is unrelated to PreTrainedConfig type checking." + "reason": "Missing AutoImageProcessor export and PreTrainedConfig type-checking breakage are different API regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper in GLM46V and MLA layernorm epsilon handling are unrelated." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression is unrelated to TensorFlow backend installation errors." + "reason": "Config type-checking and TensorFlow backend dependency issues do not share a code path." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to missing qkv/gate projections in qwen3next." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Both are chat API failures, but the affected code paths and symptoms differ enough to reject as duplicates." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-definition problems." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Flash Attention 2 support failures on different models are not the same concrete bug." + "reason": "Both mention Flash Attention 2, but they are different model support requests/issues." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Same broad model family, but save-pretrained shard sizing is unrelated to Qwen3.5 Moe loading." + "reason": "Both involve chat/completions, but one is a generic API acceptance issue and the other is a Qwen3.5-0.8B streaming failure." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different GLM-v4/v4.0-related tensor issues with distinct code paths and symptoms." + "reason": "GLM torch.split behavior and deepseek-v4 comb transpose/dtype handling are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size question and Qwen3.5-Moe from_pretrained failure are not the same issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted overlap (43066/43122) is a plausible tokenizer-regression duplicate, and the rest of the pairwise rejections do not overstate evidence from the titles/body metadata alone." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15102,7 +15012,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:38617", "issue:42757", @@ -15160,9 +15070,9 @@ "issue:43097|issue:43452", "issue:45003|issue:45341", "issue:43986|issue:45341", - "issue:43874|issue:44263", "issue:45753|issue:46369", "issue:44933|issue:46231", + "issue:43874|issue:44263", "issue:44261|issue:44485", "issue:44117|issue:44987", "issue:43673|issue:46123", @@ -15170,9 +15080,9 @@ "issue:43531|issue:45341", "issue:45440|issue:46172", "issue:43064|issue:44315", - "issue:43986|issue:45372", - "issue:43097|issue:45588", "issue:38617|issue:42757", + "issue:43097|issue:45588", + "issue:43986|issue:45372", "issue:43097|issue:46050", "issue:44410|issue:45375", "issue:44038|issue:44410", @@ -15186,220 +15096,220 @@ "issue:43986|issue:44117", "issue:44380|issue:46421" ], - "prepared_review_unit_hash": "9b0e2e0689d9293db91e01703607284f3834aea668e0b4b5e76a1659e8e95704", + "prepared_review_unit_hash": "c5d61b9861faa684850b412b2444f1cba763ce9393ec5ce4996bbc7b779a0bd9", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36845, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "serialized_chars": 36850, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs span unrelated import errors, model-loading regressions, attention/backend bugs, cache issues, and trainer/test problems. I do not see any true duplicate pair, and there are no PRs in the cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the items do not share one underlying bug; they are mostly unrelated reports across different subsystems and models.", + "summary": "The set is mostly a collection of unrelated bugs across different models, import paths, training flows, and utilities. None of the soft-similarity pairs looks like the same underlying issue closely enough to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43502 is a clear, reproducible, well-scoped bug with an obvious expected-vs-actual mismatch around respecting local_files_only=True.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue for dedupe purposes. If forced to pick a representative bug report, issue 43986 is a clear, self-contained runtime failure, but it is not a hub for the rest of the cluster.", + "best_issue_reason": "issue:43502 is the strongest representative issue here: concrete, user-facing, and narrowly actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Different bugs: one is about a missing ReLU in a DSA indexer, the other a DeepSeek-V4 tensor transpose/cast issue." + "reason": "Different model/code paths and symptoms; one is about a DSA indexer activation detail, the other a DeepSeek-v4 tensor operation." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but they hit different code paths: Ministral-3 v5 RC failure vs degenerate training in sequence classification." + "reason": "Both mention flash attention, but the affected models and failures differ: Ministral-3 load failure vs degenerate training in sequence classification." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Related model family, but different failures: weight-shape mismatch on Qwen3-VL-30B vs Qwen3-VL-Moe bug in v5." + "reason": "Same broad Qwen3-VL family, but one is a weight-shape mismatch and the other is a model-specific transformers 5.0 bug; not the same concrete defect." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Unrelated regressions: removed `tie_embeddings_and_encoder_decoder` vs `gguf_file` breaking AutoTokenizer/AutoModel loading." + "reason": "Different bugs: one is a missing/removed embedding-tie API signal, the other is gguf_file handling in from_pretrained loaders." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Different subsystems: unsafe `sys.modules` access in modeling_utils vs a small testing_utils bug." + "reason": "Unrelated subsystems; sys.modules access in modeling_utils is not the same as a testing_utils bug." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video-model processor loading crash without torchvision is unrelated to the testing_utils issue." - }, - { - "left": "issue:43874", - "right": "issue:44263", - "accept": false, - "reason": "Different GLM issues: missing image-patch helper vs a torch.split return-value/indexer problem." + "reason": "Completely different areas: AutoProcessor/video-model torchvision dependency vs a testing_utils issue." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Both are model/runtime complaints, but one is an infinite-loop image generation bug and the other is memory overflow in sam3-litetext." + "reason": "Different models and failure modes: one is an infinite loop on a specific Qwen3_5 image, the other is a memory overflow in sam3-litetext." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Import failure from image_utils and a documentation parameter-name mismatch are not the same bug." + "reason": "An import/export bug in image_utils is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both touch GLM-related code, but they are different missing-return/shape issues in different components." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model-definition issues: missing `rms_norm_eps` in MLA vs GLM-5 RoPE implementation concerns." + "reason": "Different numerical/modeling bugs: rms_norm_eps precision handling vs RoPE implementation for GLM-5." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "A tokenizer mapping edge case is unrelated to the `physical-intelligence/fast` loading failure." + "reason": "Both are loading-related, but the reported failures are different: tokenizer mapping None vs a specific model load failure." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Both involve generation/pipeline state, but chunked-prefill cache missing and partial-batch masking are distinct problems." + "reason": "Different cache/pipeline behaviors; chunked_prefill cache missing is not the same as final-batch is_last handling." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Processor loading without torchvision and `max_shard_size` behavior in save_pretrained are unrelated." + "reason": "No overlap beyond being general API issues; torchvision absence is unrelated to max_shard_size behavior." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the testing_utils bug." + "reason": "Unrelated bugs: Qwen3-MoE sliding_window behavior vs a small testing_utils issue." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both touch DeepSeek-family models, but one is architectural divergence from remote implementation and the other is a low-level tensor op issue." + "reason": "Both are DeepSeek-related, but they describe different model implementations and different tensor/code-path problems." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different training problems: optimizer-state corruption under FSDP2/PEFT vs Liger Kernel not applying with model_init." + "reason": "Different training-stack problems: FSDP2/PEFT optimizer-state corruption vs Liger Kernel not applied with model_init." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Missing torchvision during video-model loading is unrelated to the Mistral/Gemma ReasoningEffort import error." + "reason": "Both are import errors, but for different symbols in different modules; they do not appear to share one root cause." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "One is a v5 API removal issue; the other is a FlashAttention crash on `s_aux=None` for sink-less models." + "reason": "Unrelated issues: tie_embeddings API removal vs flash_attention.py crashing on sink-less models." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Both are ImportError reports, but they reference different missing symbols from different packages." + "reason": "Different missing dependency/import failures affecting different processors and packages." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "The tie-embeddings removal and the sinq save/load quantization breakage are distinct regressions." + "reason": "One concerns an API removal notice, the other a quantization save/load corruption issue." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen-related, but one is missing projections in layer 0 and the other is a missing config field dropped by strict validation." + "reason": "Both involve Qwen3_5/MoE vision configs, but the concrete missing fields and failure modes are different." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Same broad model family, but different concrete failures: Qwen3-VL-Moe bug vs qwen3next missing attn projections." + "reason": "Same general model family, but one is a Qwen3-VL-Moe bug and the other is missing projections in qwen3next layer 0." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different import errors involving different symbols (`layer_type_validation` vs `HybridCache`)." + "reason": "Different missing imports from different namespaces; not enough evidence of a shared underlying export bug." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "`local_files_only=True` still triggering network access is unrelated to the UMT5Encoder missing-weight issue." + "reason": "Different from_pretrained bugs: network access despite local_files_only versus a missing embed_tokens.weight in UMT5Encoder." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A flaky integration test due to missing seeds is unrelated to a noisy logging message." + "reason": "A flaky test needing set_seed is unrelated to a noisy logging message." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken argument duplication and tokenizer-mapping None handling are separate tokenizer bugs." + "reason": "Tokenizer construction argument conflict and tokenizer mapping None are different bugs." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Tie-embeddings removal and offloading with quantization are different issues in different parts of the stack." + "reason": "Different topics: API removal around tie_embeddings versus offloading behavior with quantization." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "`trainer.evaluate()` failing after training is not the same as being unable to import Trainer because of datasets." + "reason": "trainer.evaluate after train and inability to import Trainer due to datasets are different failure modes." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs propagation and the auto_docstring future-annotations crash are unrelated." + "reason": "Different call sites and bugs: kwargs not forwarded to cached_file vs AttributeError in auto_docstring processing with future annotations." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video processor loading without torchvision is unrelated to tokenizer mapping returning None." + "reason": "No common underlying defect: video-model processor loading dependency issue vs tokenizer mapping assumption." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling being ignored in SDPA/FlashAttention is a different bug than chunked-prefill cache lazy initialization causing recompilation." + "reason": "Different cache/attention problems; GPT2 attention scaling under SDPA/FlashAttention is not the same as lazy cache initialization recompilation." } ] }, @@ -15421,7 +15331,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:36683", "issue:38617", @@ -15479,8 +15389,8 @@ "issue:42907|issue:44655", "issue:43012|issue:43550", "issue:42907|issue:45753", - "issue:43012|issue:44368", "issue:43992|issue:44484", + "issue:43012|issue:44368", "issue:43825|issue:44655", "issue:45712|issue:46298", "issue:43066|issue:43906", @@ -15496,9 +15406,9 @@ "issue:36683|issue:43582", "issue:43064|issue:44380", "issue:43012|issue:44683", + "issue:43208|issue:43526", "issue:42175|issue:46365", "issue:42490|issue:43012", - "issue:43208|issue:43526", "issue:42757|issue:43824", "issue:38617|issue:43502", "issue:44483|issue:44514", @@ -15506,226 +15416,226 @@ "issue:44038|issue:44230", "issue:45698|issue:46172" ], - "prepared_review_unit_hash": "9c44176fed5cf5402851ffeb85c77b952a59f3a356cda10cd563a1eace6a724a", + "prepared_review_unit_hash": "2fdb4c31733d7e89b8707c5a5d9eecc6781daaf547df2e565eba5a4729ac0000", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37038, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "serialized_chars": 37035, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster emerges here: the soft pairs mostly share broad themes like imports, save/load, or model-specific bugs, but they point to different code paths and fixes. No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43502 is the clearest self-contained bug report in the set: specific symptom, reproducible behavior, and a direct code-path claim.", + "summary": "This cluster is heterogeneous: most items are distinct Transformers bug reports across unrelated subsystems. None of the soft-edge pairs look like the same underlying bug/change, so I would keep them separate. If one issue must represent the cluster, issue:45698 is the best anchor because it is the most active and broadly about save/load module resolution.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45698 has the strongest discussion/inbound activity and is the broadest, most representative save/load serialization bug in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43502 is the strongest standalone issue to anchor triage because it is concrete, actionable, and not overly model- or environment-specific.", + "best_issue_reason": "issue:45698 is the most central issue here: it is open, highly discussed, and addresses a general from_pretrained/save_pretrained correctness problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "Video-model import crash vs notebook syntax error; unrelated failures." + "reason": "Different failures: one is an AutoProcessor video-model import crash, the other is a notebook syntax error." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure vs unsupported tensorflow_text backend mapping; different problems." + "reason": "Unrelated problems: Python 3.14 import/load failure vs backend-mapping error for tensorflow_text." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs vs Bamba SDPA torch.compile failure; different models and code paths." + "reason": "Different models and failure modes: xLSTM training bugs vs Bamba torch.compile/SDPA issue." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized model save failure vs pipeline.save_pretrained handling; both about saving, but not the same bug." + "reason": "Both mention saving, but one is dequantized model save failure and the other is Pipeline.save_pretrained support; not the same bug." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "bfloat16 warning during compile vs SDPA compile failure; warning-only vs actual backend bug." + "reason": "One is a bfloat16 compilation warning, the other is a model compile failure with SDPA." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models vs Qwen3_5 image looping; unrelated symptoms." + "reason": "Dequantized save failure and Qwen3_5 infinite-loop-on-image are unrelated." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "PyTorch precision warning vs tie_word_embeddings config warning; different trigger and fix." + "reason": "UMT5 missing embed weights on load is unrelated to the max_shard_size question." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Missing checkpoint weight vs max_shard_size question; unrelated save/load issues." + "reason": "Different concerns: PyTorch precision warning vs tie_word_embeddings warning in a separate model/config context." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Incorrect pipeline task messaging vs saving Pipeline objects; different code paths." + "reason": "Pipeline translation-message bug is unrelated to Pipeline.save_pretrained serialization." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes vs noisy logging; not the same defect." + "reason": "Dummy-class cleanup/CI leak is unrelated to a noisy logging message." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type vs an isolated reproduction of another issue; insufficient evidence of same bug." + "reason": "Wrong tokenizer decoder type and an isolated reproduction issue are not the same underlying defect." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Nemotron FlashAttention2 unsupported vs GPT2 attention scaling ignored; different attention/backends." + "reason": "Nemotron Flash Attention support error is unrelated to GPT2 attention scaling being ignored." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed config API vs noisy logging; unrelated." + "reason": "Removed tie_embeddings_and_encoder_decoder behavior is unrelated to a logging complaint." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Model-specific FlashAttention support vs Python version compatibility; unrelated." + "reason": "Flash Attention support error and Python version compatibility failure are different issues." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage vs DeepSeek tensor operation issue; different models and failures." + "reason": "ESM2 training breakage is not the same as a dtype/transpose bug in deepseek-v4." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper generation edge case vs Trainer import dependency conflict; unrelated." + "reason": "Whisper empty-transcription failure is unrelated to importing Trainer being affected by datasets." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Attention scaling ignored in backends vs register behavior change; different API behavior." + "reason": "GPT2 backend-specific attention scaling bug is different from AttentionInterface.register changing function behavior." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "Optional post_init validation vs importing Trainer; unrelated." + "reason": "patchtsmixer post_init restriction and Trainer import conflict are unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained moe vs Qwen3.5 MoE from_pretrained error; same model family but not clearly the same bug." + "reason": "FP8 save_pretrained moe and Qwen3.5 Moe from_pretrained error concern different code paths." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention backend config bug vs degenerate classification loss; unrelated." + "reason": "Attention scaling being ignored is unrelated to the degenerate zero-loss classification bug." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Missing Gemma3Config vocab_size vs Apple Silicon allocator TypeError; unrelated." + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2 optimizer state corruption vs GPT2 attention config ignored; different subsystems." + "reason": "FSDP2 optimizer-state placement bug is unrelated to GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Precision warning vs flex_attention torch>=2.9 failure; not the same bug." + "reason": "PyTorch precision warning and compiled flex_attention failure are different issues." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Missing tensorflow backend in extras install vs Trainer import conflict with datasets; different dependency issues." + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels bug are unrelated." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "Trailing-slash local model path warning vs bfloat16 precision warning; unrelated." + "reason": "TensorFlow backend packaging issue is unrelated to a Trainer import conflict involving datasets." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "xLSTM training bugs vs BeitImageProcessorFast reduce_labels bug; different components." + "reason": "Trailing-slash local model import warning is unrelated to a bfloat16 compile warning." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Different missing imports from different packages; same failure type, but not the same symbol or fix." + "reason": "is_offline_mode import failure and Qwen2_5_VLForConditionalGeneration import failure are different missing-symbol problems." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Removed configuration_utils export vs local_files_only still making requests; unrelated." + "reason": "layer_type_validation import breakage is unrelated to local_files_only still making API requests." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat completions API rejection vs Qwen2_5_VLProcessor batched padding crash; different request paths." + "reason": "OpenAI-compatible chat endpoint request handling and Qwen2_5_VLProcessor batched chat-template crash are unrelated." }, { "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "Broken auto_mappings reference vs noisy logging; unrelated." + "reason": "auto_mappings CI breakage from removed configs is unrelated to a noisy logging message." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Qwen3-VL-Moe bug vs FP8 inference support request; related model family but different issues." + "reason": "General transformers 5.0/Qwen3-VL-Moe bug and fp8 inference support request are not the same bug." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Wrong custom module loaded after save_pretrained vs DeepSeek tensor transpose issue; unrelated." + "reason": "from_pretrained selecting the wrong custom module after save_pretrained is unrelated to the deepseek dtype/transpose bug." } ] }, @@ -15747,7 +15657,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:36010", "issue:36683", @@ -15801,14 +15711,14 @@ "issue:43618|issue:44380", "issue:43618|issue:43761", "issue:43299|issue:43867", - "issue:42994|issue:44655", "issue:44483|issue:45290", + "issue:42994|issue:44655", "issue:36683|issue:43475", "issue:43756|issue:44485", "issue:42898|issue:43066", "issue:44625|issue:46365", - "issue:36010|issue:42757", "issue:45276|issue:46077", + "issue:36010|issue:42757", "issue:43352|issue:43937", "issue:43611|issue:44655", "issue:44655|issue:46050", @@ -15822,8 +15732,8 @@ "issue:43618|issue:45216", "issue:36683|issue:44625", "issue:43992|issue:45310", - "issue:43010|issue:45278", "issue:43064|issue:44492", + "issue:43010|issue:45278", "issue:44075|issue:46365", "issue:44355|issue:44855", "issue:43867|issue:45375", @@ -15833,238 +15743,238 @@ "issue:42890|issue:45561", "issue:43010|issue:45850" ], - "prepared_review_unit_hash": "ebab37df0eb16539eb6738e5fc970b10a9654d23fe6e5370896fbf569c4c9f28", + "prepared_review_unit_hash": "bd27a9955c029c1bd9eb899d87a35a7390dcbd4ab1869d372e32963dbbd86768", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 36935, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "serialized_chars": 36938, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose bundle of mostly unrelated Transformers v5 regression reports (imports, configs, model-specific loading/saving, tokenizer/chat/template behavior, test flakiness). I do not see any true duplicate pairs among the soft candidates.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 45278 is the broadest version-regression report in the set and best matches the cluster\u2019s general theme of upgrade breakages, though it is still quite umbrella-like.", + "summary": "This is a loose Transformers v5 regression cluster, but the items span many unrelated models and code paths. The soft edges mostly reflect superficial similarity (imports, save/load, configs, attention outputs) rather than true duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most representative single issue for this cluster because it frames the wider v5 breakage pattern better than the narrower model- or API-specific reports.", + "best_issue_reason": "issue:45278 is the broadest concrete umbrella in the set: it explicitly reports widespread import failures after upgrading to v5.5.0, making it the best representative triage anchor, though it still does not cover the model-specific bugs here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Both are attention-related regressions, but one is CLIP output wiring and the other is GPT-2 attention scaling under SDPA/FlashAttention; different code paths and bugs." + "reason": "Different bugs: CLIP output attentions missing vs GPT2 attention scaling ignored under SDPA/FlashAttention." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Same model family and both are CLIP v5 regressions, but one is missing attentions and the other missing hidden_states; not the same underlying bug." + "reason": "Both are CLIP output regressions, but one is missing attentions and the other missing hidden_states; not enough evidence of one shared bug." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different failure modes: Qwen3VL MoE model loading vs a generic state_dict sorting load error." + "reason": "Qwen3VL MoE loading failure and a generic state_dict-sorting load error are different code paths." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Both involve save_pretrained, but one is quantized-model saving and the other is Pipeline serialization; distinct issues." + "reason": "Chat-completions request validation and apply_chat_template tool-call crashes are distinct layers of the stack." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "One is an API request acceptance problem, the other is chat template tokenization on assistant tool-call messages; different layers and bugs." + "reason": "Quantized checkpoint saving and saving Pipeline objects are different serialization problems." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are missing-attribute errors, but for different configs/outputs and different models." + "reason": "Unrelated model attribute bugs: Gemma3 vocab_size vs Sam3VisionEncoderOutput fpn_position_embeddings." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they concern different models and different implementation errors, not the same bug." + "reason": "Both mention RoPE, but they concern different models and different implementation bugs." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Tokenizer-related regressions, but one is cleanup-space behavior and the other is decoder type selection; not duplicates." + "reason": "Tokenizer cleanup behavior change and wrong tokenizer decoder type are separate regression reports." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Unrelated issues: Qwen3.5 label propagation vs importing Trainer being affected by datasets." + "reason": "Qwen3.5 num_labels propagation and Trainer import failure via datasets are unrelated." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Both are import errors, but from different packages and symbols with different causes." + "reason": "Gemma4 embedding resize behavior and Gemma4 attention-mask construction are different bugs." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Same Gemma4 area, but one is embedding resize propagation and the other is bidirectional-attention masking; different code paths." + "reason": "Different missing imports from different packages: GenerationMixin vs is_offline_mode." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Completely different problems: Flash Attention support warning vs invalid GenerationConfig for GLM-5." + "reason": "Flash Attention 2 support gating and invalid GenerationConfig are unrelated failures." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model-loading compatibility vs Pipeline save_pretrained serialization; not the same bug." + "reason": "Base-model-prefix loading regression and Pipeline.save_pretrained failure are different serialization/load issues." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both are save/load related, but one is Pipeline saving and the other is quantized model roundtrip after save_pretrained/from_pretrained." + "reason": "Pipeline save_pretrained and quantized-model roundtrip after save/load are not the same bug." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Different model/config bugs: Gemma3Config missing vocab_size vs patchtsmixer post_init allowance." + "reason": "Different problems in different subsystems: config attribute missing vs optimizer args ignored." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both touch checkpoint/loading, but one is sorted state_dict load failure and the other is incorrect Qwen3.5 save_pretrained output." + "reason": "A generic state_dict ordering load error is not the same as Qwen3.5's incorrect saved checkpoint regression." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but for different interpreter versions and different failure causes." + "reason": "Both are Python-version compatibility issues, but for different Python releases and failure modes." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Different model-specific issues: Flash Attention support vs missing auxiliary losses in D-FINE." + "reason": "Flash Attention support and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different model families and bugs; one is label propagation, the other is attention-mask construction." + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention are separate features/bugs." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Both are Gemma4/Llama config-related, but one is attention masking and the other is explicit head_dim validation." + "reason": "Gemma4 attention-mask logic and LlamaConfig head_dim validation do not share the same underlying change." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing-config-attribute bugs in different models." + "reason": "Different config-attribute omissions in different models; no shared code-path evidence." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression vs Qwen3.5 checkpoint save regression; unrelated code paths." + "reason": "CLIP output field regression and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Both are config propagation issues, but with different fields and different models." + "reason": "Different missing/propagation config fields in different model families." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different Qwen3.5-related bugs: missing embed_tokens.weight vs from_pretrained load failure." + "reason": "Both are Qwen3.5-related, but one is missing embed_tokens.weight in UMT5Encoder and the other is a MoE from_pretrained error." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Cache no_grad decoration request vs broad import-error report; unrelated." + "reason": "Distributed optimizer-state corruption and a typo in cache strategies are completely different issues." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Trainer/FSDP/PEFT optimizer state bug vs a cache-strategy typo; not duplicates." + "reason": "Cache update no_grad semantics and broad post-upgrade import failures are not the same code path." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer argument handling vs importing Trainer with datasets installed; unrelated." + "reason": "Optimizer SGD args not being used is unrelated to Trainer import failing because of datasets." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both mention import/compile-time failure, but one is compiled Python file handling and the other is torch.jit.script parsing with a decorator/comment issue." + "reason": "Compiled .py file execution errors and Python 3.13 torch.jit.script parsing/IndentationError are different failures." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different load/save issues: generic sorted state_dict loading vs Qwen3_5MoeVisionConfig field dropping under strict config handling." + "reason": "Model load failure from sorted state_dict is not the same as a missing vision-config field being dropped." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Different compatibility regressions: Python 3.14 load failure vs PretrainedConfig type-checking breakage in v5.4.0." + "reason": "Different regressions: Python 3.14 import/load failure vs v5.4 PretrainedConfig type-checking breakage." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Different roundtrip/loading bugs: generic model load failure vs Gemma pipeline roundtrip on a specific token." + "reason": "State_dict ordering load issues and Gemma pipeline roundtrip failure on \u2581 are unrelated." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Different domains: missing config field in Gemma3 vs Trainer optimizer-state corruption under FSDP2/PEFT." + "reason": "A config attribute regression and a distributed optimizer-state bug do not share a concrete code path." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Test flakiness due to missing set_seed vs xdist race on captured_info.txt; different failures." + "reason": "Flaky tests due to missing set_seed and xdist race on captured_info.txt are separate testing issues." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Specific cache update decoration request vs a broad complaint that v5 breaks many models; not the same bug." + "reason": "A specific cache-update bug and a vague broad complaint that v5 breaks many models are not duplicates." } ] }, @@ -16086,7 +15996,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:28282", "issue:30333", @@ -16096,7 +16006,6 @@ "issue:36296", "issue:41669", "issue:42548", - "issue:42831", "issue:42890", "issue:43010", "issue:43065", @@ -16107,7 +16016,7 @@ "issue:43576", "issue:43618", "issue:43723", - "issue:43827", + "issue:43824", "issue:43867", "issue:43874", "issue:43976", @@ -16123,11 +16032,11 @@ "issue:44387", "issue:44485", "issue:44556", + "issue:44734", "issue:44749", "issue:44857", "issue:44961", "issue:44964", - "issue:45071", "issue:45125", "issue:45357", "issue:45375", @@ -16135,14 +16044,15 @@ "issue:45478", "issue:45600", "issue:46132", - "issue:46285" + "issue:46285", + "issue:46617" ], "soft_pairs": [ "issue:41669|issue:44246", - "issue:43867|issue:45357", "issue:36296|issue:43575", - "issue:43010|issue:43976", + "issue:43867|issue:45357", "issue:43992|issue:45478", + "issue:43010|issue:43976", "issue:43618|issue:44077", "issue:28282|issue:33453", "issue:43618|issue:46285", @@ -16154,10 +16064,13 @@ "issue:42890|issue:45600", "issue:44387|issue:44556", "issue:43723|issue:44556", + "issue:43874|issue:46617", "issue:44222|issue:45125", + "issue:44734|issue:46617", "issue:43010|issue:43065", "issue:43576|issue:46132", "issue:43502|issue:44485", + "issue:43824|issue:46617", "issue:45125|issue:45478", "issue:44355|issue:44749", "issue:42548|issue:44351", @@ -16165,253 +16078,240 @@ "issue:45125|issue:45375", "issue:43010|issue:43232", "issue:43502|issue:44222", - "issue:42831|issue:43874", "issue:43502|issue:44961", "issue:30990|issue:31795", - "issue:43299|issue:44556", - "issue:43827|issue:44961", - "issue:30333|issue:36296", - "issue:44355|issue:45071" + "issue:43299|issue:44556" ], - "prepared_review_unit_hash": "0ba0a1303c25f0784ee8dfb9308f5a1a71929b77d564fd8704a295bafee61a6f", + "prepared_review_unit_hash": "8885489afd73d90ef63cdd9f6b419504cccd60fded6100600f55ceb67005417c", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37382, - "estimated_input_tokens": 9346, - "estimated_eval_tokens": 18948 + "soft_pair_count": 33, + "serialized_chars": 37159, + "estimated_input_tokens": 9290, + "estimated_eval_tokens": 18836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a noisy mix of unrelated bugs; the only loose commonality is v5-era loading/import regressions. No soft pair looks like a true duplicate or mergeable PR-style overlap.", - "confidence": 0.9, - "canonical_issue_reason": "issue:44556 is the broadest representative of the recurring v4-to-v5 loading regression theme, covering checkpoint reload failures rather than a single model-specific symptom.", + "summary": "Mostly unrelated issue set; the only strong duplicate-looking pair is the import-time slowdown report. No pull requests are present.", + "confidence": 0.83, + "canonical_issue_reason": "issue:41669 is the clearest duplicate target: it states the root symptom (slow `import transformers`) and has the broadest, most actionable description of the import-time regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the clearest high-level bug report in the cluster and best captures the shared user-visible failure mode among the loading-related items.", + "best_issue_reason": "issue:41669 is the best representative issue overall because it captures the broad performance regression that another report directly points to.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41669", "right": "issue:44246", + "accept": true, + "reason": "Same underlying problem: both report slow `import transformers`; 41669 already identifies the likely cause in model imports." + }, + { + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "One is about long import time from `import *` usage, the other about intermittent slow `import transformers`; related area, but not the same underlying bug." + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is a specific load-time OOM for Qwen2-57B-A14B-Instruct." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both are loading failures, but one is a generic state_dict ordering issue and the other is a Qwen3.5 visual-encoder save regression; different code paths." + "reason": "Different bugs and code paths: sorted state_dict load failure vs incorrect visual encoder keys saved by Qwen3.5 `save_pretrained`." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Both mention tensor parallelism/OOM, but one is a general training bug and the other is a specific model load OOM; not enough to treat as the same defect." + "reason": "Same API (`from_pretrained`) but different models and symptoms; no evidence they stem from the same root cause." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "`@torch.no_grad` on cache/layer updates is unrelated to Python version support breaking Transformers 5.1.0." - }, - { - "left": "issue:43992", - "right": "issue:45478", - "accept": false, - "reason": "Both concern Qwen3.5/MoE loading, but one is missing `embed_tokens.weight` while the other is a broader `from_pretrained` error; different failure modes." + "reason": "Unrelated: cache/update no_grad behavior versus a Python version compatibility issue." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "One is a CLIPOutput attentions regression, the other is a patchtsmixer `post_init` policy issue; no shared bug." + "reason": "Different subsystems and failures: CLIP output attentions assignment vs `patchtsmixer` post-init validation." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch missing import error versus tokenizer loading regression are separate dependency/setup problems." + "reason": "ImportError for missing PyTorch dependency is unrelated to tokenizer loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIP attentions missing and CLIP text-model structure inconsistency are different API regressions." + "reason": "Both touch CLIP internals, but one is about attentions not being assigned and the other is a structure inconsistency between CLIP text models." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIP output field regression and LwDetr image-loss AMP crash are unrelated subsystems." + "reason": "Different models and failures: CLIP attentions bug vs LwDetrImageLoss AMP/CUDA crash." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A DSA indexer activation bug is not the same as DeepSeekV3MoE implementation divergence." + "reason": "Different code paths and symptoms; DSA indexer ReLU discussion is not the same as DeepSeekV3 MoE divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test flakiness from missing seeds is unrelated to Phi-4 multimodal loading failure." + "reason": "Test-seed flakiness in SAM HQ is unrelated to Phi-4 multimodal model loading." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network leakage and AddedToken keyword duplication are distinct tokenizer/config bugs." + "reason": "One is network access despite `local_files_only=True`; the other is a tokenizer `AddedToken` argument error." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test failures, but one is seed-related flakiness and the other is a stale device override test; different causes." + "reason": "Both are test issues, but they concern different models and failure modes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Seed-related Sam3HQ test instability is unrelated to stale auto_mappings references for Sam3LiteText configs." + "reason": "SAM HQ seed flakiness is unrelated to auto-mapping references to removed configs." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Both can end in OOM or load problems, but int4 quantization memory growth is a different issue than checkpoint reload compatibility." + "reason": "Different regressions: int4 CUDA memory OOM vs inability to reload old checkpoints after upgrade." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload regression are both v5 load issues, but they affect different APIs and code paths." + "reason": "Tokenizer loading regression and checkpoint reload incompatibility are distinct problems." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper in GLM46V is unrelated to cache loading FileNotFoundError for trust_remote_code models." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained bugs and missing `_tp_plan` for tensor parallelism are separate model-initialization/export problems." + "reason": "Different issues: FP8 `save_pretrained` behavior vs missing `_tp_plan` for tensor parallelism." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Serving KV-cache continuation crash is not the same bug as loading a remote-code model from cache." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache/layer update decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated implementation issues." + "reason": "Different model components and bug types; no shared underlying change." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken `transformers env` output and AttentionInterface.register behavior change are different CLI/API regressions." + "reason": "Broken `transformers env` command is unrelated to attention registration behavior changes." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "`local_files_only=True` network requests and GLM-5 RoPE implementation discussion are not the same bug." + "reason": "Different areas: offline loading bug versus GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Both are load-time import failures, but one is a missing top-level symbol and the other is a cache/remote-code file lookup error." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Missing `_tp_plan` and Qwen3.5 MoE `from_pretrained` failure are related to the model family but are not the same concrete defect." + "reason": "Related model family, but one is specifically missing `_tp_plan` and the other is a broad `from_pretrained` error; not enough evidence of the same concrete bug." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and Chinese-language performance regression on upgrade are unrelated." + "reason": "Compiled Python file errors are unrelated to the reported 10x slowdown after upgrading from 4.57.3 to 5.3.0." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "`PreTrainedModel` import failure and `HybridCache` import failure are different missing-symbol regressions." + "reason": "Both are import errors, but they involve different exported symbols and likely different regressions." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow run reporting on training failure is unrelated to tokenizer loading regression." + "reason": "MLFlow job reporting on failure is unrelated to tokenizer loading regression." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing tensor-parallel plan and missing vision config field are different Qwen3.5 issues." + "reason": "Missing tensor-parallel plan and missing vision config field are distinct Qwen3.5 issues." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "No-grad decoration for cache updates and `_update_model_kwargs_for_generation` sync behavior are different generation internals." + "reason": "Both are generation-related, but they target different logic paths and symptoms." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Remote fetches despite `local_files_only=True` and FP8 save_pretrained MOE issues are unrelated." - }, - { - "left": "issue:42831", - "right": "issue:43874", - "accept": false, - "reason": "FineGrainedFP8 accuracy regression and missing image-patch method in GLM46V are different multimodal/quantization bugs." + "reason": "Offline network access bug and FP8 save_pretrained bug are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Local-files-only network access and a stray title-only issue (`racoon`) are not duplicates." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Sentence Transformers load hang and confusing documentation for forward inputs are unrelated." + "reason": "No meaningful overlap; `racoon` is not a duplicate of the local_files_only networking bug." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading breakage and generic v4.57-to-v5 checkpoint reload failure are similar in theme but not the same concrete bug." - }, - { - "left": "issue:43827", - "right": "issue:44961", - "accept": false, - "reason": "Docs still referencing removed `pipeline()` and the unrelated `racoon` issue have no overlap." - }, - { - "left": "issue:30333", - "right": "issue:36296", - "accept": false, - "reason": "MLFlow reporting on failed training and tensor parallel training bugs are different operational problems." - }, - { - "left": "issue:44355", - "right": "issue:45071", - "accept": false, - "reason": "Compiled file errors and `PretrainedConfig` type-checking regression are unrelated." + "reason": "Qwen3VL MoE loading failure and old-checkpoint reload failure are different regressions." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The only clearly supported duplicate-looking pair is issue:41669 with issue:44246, and the false soft-edge verdicts are appropriately cautious. No pull requests are present." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16426,30 +16326,32 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:27957", + "issue:30333", "issue:31795", "issue:33453", "issue:34689", "issue:36296", "issue:38617", "issue:41628", - "issue:41669", "issue:42548", "issue:42757", + "issue:43475", "issue:43525", "issue:43526", - "issue:43572", "issue:43576", "issue:43673", "issue:43824", + "issue:43827", "issue:43901", "issue:44038", "issue:44222", "issue:44230", "issue:44273", "issue:44315", + "issue:44351", "issue:44355", "issue:44360", "issue:44393", @@ -16463,21 +16365,22 @@ "issue:44961", "issue:45003", "issue:45071", - "issue:45092", "issue:45125", "issue:45230", - "issue:45278", "issue:45362", "issue:45468", "issue:45542", "issue:45753", "issue:45850", - "issue:46095", "issue:46143", "issue:46144", - "issue:46209" + "issue:46209", + "issue:46617" ], "soft_pairs": [ + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071", "issue:44355|issue:44655", "issue:33453|issue:34689", "issue:27957|issue:33453", @@ -16487,17 +16390,19 @@ "issue:43576|issue:43824", "issue:31795|issue:38617", "issue:44961|issue:45468", + "issue:44351|issue:46617", "issue:44485|issue:44961", "issue:43576|issue:44938", "issue:44908|issue:44961", "issue:44222|issue:44230", - "issue:36296|issue:43901", "issue:46143|issue:46144", + "issue:36296|issue:43901", "issue:41628|issue:42548", "issue:36296|issue:43526", + "issue:43475|issue:46617", "issue:44315|issue:46209", - "issue:43673|issue:44492", "issue:45362|issue:45850", + "issue:43673|issue:44492", "issue:44623|issue:45230", "issue:44273|issue:45542", "issue:44038|issue:45125", @@ -16505,252 +16410,234 @@ "issue:44273|issue:45003", "issue:44393|issue:45753", "issue:43576|issue:44556", - "issue:43525|issue:45850", - "issue:41669|issue:43673", - "issue:44556|issue:45092", - "issue:44230|issue:46095", - "issue:43572|issue:45850", - "issue:45278|issue:45850", - "issue:44492|issue:45850" + "issue:43525|issue:45850" ], - "prepared_review_unit_hash": "500acbfd7f191fc34f604e091288e43a650de5a6b1082f8ece2048f50737f9f2", + "prepared_review_unit_hash": "8ddd5533cee53e0be36b6d897a8168c95aab222d2128af81652b7b057624d53c", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 36950, - "estimated_input_tokens": 9238, - "estimated_eval_tokens": 18732 + "soft_pair_count": 33, + "serialized_chars": 36580, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose cluster of largely unrelated Transformers issues, mostly about v5 regressions, import errors, model-specific bugs, and a few docs/API complaints. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45278 is the clearest representative of the recurring v5 upgrade breakage theme, and its title is concrete enough to anchor the cluster better than the vaguer broad complaints.", + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues. I rejected all soft pairs as non-duplicates, and the best representative issue is the broad v5 breakage report.", + "confidence": 0.36, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella report in the set, covering general v5 regressions affecting many models, whereas the other issues are narrower import, model-specific, docs, or tooling bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most informative, broadly representative issue in this set: it captures a real, user-facing regression pattern without being overly vague.", + "best_issue_reason": "Issue 45850 is the most suitable cluster representative because it captures the common high-level theme of widespread v5 breakage without overfitting to one model or subsystem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs about pipeline removals and a generic 'racoon' issue are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training bugs." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file loading errors and PretrainedConfig type-checking regressions are different failures." + }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Different failure modes: compiled Python file execution vs pipeline save_pretrained serialization." + "reason": "Compiled Python file errors are unrelated to pipeline save_pretrained behavior." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but for different components and models; not the same bug." + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading are different model-loading problems." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention support for XLMRoberta is unrelated to tokenizer loading regression." + "reason": "XLMRoberta Flash Attention 2 support and tokenizer loading regression are not the same bug." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Top-level huggingface_hub import breakage vs transformers env command bug; different issues." + "reason": "A missing huggingface_hub import and the transformers env command are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Both are v5-related regressions, but one is a CLI/env issue and the other is a PretrainedConfig typing problem." + "reason": "Broken env command and PretrainedConfig type checking do not share the same code path." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Unrelated subsystems: model_init/Liger Kernel vs DSA indexer behavior." + "reason": "Liger Kernel not applied with model_init is unrelated to the DSA indexer ReLU discussion." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Different import failures affecting different symbols and likely different causes." + "reason": "The env command issue is unrelated to the Qwen2.5-VL import error." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion vs missing symbol import error; not the same underlying problem." + "reason": "Confusing forward docs and an ImportError for layer_type_validation are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No meaningful overlap beyond being open-ended bug reports." + "reason": "These are different topics: a placeholder issue and a Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different import/load issues." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "RoPE implementation discussion is unrelated to the racoon issue." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the 'racoon' issue." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are not the same underlying bug." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and an unrelated issue title with no shared code path." + "reason": "Scheduler kwargs handling and the 'racoon' issue are unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; different changes." + "reason": "FP8 save_pretrained behavior and FP8 inference support for Qwen3-VL-Moe are related by theme but not the same concrete bug." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Tensor parallel training bug vs pipeline docs mismatch; unrelated." + "reason": "Missing kwargs passthrough and not using the attention interface are adjacent RoFormer issues, but not the same fix." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Both involve RoFormer, but one is kwargs propagation and the other is attention-interface usage; not the same defect." + "reason": "Tensor-parallel training bugs and docs about return_all_scores are unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Separate import errors for different exported names; likely different missing-export regressions." + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are separate API export issues." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training vs BeitImageProcessorFast label reduction; unrelated." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are different subsystems." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:43475", + "right": "issue:46617", "accept": false, - "reason": "Model_init/Liger Kernel issue is unrelated to FP8 inference on B200." + "reason": "SAM 3 video attribute errors and trust_remote_code cache loading errors are unrelated." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Chunked prefill cache regression vs a typo in cache strategies; different bugs." + "reason": "Liger Kernel application with model_init and FP8 inference on B200 are different model/runtime problems." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Specific Qwen3.5 chat crash vs a broad complaint that many models break; not the same concrete issue." + "reason": "A specific Qwen3.5-35B chat crash is not the same as a broad 'many models break' report." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "GenerationMixin cache missing during chunked_prefill and a typo in cache strategies are unrelated." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "A specific missing-files save_pretrained bug cannot be merged with a generic placeholder bug report." + "reason": "Missing processor.save_pretrained files and a generic bug report are not duplicates." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading regression and TensorFlow/tensorboard backend error are different problems." + "reason": "Lazy loading problems and an undefined tf backend error are different failures." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both touch Qwen3/5.0, but one is a model compatibility bug and the other is missing tensor-parallel plan support." + "reason": "Qwen3-VL-Moe v5 bug and missing tensor-parallel plan for Qwen3_5Moe are different issues." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box output bug is unrelated to PretrainedConfig type checking." + "reason": "Qwen3-VL bounding-box hallucinations and PretrainedConfig type-checking regressions are unrelated." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Possible import/lazy-loading overlap is too broad; the titles point to different root causes." + "reason": "Lazy loading and unsafe sys.modules access are separate implementation bugs." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Different Qwen3-VL symptoms and likely different code paths: bbox output vs infinite loop on a specific image." + "reason": "Bounding-box output errors and infinite-loop behavior on a specific image are different Qwen3-VL failures." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "General v5 env command breakage vs checkpoint reload compatibility; not the same bug." + "reason": "Broken env command and checkpoint reload failures after upgrading to v5.2/v5.3 are not the same bug." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific Llama4Config missing field vs a broad statement that v5 breaks many models." - }, - { - "left": "issue:41669", - "right": "issue:43673", - "accept": false, - "reason": "Import-star cleanup/performance issue is unrelated to GenerationMixin cache missing in chunked prefill." - }, - { - "left": "issue:44556", - "right": "issue:45092", - "accept": false, - "reason": "Both are upgrade/loading regressions, but they affect different checkpoint styles and failure mechanisms." - }, - { - "left": "issue:44230", - "right": "issue:46095", - "accept": false, - "reason": "FP8 inference support request is unrelated to a DeepSeek weight-conversion script question." - }, - { - "left": "issue:43572", - "right": "issue:45850", - "accept": false, - "reason": "Missing pad_token_idx in one config class is not the same as a general v5 breakage complaint." - }, - { - "left": "issue:45278", - "right": "issue:45850", - "accept": false, - "reason": "Both complain about v5 regressions, but one is specifically about import errors and the other is a broad, unspecific model-breakage report." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Concrete save_pretrained bug vs a generic report placeholder; no shared underlying defect." - }, - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Too little evidence that these are the same lazy-loading/import bug; the titles describe different issues." - }, - { - "left": "issue:44393", - "right": "issue:45753", - "accept": false, - "reason": "Different visual-generation failures for Qwen3_5; not mergeable as one PR-worthy fix." + "reason": "Missing pad_token_id on Llama4Config is a narrow model-specific bug, not the broad v5 regression report." } ] }, @@ -16772,7 +16659,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:31515", "issue:31795", @@ -16781,20 +16668,18 @@ "issue:41669", "issue:42371", "issue:42890", - "issue:43298", "issue:43352", "issue:43408", - "issue:43502", "issue:43519", + "issue:43572", "issue:43576", - "issue:43606", + "issue:43673", "issue:43704", "issue:43827", "issue:43976", "issue:44077", + "issue:44230", "issue:44246", - "issue:44261", - "issue:44263", "issue:44273", "issue:44295", "issue:44297", @@ -16804,14 +16689,16 @@ "issue:44393", "issue:44485", "issue:44492", - "issue:44623", + "issue:44556", "issue:44655", "issue:44704", "issue:44829", "issue:44861", "issue:44908", "issue:45071", + "issue:45092", "issue:45230", + "issue:45278", "issue:45310", "issue:45341", "issue:45468", @@ -16824,6 +16711,12 @@ "issue:46328" ], "soft_pairs": [ + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44230|issue:46095", + "issue:43572|issue:45850", + "issue:45278|issue:45850", + "issue:44492|issue:45850", "issue:42371|issue:44492", "issue:41669|issue:46218", "issue:42890|issue:44908", @@ -16861,334 +16754,310 @@ "issue:43704|issue:44485", "issue:44485|issue:45468", "issue:42371|issue:43704", - "issue:45850|issue:46218", - "issue:43502|issue:43519", - "issue:43519|issue:44623", - "issue:43519|issue:43704", - "issue:44263|issue:45468", - "issue:43298|issue:46095", - "issue:43606|issue:45468", - "issue:44261|issue:45468", - "issue:44351|issue:46218", - "issue:43352|issue:46218" + "issue:45850|issue:46218" ], - "prepared_review_unit_hash": "2ef3ef5f5a128bc0c58fb25f451f384bcdb0836038458c418f9b1ab6e90817d5", + "prepared_review_unit_hash": "7f2a3ee970cdada93863f6f6430ed89ac8a1e3900f09c1ad4aae70a7a7e90766", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 47, - "serialized_chars": 41114, - "estimated_input_tokens": 10279, - "estimated_eval_tokens": 20814 + "soft_pair_count": 44, + "serialized_chars": 40255, + "estimated_input_tokens": 10064, + "estimated_eval_tokens": 20384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly false-positive similarities across unrelated Transformers issues. I would not merge any of the soft-edge pairs; the only clearly duplicate-looking report in the set is 45310/45478, but it is not one of the proposed pairs.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 45310 is the best representative issue: it is specific, describes a concrete regression in `from_pretrained`, and is clearly more actionable than the later duplicate-style report 45478.", + "summary": "This cluster is mostly a grab bag of Transformers bug reports, but many revolve around v5-era loading/import regressions. Only the lazy-loading/import slowness pair looks like a likely duplicate; the rest are too specific or unrelated.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45850 is the broadest representative of the repeated v5 breakage reports and best captures the cluster\u2019s dominant theme, even though it is vague.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the strongest standalone issue in this set because it pinpoints a reproducible model-loading failure with a clear version boundary.", + "best_issue_reason": "issue:45850 is the best cluster anchor because it summarizes the common pattern of widespread model-loading regressions after v5.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Both are import-related, but one is import-time cost from model imports and the other is a chunked_prefill cache regression; not the same bug." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 checkpoint loading failures, but they describe different concrete failure modes and code paths." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "One is fp8 inference support, the other asks for a weight conversion script; not the same issue." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A specific missing config field is not the same as a broad complaint about many models breaking in v5." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "This is a general upgrade/import regression report, but it is not the same concrete bug as the broad v5 breakage complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the broad v5 model-breakage report." + }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings vs. a cache-strategy typo; unrelated topics and no shared failure mode." + "reason": "TF32 behavior settings and cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-time slowdown from `import *` is not the same as a missing `Qwen3_5ForCausalLM` import." + "reason": "Import slowness from star imports is not the same as a module import failure for Qwen3_5ForCausalLM." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness due to missing seeds is unrelated to scheduler kwargs being ignored." + "reason": "Test seeding flakiness and scheduler kwargs handling are unrelated." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type mismatch warning vs. Liger Kernel application; different code paths and symptoms." + "reason": "A model-type mismatch warning and Liger kernel application are different problems." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash-Attention support error vs. Qwen3-VL bounding-box output issue; different model families and bugs." + "reason": "Flash-Attention support for Nemotron and Qwen3-VL bbox issues are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken `transformers env` command is unrelated to `inverse_sqrt` scheduler kwargs handling." + "reason": "Broken env command and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:44246", "right": "issue:44273", - "accept": false, - "reason": "Both mention import/loading performance, but they describe different concrete problems and are not the same bug." + "accept": true, + "reason": "Both point to the same import/lazy-loading regression: slow or problematic importing of transformers due to lazy loading behavior." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility failure vs. visual bounding-box hallucination; no overlap in underlying defect." + "reason": "Python-version compatibility and Qwen3-VL bbox output are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "`AutoProcessor.from_pretrained` kwargs forwarding and scheduler kwargs are unrelated API surfaces." + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different code paths." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "One is scheduler configuration handling; the other is `PretrainedConfig` type checking after v5.4.0." + "reason": "Scheduler argument handling and PretrainedConfig type checking are unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position-id buffer read error is too specific to be the same as a generic bug report." + "reason": "A position_ids buffer-reading bug is too specific to merge with a generic bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class mismatch in `save_pretrained` is a different defect than the generic bug report." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to a generic bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-surface cleanup/performance and missing `HybridCache` export are different issues." + "reason": "Import-time slowdown from star imports and an AttributeError on HybridCache import are different failures." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and `SequenceFeatureExtractor.pad` inefficiency are unrelated." + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Broad import-time slowdown and a testing utility bug do not share the same code-path problem." + "reason": "Model import performance and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python-version breakage is not the same as the broad claim that v5 breaks many models." + "reason": "Python support breakage and broad v5 model breakage overlap only at a high level, not as the same bug." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL 2D box output failure and Qwen3.5 MoE `from_pretrained` error are different model-specific bugs." + "reason": "Different Qwen/vision problems with different symptoms and code paths." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python compatibility and an import failure for `Qwen3_5ForCausalLM` are unrelated." + "reason": "Python-version compatibility and module import failure are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "`patchtsmixer` optional `post_init` policy and `_get_tied_weight_keys` crashing on list input are different code paths." + "reason": "Optional post_init support and list handling in tied weights are different bugs." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing `pipeline()` after removals is unrelated to scheduler kwargs being ignored." + "reason": "Docs still mentioning pipeline() and scheduler kwargs are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Model.forward documentation confusion is not the same as tokenizer loading regression." + "reason": "Documentation confusion and tokenizer loading regression are unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with `model_init` and flash-attention-3 degenerate training are different failures." + "reason": "Liger kernel application with model_init and flash_attention_3 training degeneration are different issues." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken `env` command and lazy-loading behavior are not the same bug." + "reason": "Broken env command and lazy-loading/import behavior are not the same bug." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Missing ReLU in a DSA indexer is unrelated to Gemma-4 audio positional encoding." + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline serialization failure and tied-weight key handling are unrelated issues." + "reason": "Pipeline save_pretrained and tied-weight-key handling are unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "`45310` is a specific `from_pretrained` regression; `45230` is only a generic bug report with no matching detail." + "reason": "A generic bug report and a specific Qwen3.5 MoE from_pretrained error are not the same issue." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading problems and scheduler kwargs are different subsystems and different defects." + "reason": "Lazy-loading/import issues and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "`transformers env` breakage is not related to the missing Qwen3.5 import." + "reason": "Broken env command and Qwen3_5 module import failure are unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific math bugs." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation in a processor is unrelated to scheduler kwargs." + "reason": "Timestamp calculation and scheduler kwargs handling are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-time slowdown from model imports and VRAM leakage across threads are not the same underlying issue." + "reason": "Import-time slowdown from star imports and VRAM leak in dataloader threads are unrelated." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Both are DeepSeek-V4-related, but one is about expert gating and the other about a specific tensor transpose line." + "reason": "DeepSeek-V4 gating behavior and a comb dtype/transpose bug are different issues." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion in `model.forward` is unrelated to a Llama 3.2 model-loading regression." + "reason": "Docs confusion and Llama 3.2 Vision model loading failure are unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading and model.forward documentation confusion are unrelated." + "reason": "Slow checkpoint loading and forward-doc confusion are unrelated." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage in multi-threaded dataloading is unrelated to GLM-5 RoPE behavior." + "reason": "VRAM leakage and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "RoPE implementation discussion and Gemma-4 audio positional encoding are different model implementations." + "reason": "Different model families and different bug types." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance and VRAM leakage are unrelated." + "reason": "TF32 settings and VRAM leak are unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad complaint about v5 breaking models is too generic to match a specific Qwen3.5 import failure." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "Local-files-only network requests and timestamp calculation are different bugs." - }, - { - "left": "issue:43519", - "right": "issue:44623", - "accept": false, - "reason": "Processor timestamp math and missing files in `processor.save_pretrained` are different save/load problems." - }, - { - "left": "issue:43519", - "right": "issue:43704", - "accept": false, - "reason": "Processor timestamp math and multi-thread VRAM leak do not share a code path." - }, - { - "left": "issue:44263", - "right": "issue:45468", - "accept": false, - "reason": "A `torch.split` return-value issue in GLM-MoE is unrelated to Gemma-4 audio positional encoding." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Continuous batching for audio models and a DeepSeek-V4 weight-conversion question are not the same issue." - }, - { - "left": "issue:43606", - "right": "issue:45468", - "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to Gemma-4 audio positional encoding." - }, - { - "left": "issue:44261", - "right": "issue:45468", - "accept": false, - "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm is a different precision/config bug than Gemma-4 audio positional encoding." - }, - { - "left": "issue:44351", - "right": "issue:46218", - "accept": false, - "reason": "`HybridCache` import failure and `Qwen3_5ForCausalLM` import failure are different symbols and likely different breakages." - }, - { - "left": "issue:43352", - "right": "issue:46218", - "accept": false, - "reason": "Flash-Attention 2 support error and Qwen3.5 import failure are unrelated." + "reason": "Broad v5 breakage and a specific Qwen3_5 import failure overlap only at a very high level; not the same concrete bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The cluster anchor choice is conservative and supported by the packet, and the summary does not overclaim beyond the evidence. The single accepted soft-edge pair (import slowness / lazy loading) is plausible, while the rejected pairs are framed cautiously and mostly reflect genuinely different bug types or code paths." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17203,7 +17072,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-466", + "cluster_id": "cluster-10000-467", "nodes": [ "issue:30333", "issue:31515", @@ -17216,14 +17085,22 @@ "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:44492", "issue:44623", "issue:44861", @@ -17232,11 +17109,23 @@ "issue:44998", "issue:45290", "issue:45310", + "issue:45468", "issue:45850", "issue:46018", - "issue:46144" + "issue:46095", + "issue:46144", + "issue:46218" ], "soft_pairs": [ + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43298|issue:46095", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", "issue:42913|issue:43066", "issue:44908|issue:44998", "issue:44492|issue:44998", @@ -17266,88 +17155,142 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "1c7e6d043336931430bf4bc0ca366641d83557f5de67ec920026f2b131420979", + "prepared_review_unit_hash": "7903515f6210906f1edbc7d775a2b7baed6ae1e2acd5049580230fcf47c3d451", "component_budget": { - "node_count": 466, - "item_count": 466, - "soft_pair_count": 1710, - "serialized_chars": 887295, - "estimated_input_tokens": 221824, - "estimated_eval_tokens": 443904 + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 }, "budget": { - "node_count": 30, - "item_count": 30, - "soft_pair_count": 28, - "serialized_chars": 25026, - "estimated_input_tokens": 6257, - "estimated_eval_tokens": 12770 + "node_count": 41, + "item_count": 41, + "soft_pair_count": 37, + "serialized_chars": 33966, + "estimated_input_tokens": 8492, + "estimated_eval_tokens": 17240 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated regression reports across different subsystems (tokenizers, configs, schedulers, model heads, training/runtime). None of the soft pairs look like the same concrete bug or change closely enough to merge.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and the only one framed as a general v5 regression affecting many models, so it is the best representative if a single issue must stand in for the cluster.", + "summary": "The set is a loose collection of unrelated issues, with a few superficial theme overlaps around tokenizer/v5 regressions and model-specific loading bugs, but no soft pair looks like a true duplicate underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43240 is the most concrete and actionable bug report in the set: it describes a specific failing code path (kwargs not reaching loss calculation) and has inbound references, making it a better anchor than broader or more speculative reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most globally representative issue because it captures the widest scope of breakage, even though it is too generic to be a true duplicate target for the other items.", + "best_issue_reason": "issue:43240 is the strongest standalone issue for triage because it is precise, reproducible, and clearly scoped to one code path; many others are either model-specific edge cases or broad version-regression complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Different symptoms and subsystems: local_files_only network access vs Qwen3VL timestamp math." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp calculation and processor.save_pretrained file emission are unrelated bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp handling is unrelated to VRAM leakage across dataloader threads." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different models and code paths: GLM MoE indexer split logic vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support is not the same as a DeepSeek-V4 weight conversion script question." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in suno/bark-small is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm rms_norm_eps precision issue is a different model bug from Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Import errors for HybridCache and Qwen3_5ForCausalLM are separate missing-symbol/model-import issues." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for Nemotron is unrelated to importing Qwen3_5ForCausalLM." + }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer/v5 regressions, but one is a general behavior difference and the other is a decoder-type mismatch; not the same concrete bug." + "reason": "Both concern tokenizer/v5 behavior, but one is a broad behavior regression and the other is a specific decoder-type mismatch; not enough to call the same bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs being ignored is unrelated to an unrelated placeholder issue title." + "reason": "Scheduler kwargs being ignored is unrelated to the generic 'Unemployment' issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo is unrelated to the other issue." + "reason": "A typo in cache strategies is unrelated to the unrelated 'Unemployment' report." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the other issue." + "reason": "CLIPOutput attentions assignment is unrelated to the unrelated 'Unemployment' report." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "One is a vague catch-all complaint and the other is an unrelated placeholder; no shared concrete bug." + "reason": "A nonsense title and a broad '5.0 breaks too many models' complaint are not the same concrete bug." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is not the same as the unrelated issue." + "reason": "Python 3.14 import failure is unrelated to the unrelated 'Unemployment' report." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling and chat-template tool-call crashes affect different code paths." + "reason": "A tied-weights AttributeError and a chat-template crash with tool calls are distinct failures." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key crashes." + "reason": "Missing pad_token_id in Llama4Config is unrelated to _get_tied_weight_keys crashing on list-valued keys." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and an ImportError for layer_type_validation are different failures." + "reason": "Slow from_pretrained checkpoint loading is unrelated to the layer_type_validation import error." }, { "left": "issue:43572", @@ -17359,67 +17302,67 @@ "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and missing processor.save_pretrained files are different issues." + "reason": "FP8 support for qwen3-vl/qwen3.5 moe is unrelated to processor.save_pretrained missing files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on training failure is unrelated to checkpoint load slowness." + "reason": "MLflow reporting on failed training jobs is unrelated to slow checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Loading-speed regression and tensor-parallel training bug are different problems." + "reason": "Checkpoint loading speed and tensor parallel training are different problems." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support for Qwen models and a from_pretrained error in Qwen3.5 MoE are not the same concrete bug." + "reason": "FP8 inference support and a Qwen3.5 MoE from_pretrained error are different issues." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading performance and tokenizer loading regression are different code paths." + "reason": "Loading slowness and tokenizer loading regression are not the same bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models is unrelated to FP8 inference support." + "reason": "Audio-model continuous batching support and FP8 model support are unrelated feature gaps." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated model-specific issues." + "reason": "Mamba init_weights behavior is unrelated to RoFormer attention-interface usage." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type-hint typo is unrelated to tokenizer regex warnings." + "reason": "A ModernBERT type-hint issue is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value usage and loss-function kwargs propagation are different bugs." + "reason": "Mask2former ignore_value behavior is unrelated to loss kwargs propagation." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs not being passed is unrelated to RoFormer attention implementation." + "reason": "Loss kwargs propagation and RoFormer attention-interface usage are unrelated code paths." }, { "left": "issue:42936", @@ -17431,37 +17374,37 @@ "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2former ignore_value handling and RoFormer attention-interface usage are unrelated." + "reason": "Mask2former ignore_value handling is unrelated to RoFormer attention-interface usage." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A semantic model bug is unrelated to a typo in a quantization-operation string." + "reason": "Mask2former ignore_value behavior is unrelated to a quantization-operation typo." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation and config type-hint correctness are different issues." + "reason": "Loss kwargs propagation is unrelated to a ModernBERT type-hint typo." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hints and a typo in a conversion path are unrelated." + "reason": "A type-hint issue and a quantization typo are different bugs." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "RMS-norm semantics for Llama4TextL2Norm is unrelated to a ModernBERT type-hint typo." + "reason": "A question about Llama4TextL2Norm semantics is unrelated to ModernBERT norm_eps typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value usage is unrelated to a config type-hint issue." + "reason": "Mask2former ignore_value behavior is unrelated to ModernBERT norm_eps typing." } ] }, @@ -17494,52 +17437,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "82354b253e37066b25daab67a7298671c6d244920feb29ce2c1ea3b2124dbffb", + "prepared_review_unit_hash": "6f33204ed8e49a861d0be855869a8ba56399f02378bcb2ec484ead6ce20b1d4f", "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": 2877, + "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": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are unrelated feature requests: tokenizer truncation behavior, ReduceLROnPlateau-like training logic, and Wav2Vec2 word time offsets. They should not be clustered together.", + "summary": "The three issues are unrelated feature requests in different areas (tokenizer truncation, learning-rate scheduling, and Wav2Vec2 word offsets). They do not look like duplicates of one another, so this cluster should not be merged into a single canonical issue.", "confidence": 0.98, - "canonical_issue_reason": "issue:10519 is the most concrete and narrowly scoped request (a specific tokenizer truncation option), making it the best representative issue in this set.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:10519 is the best issue to anchor the cluster only because it is the clearest actionable request; the other two are separate, unrelated feature ideas.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Tokenizer truncation from the beginning and Wav2Vec2 word boundary offsets are different components and different problem types; no shared underlying bug/change." + "reason": "Different requests: truncation behavior in tokenization vs. Wav2Vec2 word boundary timing. No shared underlying bug or fix." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "A tokenizer truncation option and ReduceLROnPlateau-like scheduler behavior are unrelated feature requests in different subsystems." + "reason": "Unrelated topics: tokenizer truncation direction vs. ReduceLROnPlateau-like scheduler behavior." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Learning-rate scheduler functionality and Wav2Vec2 time-offset extraction do not describe the same code path or change request." + "reason": "Scheduler feature request and Wav2Vec2 offset extraction are distinct areas with no common code-path problem." } ] }, @@ -17571,12 +17514,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "91ded9eac766da8dd00328675a0069f034a6079b7c4fc96b2f5f66d5ac03843c", + "prepared_review_unit_hash": "fcca4c61fe6fd32e00a433b6b2d80ff77d73e3b05d92eb819bef837498c656e7", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17584,7 +17527,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17593,24 +17536,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The issues are only superficially similar around model/tokenization/loading wording, but they describe different problems: Tapas tokenization mismatch, an authentication-related download error message, and a model loading failure for bert-base-uncased. This is not a duplicate cluster.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue exists because the three reports concern different bug classes and different code paths.", + "summary": "These issues are not true duplicates as a group: #13244 is about Tapas tokenization behavior and is unrelated to model loading, while #15980 and #16618 both mention model-loading/download failures but appear to describe different failure modes. The safest representative issue is #16618 because it is the broadest/generalized report and has the most discussion.", + "confidence": 0.83, + "canonical_issue_reason": "#16618 is the broadest issue in the set and has the highest discussion activity, so it best represents the cluster if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the broadest of the three and most likely to be the closest representative of a model-loading problem, but it still does not cover the other two reports.", + "best_issue_reason": "#16618 is the best issue to keep as the representative ticket because its title is the most general and most likely to capture the common user-facing symptom in this weakly related set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization behavior is unrelated to the bert-base-uncased loading failure; they do not appear to share the same underlying bug." + "reason": "Different problem domains: Tapas tokenization vs. model loading for bert-base-uncased. No evidence they share the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "One is specifically about a bad error message for unauthorized private-model downloads, while the other is a general model load failure; these are different issues." + "reason": "Both concern model loading/download errors, but #15980 is specifically a private-model authentication/error-message issue, while #16618 is a generic loading failure. Not clearly the same code-path bug." } ] }, @@ -17640,7 +17583,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "3fb8a102f634dae2cc0e86ee319fa1fa90cb74b27882bb4ebba29408eb65875e", + "prepared_review_unit_hash": "0f634109e2014c1a60dbadcdbf22ae6aac0a8f97d48ca4bfe59d477ea95c127a", "component_budget": { "node_count": 2, "item_count": 2, @@ -17662,18 +17605,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community contribution requests for different features: Flash Attention 2 support vs GGUF support. They do not describe the same underlying bug or change, so they should not be merged as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are not duplicates: one is about adding Flash Attention 2 support for more architectures, the other about adding GGUF support for more architectures. They are both broad community-contribution feature requests, but they target different capabilities and code paths.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #26350 is the better canonical issue because it is older and has substantially more discussion/activity, making it the more established tracking thread for its specific feature request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the better representative issue only because it is earlier and has more discussion activity, but it is not a canonical duplicate of 33260.", + "best_issue_reason": "Issue #26350 is the best issue candidate overall for the same reason: it is the more active and mature thread, but only for the Flash Attention 2 request, not as a duplicate of #33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests for different subsystems/architectures; no shared code-path or same underlying change." + "reason": "Same broad theme of community contributions, but they request different features for different backend support areas (Flash Attention 2 vs GGUF). Not the same underlying bug or change." } ] }, @@ -17732,12 +17675,12 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "ea60b1b18577ae6d75843c699b590ce1b79ff7e2961fd6209da6c112be976823", + "prepared_review_unit_hash": "f4a180012aff0e267e95799340a34e866fa81e73e4db836945158123760cbc18", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13530, + "serialized_chars": 13529, "estimated_input_tokens": 3383, "estimated_eval_tokens": 7022 }, @@ -17745,7 +17688,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13530, + "serialized_chars": 13529, "estimated_input_tokens": 3383, "estimated_eval_tokens": 7022 }, @@ -17754,165 +17697,165 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of separate i18n translation requests plus several template-like placeholder issues. The 46222/46226 pair looks like a high-confidence exact duplicate, while the other similar-looking issues are not shown to be the same underlying request based on the visible metadata alone.", - "confidence": 0.74, - "canonical_issue_reason": "issue:46222 is a reasonable canonical issue because it is part of the exact duplicate pair and is the earlier of the two, with inbound references that suggest reuse.", + "summary": "This cluster is mostly a set of separate i18n translation-request issues for different languages, with one clear exact duplicate pair in Thai. Most soft-similarity edges are only template/title overlap and should not be merged.", + "confidence": 0.79, + "canonical_issue_reason": "issue:46222 is the best canonical issue because it is the earliest of the exact duplicate Thai translation-request pair and cleanly represents that duplicated request.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46222 is the strongest overall issue choice because it anchors the only high-confidence exact duplicate pair and has the most evidence of being the representative entry.", + "best_issue_reason": "issue:46222 is the strongest issue representative in the cluster: it is an exact duplicate candidate with 46226, while the other items are only loosely similar i18n translation requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation requests; the shared template style is not enough to treat them as the same issue." + "reason": "Different translation request entries; similarity is only from the shared i18n docs template, not the same underlying language/task." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish and the template-style placeholder issue are not shown to be the same underlying task." + "reason": "Same broad translation-template pattern, but no evidence they refer to the same language or request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "A language-specific Turkish request is distinct from the generic placeholder-style issue." + "reason": "Only template-level similarity; this appears to be a separate localization request." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish and Romanian translation requests are separate language-specific issues." + "reason": "These are translation requests for different languages, so they are not duplicates." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are different underlying tasks." + "reason": "Different target language (Turkish vs Spanish); same subsystem, but not the same issue." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request and template-style placeholder issue are not shown to be the same request." + "reason": "Shared i18n translation framing only; no sign of the same concrete request." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Shared template-like wording does not establish a duplicate for the Spanish issue." + "reason": "Generic template similarity is not enough to treat these as the same issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are different language-specific issues." + "reason": "Different language translation request; not the same underlying issue." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "This looks like another template-generated issue, but not a confirmed duplicate of the Spanish request." + "reason": "Only broad localization overlap; insufficient evidence of duplication." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request is distinct from the template-style placeholder issue." + "reason": "Template/title similarity only; likely separate translation requests." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request does not clearly match the placeholder template issue." + "reason": "Same i18n docs pattern, but no proof they are the same request." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "The shared template pattern is not enough to merge these as the same underlying issue." + "reason": "No concrete evidence of duplication beyond a generic template." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian translation request is separate from the placeholder issue pair." + "reason": "Different language/issue content; not the same request." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request is not shown to be the same as this templated issue." + "reason": "Different language/issue content; not the same request." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Very similar template text, but the visible data does not prove the two issues are the same request." + "reason": "Placeholder-like titles are highly similar, but there is no concrete evidence they are the same underlying issue." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "High similarity appears consistent with a shared issue template rather than a confirmed duplicate." + "reason": "High template similarity only; could easily be separate translation tasks." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Template-style similarity alone is not enough to confirm a duplicate here." + "reason": "No evidence beyond generic i18n translation wording." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "These look template-related, but not demonstrably the same underlying issue." + "reason": "No evidence beyond generic i18n translation wording." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Near-identical template language is not sufficient on its own to merge them as duplicates." + "reason": "Same template and similar metadata, but not enough to conclude the same issue." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Similar boilerplate does not prove the same concrete issue as the 46222 placeholder." + "reason": "Generic similarity only; not clearly the same request." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Shared template content is not enough to establish a duplicate." + "reason": "Generic similarity only; not clearly the same request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Template-like similarity is visible, but the available metadata does not confirm the same issue." + "reason": "Generic similarity only; not clearly the same request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "These appear to be separate template-generated issues rather than a proven duplicate pair." + "reason": "Generic similarity only; not clearly the same request." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Same placeholder title and matching metadata strongly indicate the same underlying issue; this is the high-confidence duplicate pair in the cluster." + "reason": "Same exact title and matching body size strongly indicate the same Thai translation request duplicated twice." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit too strong for the packet. It is fair to say the Turkish/Spanish/Romanian issues are language-specific and likely separate, but the claim that 46222/46226 is the \"only clear duplicate\" is not fully grounded because the packet does not expose issue bodies and several other placeholder issues have the same template title with very high similarity scores. Also, \"effectively identical issue content\" overstates what is visible. The canonical choice of 46222 is reasonable, but the duplicate-set conclusion should be stated more cautiously." + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The Thai pair 46222/46226 is the only clearly supported duplicate candidate, while the other edges are reasonably rejected as template-level i18n similarity without enough evidence of a shared underlying request. The canonical choice of the earlier Thai issue is also justified." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17985,250 +17928,250 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "2ad121e8731b4c1723b2bd152388e452eba7870a848a0c068524a996f8b28e8e", + "prepared_review_unit_hash": "2f8a36b4f166c6e171e25b94ab815d07c582f04944a7a7fc3378ba2c0a05a7d0", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21654, - "estimated_input_tokens": 5414, - "estimated_eval_tokens": 11084 + "serialized_chars": 21662, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21654, - "estimated_input_tokens": 5414, - "estimated_eval_tokens": 11084 + "serialized_chars": 21662, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose set of model-request issues, mostly about adding different model architectures or modality support. The items are thematically similar but not duplicates of the same underlying change, so no soft pairs should be merged.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43671 is the most central and broadly connected request in this set, but it still refers to a distinct Qwen3-TTS feature rather than the same change as the other model requests.", + "summary": "This cluster is a set of model-request issues for different architectures and modalities (BERT-like, vision, audio, OCR, TTS/ASR, etc.). They share a broad \u201cadd model support\u201d pattern, but they are not duplicates of the same underlying request.", + "confidence": 0.94, + "canonical_issue_reason": "Best representative issue is #42738 because it is the broadest architectural request in the set (\u201cBERT-like models with RoPE\u201d) and most cleanly reflects the general model-support theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the best single representative for this cluster because it is highly connected and clearly scoped, but the overall cluster is heterogeneous so it should not be treated as a duplicate anchor for the others.", + "best_issue_reason": "#42738 is the best global issue representative since it is the most general, cluster-like request rather than a single narrowly scoped model addition.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBert config support vs DEIMv2. Same general repo area, but not the same change." + "reason": "EuroBert config support and DEIMv2 are unrelated model additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions with different modalities." + "reason": "EuroBert configuration and Qwen3-TTS support are different models and different modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert vs RF-DETR are distinct model additions, not one underlying bug or feature." + "reason": "EuroBert and RF-DETR are unrelated architectures." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate detection model requests; no evidence they refer to the same implementation." + "reason": "RF-DETR and DEIMv2 are distinct detection/vision model requests." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is a vision detection model, while LFM2.5 Audio is an audio model request." + "reason": "RF-DETR and LFM2.5 Audio are different model families and tasks." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and the weight-sparse transformer request are different model families and different changes." + "reason": "RF-DETR and weight-sparse transformer support are not the same change." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model additions with different code paths and modalities." + "reason": "RF-DETR and Qwen3-ASR are unrelated model additions." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are distinct feature requests, not duplicates." + "reason": "RF-DETR and Qwen3-TTS are unrelated model additions." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + "reason": "NeoBERT and Qwen3-ASR target different model types and code paths." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and weight-sparse transformer support are different model requests." + "reason": "NeoBERT and the weight-sparse transformer request are unrelated." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is a text model request; LFM2.5 Audio is an audio model request." + "reason": "NeoBERT and LFM2.5 Audio are different model families." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model additions with no shared concrete change." + "reason": "RF-DETR and NeoBERT are distinct requested models." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different models, even if both are BERT-like by name." + "reason": "NeoBERT and ModernVBERT are different model additions, not the same underlying request." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are distinct requests." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are different model architectures." + "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture support and ModernVBERT models are separate additions." + "reason": "MiniCPM3 and ModernVBERT are different model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model families and modalities." + "reason": "MiniCPM3 and Voxtral TTS support are unrelated." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated requests despite both being model-addition issues." + "reason": "DEIMv2 and Qwen3-TTS are different model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model support requests." + "reason": "ModernVBERT and Qwen3-ASR are not the same model or code change." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are separate model additions." + "reason": "ModernVBERT and Qwen3-TTS are unrelated additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and BERT-like models with RoPE are related by theme, but not the same concrete change." + "reason": "ModernVBERT and BERT-like models with RoPE are related only loosely, not duplicates." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral-4B-TTS-2603 are different feature requests." + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related only by model family; they are different capabilities and implementations." + "reason": "TTS and ASR support for Qwen3 are related by family but not the same underlying request." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral-4B-TTS-2603 support are separate audio model additions." + "reason": "Qwen3-TTS and Voxtral TTS are different models and implementations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modality/model requests." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and the weight-sparse transformer request are not the same change." + "reason": "Qwen3-TTS and a weight-sparse transformer request are different code paths." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are distinct audio-model requests." + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio model additions." }, { "left": "issue:43837", - "right": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-related model additions, not duplicates." + "reason": "Qwen3-ASR and SAM3-LiteText are different tasks and architectures." }, { - "left": "issue:43837", + "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model requests." + "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and the weight-sparse transformer request are different code-path changes." + "reason": "Qwen3-ASR and EUPE are different model families." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:43837", + "right": "issue:43909", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model support requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct speech/audio model requests." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43837", + "right": "issue:44121", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are separate model requests." + "reason": "Qwen3-ASR and weight-sparse transformer support are unrelated changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are different speech-model capabilities." + "reason": "Qwen3-ASR and Voxtral TTS are different speech model additions." }, { - "left": "issue:37015", - "right": "issue:45027", + "left": "issue:43837", + "right": "issue:45177", "accept": false, - "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model additions." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." }, { - "left": "issue:43837", - "right": "issue:45177", + "left": "issue:37015", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modality/model requests." + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate model requests with no indication they are the same underlying feature." + "reason": "EUPE and TIPSv2 are different vision-language model requests." } ] }, @@ -18258,7 +18201,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "988c0d1ac8ca594e7a72d155c24dd429cae8959dca38167c18fc0930a1a0dd0f", + "prepared_review_unit_hash": "aa0d610f4d2503333ba5d8d86c99d54b77de87b9d0b71aa8dcd6be4c1a184e2e", "component_budget": { "node_count": 2, "item_count": 2, @@ -18280,18 +18223,18 @@ "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. They should not be clustered as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The two issues are not duplicates: one is a docs request about adding Pruna, the other is a Vision RoPE refactor. The only link is weak topical similarity, not the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: these are unrelated topics, so neither should serve as the cluster's representative duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the more substantive technical item, but it is not a duplicate of the docs request and there is no single canonical issue for this pair.", + "best_issue_reason": "Neither issue is a good global best for this cluster because they do not describe the same bug or change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and scopes: documentation/vendor listing vs. vision RoPE refactor. No shared files, targets, or concrete bug/change indicate the same underlying work." + "reason": "Reject: the titles and contexts are unrelated (documentation/integration request vs model architecture refactor), so this is not the same underlying issue." } ] }, @@ -18321,12 +18264,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "e4a8a285ce4a936d725967b084dc004b2a10c26586608d97240c2c7e33353b1f", + "prepared_review_unit_hash": "6aafdcfcca6c5486bc7d3e804cd180b8b537166312b09ca9b63aabf7987fe433", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -18334,7 +18277,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -18343,18 +18286,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about block decoding, the other is a request for DeepSeek v3.2 support. They target different problems and should not be clustered together.", + "summary": "The two issues are unrelated feature requests: one asks for set block decoding, the other for DeepSeek v3.2 support. There is no duplicate relationship.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue: the titles and problem statements refer to different features and different workstreams.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good canonical representative because the items are unrelated; 43037 is the more concrete feature request, but it is not the same underlying problem as 41084.", + "best_issue_reason": "No single best issue for a duplicate cluster here; both are standalone requests, not the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different subject matter and no shared code-path or explicit linkage; this is a false soft similarity." + "reason": "Different requests: block decoding behavior vs model/version support. They do not describe the same bug or change." } ] }, @@ -18384,7 +18327,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "2f65d9943a219b24bcfea9597ee0d997f179b73b988a93e34ab52a5410d9e32e", + "prepared_review_unit_hash": "a7da9882ef1ef1ba075c98052fde3e42f90398b6557664c4b1f63bd093d0dbd0", "component_budget": { "node_count": 2, "item_count": 2, @@ -18406,18 +18349,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Trainer enhancement requests, but they describe different problems: one is about making `remove_unused_column` more customizable, the other about handling custom trainers in FLOPS estimation. I would not treat them as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "issue #43598 is the broader, more directly actionable Trainer customization request; #43600 is a narrower measurement/estimation concern.", + "summary": "Both issues concern Trainer customization, but they address different problems: one is about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers. They are related in theme, not the same underlying bug.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #43598 is the more direct and general Trainer customization concern; it better represents the shared theme if these were grouped.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the better representative issue because it centers on a concrete Trainer behavior change and has the wider potential impact.", + "best_issue_reason": "#43598 is the stronger tracking issue because it targets a concrete Trainer configurability behavior rather than a secondary metric-estimation effect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "The titles point to different underlying features: one changes column-removal behavior for customizability, the other adjusts FLOPS estimation for custom trainers. They share the Trainer context but not the same bug or fix." + "reason": "The titles and descriptions point to different failures: unused-column removal customizability vs FLOPs estimation for custom trainers. Shared Trainer context is not enough to treat them as the same bug." } ] }, @@ -18447,12 +18390,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "6d4c8fc794aff5a9658f7f83b96bfae59ff0a5cd346673a93eccbae03a8a0fa8", + "prepared_review_unit_hash": "4a2e09b63ff10d5b9d1ce94c62eebfc4031b268c64cdabacb920314e0ba76ae1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1610, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18460,7 +18403,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1610, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18469,18 +18412,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very broad API-registration level, but they target different model families and different capabilities: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 sequence-classification support. Not duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43684 is the broader, more central API-registration request, but it is not the same underlying change as 44405.", + "summary": "These issues are related only at a very high level (auto-class support for Qwen models) but they target different model families and different registration paths, so they are not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43684 is the more general request: it asks for model registration in core auto classes, whereas 44405 is a narrower, task-specific addition for sequence classification on Qwen3.5.", "canonical_pr_reason": null, - "best_issue_reason": "43684 is the better representative of the cluster only because it is broader and closer to core model registration, though the two issues should not be merged as duplicates.", + "best_issue_reason": "43684 is the best representative issue because it covers the broader auto-model registration problem and is more likely to subsume related follow-up requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different tasks: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They do not describe the same underlying bug or change." + "reason": "Different underlying changes: Qwen3-Omni auto registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Different model/config targets and different code paths." } ] }, @@ -18517,76 +18460,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "e595918f28a74adb4b771090d43b852fb65c8f3cecfe005b893766aed530a905", + "prepared_review_unit_hash": "1c0a0df4ea2839d6a2308ccce5bc902c3b40a55ccc6280083c3791e014d521a6", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues are near-identical low-information reports titled \"huggingface\" and likely duplicates; \"Fett\" looks unrelated. I would center the cluster on the earliest huggingface report.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface\" reports and is the cleanest representative of that apparent duplicate set.", + "summary": "Three issues titled \"huggingface \" look like the same duplicate report; \"Fett\" appears unrelated. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43845 is the earliest and most representative of the identical-title \"huggingface \" cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best issue candidate because it matches the repeated title, appears earliest, and has no signs of being the outlier.", + "best_issue_reason": "issue:43845 best fits as the cluster representative because it is an early, clear duplicate target with the same title as the other matching issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no shared content or targets; \"Fett\" does not look like the same report as \"huggingface\"." + "reason": "Different titles and no concrete evidence of the same underlying issue; similarity is too weak." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared evidence of the same underlying issue." + "reason": "Different titles and no concrete evidence they report the same bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no shared evidence of the same underlying issue." + "reason": "Only weak textual overlap; no sign of the same underlying issue." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same exact title, very close creation times, and similar low-detail metadata strongly suggest duplicate reports of the same issue." + "reason": "Identical titles and very similar issue shape suggest the same report duplicated." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same exact title and same apparent topic; the sparse metadata is consistent with duplicate issue reports." + "reason": "Same title and highly similar sparse content indicate the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same exact title and closely related timestamps make these look like duplicate reports of the same underlying issue." + "reason": "Same title and similar minimal content make these look like duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 43845/43846/43859 all share the same title, and 43835 has a different title and looks like the outlier. Choosing 43845 as the canonical/earliest repeated huggingface issue is supported. The soft-edge verdicts are mostly conservative; the 43845\u201343859 link leans on title similarity rather than close timestamps, but that is still defensible from the metadata provided." + "feedback": "The summary is grounded in the packet: issue:43845 is the earliest of the identical-title 'huggingface ' issues, issue:43835 is clearly different, and no PRs are present. The soft-edge verdicts are conservative enough given the title/body signals available." }, "evaluator_used": true, "retried": false, @@ -18624,88 +18567,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "e0d1b08210740d98cfce06a28f51b3e7786cd07951af1d2bca654de8e85f4fa5", + "prepared_review_unit_hash": "e861051e5dfa36ddaaddaf76b0a151e96eff8913d76374eac543a6634d38f797", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all low-signal, likely spam or placeholder issues with no concrete shared bug/change. I found no reliable duplicate cluster to merge.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This cluster looks like unrelated low-information/spam issues rather than a real duplicate set. No pair has enough shared substance to justify merging.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 44418 is the most meaningful-looking item by title ('Documentation Enhancement Suggestion'); the others are clearly spam-like or similarly content-free.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44418 is the best representative only because it is the least spam-like, but the record is far too thin to treat as a true canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both titles are generic spam placeholders, but there is no concrete bug report or shared underlying problem to confirm duplication." + "reason": "Both are titled '' with no body detail; identical placeholder titles are not enough to infer the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same as above: superficial similarity only, with no substantive issue content linking them to the same report." + "reason": "Both are spam-like placeholders and provide no concrete bug/change description to match." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like and the other is a documentation placeholder; they do not describe the same underlying issue." + "reason": "One is spam, the other is a generic documentation suggestion; no evidence they describe the same problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Different titles and no body detail; no evidence they refer to the same bug or request." + "reason": "'' and 'Check out \"Google LLC\"' are unrelated titles with no shared technical context." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation-enhancement placeholder and spam placeholder are not the same underlying issue." + "reason": "A documentation enhancement request is not the same underlying item as a spam placeholder." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No concrete shared change or bug description; only generic low-quality text." + "reason": "No concrete overlap beyond low-quality metadata; insufficient to treat as duplicates." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but that is not enough to establish a duplicate issue in the triage sense." + "reason": "Both are '' placeholders, but there is no actual issue content linking them to the same underlying bug or change." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No shared problem statement; the titles are unrelated." + "reason": "Spam placeholder versus unrelated 'Google LLC' title; no shared issue semantics." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No evidence of the same underlying bug or change; only soft similarity signals." + "reason": "No concrete shared bug/change evidence; the titles are unrelated." } ] }, @@ -18735,12 +18678,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "bb7c2a5bd3520fdc3f6c0694b83d98f8985d8148c9c38080eb002ff72541dc83", + "prepared_review_unit_hash": "b552f9f2eb6206e063144c14bbdf6f19dcc15945163ecf8d495625c9abd40cbf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18748,7 +18691,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18757,28 +18700,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues look like likely duplicates: they have identical titles, close body lengths, and a soft-similarity signal. The evidence is enough to cluster them, but not enough to claim the bodies are highly similar. Issue 45145 is a reasonable canonical default because it was created first and has one inbound reference.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45145 is the better default canonical issue because it was created earlier and has one inbound reference, while 45151 has none.", + "summary": "The pair is duplicate-like: same title and similar metadata, but the packet only shows soft similarity and no stronger linking evidence, so I would treat them as likely related rather than definitively the same issue. #45145 remains the best canonical issue because it was created first and already has an inbound reference.", + "confidence": 0.78, + "canonical_issue_reason": "#45145 is the best canonical issue because it was created earlier and already has an inbound reference; the available evidence suggests duplicate-like overlap, but not enough to claim more than a likely match.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45145 is the best representative for the cluster as the earlier-created item with the only inbound reference, making it a practical canonical choice.", + "best_issue_reason": "#45145 is the best issue to keep as the primary tracker because it is earlier and has the only inbound reference, making it the most established thread for follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Identical titles plus the soft-similarity signal and similar body lengths make a duplicate relationship likely, though the content similarity evidence is limited." + "accept": false, + "reason": "Identical titles and a soft-similarity signal suggest overlap, but the packet lacks stronger evidence such as linked references, shared targets, or content/diff details. That is not enough to confidently say they are the same underlying issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster call is plausible, but the justification overstates the evidence. The packet only directly supports a soft-similarity relationship plus identical titles and similar body lengths; it does not establish that the bodies are \"highly similar\". The canonical choice is also a bit too strong: earlier creation and one inbound reference make 45145 a reasonable default, but not a definitive stronger signal. Please keep the soft-edge verdict more conservative and avoid asserting unsupported content similarity." + "feedback": "The canonical choice is reasonably grounded: the titles are identical, #45145 is earlier, and it has an inbound reference. However, the summary and soft-edge verdict overstate the evidence by calling them \"near-exact duplicates\" / \"same underlying issue\" / \"no meaningful differences\" when the packet only provides metadata and a soft_similarity signal (Jaccard 0.63) with deterministic_accept=false. A more conservative reading would be that they are likely related or duplicate-like, not definitively the same issue." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18855,40 +18798,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "c8730a7538db0131a1ace058588ca938c9e2aba503f13e942877a9f2bb53ddfc", + "prepared_review_unit_hash": "35fe6b8a2f44c8a85b760edf9129a1dc58a19a3683cd5362da1d5e647f1deae6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern 4-bit inference, but they describe different failure modes: one is a Gemma4/audio-module uint8-weight `torch.finfo()` TypeError, the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError. They are related by subsystem, not the same bug.", + "summary": "These are not duplicates: one reports a Gemma4/audio-module uint8 weight path hitting torch.finfo() in 4-bit NF4 inference, while the other reports BitsAndBytesConfig.llm_int8_skip_modules dropping the default lm_head exclusion and triggering an AssertionError. They share the broad 4-bit inference context but not the same bug or fix path.", "confidence": 0.96, - "canonical_issue_reason": "issue #45674 is the better representative because it states a clearer, broader configuration regression in `BitsAndBytesConfig`; #45672 is a separate model/audio-module-specific dtype bug.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue #45674 is the strongest issue to keep as the cluster representative: it has the more general and actionable failure description, while #45672 is a distinct edge-case report.", + "best_issue_reason": "Issue 45674 is the better anchor because it describes a clearer, more general configuration-level failure mode with an explicit cause and outcome.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different root causes and code paths: `torch.finfo()` on `uint8` weights in Gemma4 audio modules versus `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an assertion. Shared 4-bit context is not enough to treat them as duplicates." + "reason": "Different underlying bugs and code paths: torch.finfo() on uint8 audio-module weights versus BitsAndBytesConfig skipping the default lm_head exclusion. Shared 4-bit inference context is too broad to treat as the same issue." } ] }, @@ -18918,30 +18861,30 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "44e90cb19a1d8ed3b366d23939cdf48a28b172f114fab7a96f6536a972090eba", + "prepared_review_unit_hash": "0fbb0692ff191467393eb3a14e357aef844b661eb21e391db8d4a859bdfdc4ea", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are unrelated title-only entries naming different people with different dates, with no shared technical content or evidence of the same bug/request. They should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "These two issues look unrelated and appear to be accidental, person-name-style entries rather than the same underlying bug or change. No duplicate/canonical artifact is evident.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -18951,7 +18894,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different named subjects and dates; no body, links, or technical evidence indicating the same underlying issue." + "reason": "Titles reference different people and different dates; there is no shared bug report, code path, or problem statement tying them together." } ] }, @@ -18981,7 +18924,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "443d7567c5715b0ff0f2d077d5ec29ceb1a6c56f9919eaf384b4a33f48d9c148", + "prepared_review_unit_hash": "a2f676c17bc8860bae18f7e01874c9bdbe4adab772f1ae9f022962b8a3ffdff0", "component_budget": { "node_count": 2, "item_count": 2, @@ -19003,18 +18946,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are empty, closed posts with unrelated personal-name/date titles. They do not appear to describe the same bug, feature, or report, so this is not a valid duplicate cluster.", + "summary": "The two closed issues are unrelated low-information tickets with different names and dates; there is no evidence they describe the same bug or task.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "Neither issue contains actionable bug/task details, so there is no strong canonical issue; if one must be chosen, issue #45764 is as good a representative as #45765 due to no distinguishing technical content.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #45764 is marginally preferable only because it appears first and is equally non-technical; there is no substantive basis to prefer either issue on content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Only superficial similarity (same surname and date-like text); the titles refer to different people and contain no shared technical issue or underlying problem." + "reason": "The titles are just different personal-name/date strings with no shared technical subject, code path, or reproducible problem, so they are not the same underlying issue." } ] }, @@ -19044,12 +18987,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "d6ca64a169bd33ba2db5f09ecc66afc6e41af24b8242e399e6c29cec3e56bfda", + "prepared_review_unit_hash": "b5ac19473f58660fc8ee8551b4287cd41ba4b7c08ad817425678500b682c67a4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -19057,7 +19000,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -19066,18 +19009,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests a new Qwen3_5ForTokenClassification model class for value-model use, while the other asks for FP8 training support. They target different features and code paths.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 45810 is the more concrete and self-contained feature request, while 46295 is a broader training-capability request.", + "summary": "The two issues are unrelated: one requests a Qwen3_5 token-classification/value-model feature, while the other asks for FP8 training support. There is no duplicate relationship here.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45810 is the better representative of a specific actionable enhancement; 46295 is too broad to serve as a precise canonical item.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: model-class support for token classification versus FP8 training support. Shared ML context is too broad to treat as the same bug or change." + "reason": "Different feature areas and code paths: model head support vs mixed-precision training support; no evidence they describe the same underlying bug or change." } ] }, @@ -19117,88 +19060,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "08bc701a0bf00bc7f19d0a3e6d5f2942b8b87584be7e7b317de1b00d03f53890", + "prepared_review_unit_hash": "419064dfd36eaad62439e1b7bcb652697b8eff5033e3f9ed62b0f18a6dd21181", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster appears to contain two very likely duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 looks separate and only loosely related by finance/data wording. Because the packet does not expose bodies or explicit links, the duplicate calls should be treated as high-confidence but not absolute.", - "confidence": 0.88, - "canonical_issue_reason": "45870 is the best representative to keep: it is the earliest issue in the clearest duplicate pair, has the cleanest standalone title, and is supported by the strongest similarity signal among the visible items.", + "summary": "This cluster appears to contain two likely duplicate issue pairs (45870/45871 and 45872/45873) plus a separate financial dataset request (45869). No single canonical issue cleanly covers all three topics, but 45870 is the best anchor for the identical-title pair.", + "confidence": 0.77, + "canonical_issue_reason": "No single canonical issue for the whole cluster because it mixes two separate likely duplicate topics and a third, different request. If one representative is needed, 45870 is the best anchor for the identical-title 45870/45871 pair because it is the earlier post.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the strongest single issue to retain as the representative entry for the cluster's duplicate-like content; it anchors the identical-title pair and is more directly representative than the broader unrelated 45869.", + "best_issue_reason": "45870 is the best single issue to keep as the representative of the clearest duplicate pair: it is the earlier of the identical-title 45870/45871 issues. It does not represent the separate 45872/45873 pair or the unrelated 45869 post.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related finance/domain wording only; the dataset bundle promotion and the DataForge example are different requests, with no explicit linkage or shared target." + "reason": "Different request/topic: a financial data bundle versus a DataForge prediction example. They share finance language but do not look like the same issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as above: topical overlap is too broad, and the artifacts do not look like the same underlying issue." + "reason": "Same mismatch as 45869/45870: related theme, but the dataset bundle and the example request are not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Very likely duplicates: identical title, identical body length, strong soft-similarity, and close timestamps. The bodies are not visible, so this is high-confidence but not absolute." + "reason": "Identical titles and matching body length make these look like likely duplicates, though the body text is not available here." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Different issue shapes and titles; only broad financial/DataForge overlap is visible, which is not enough to treat them as the same underlying request." + "reason": "Both mention finance/DataForge, but the titles describe different asks: a prediction example versus a scraping-service request. Not enough to treat as the same issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different topic and wording beyond generic finance/DataForge similarity; no evidence they are the same issue." + "reason": "Same as 45870/45872: thematically related, but the concrete request appears different." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "The identical example issue is still distinct from the scraping-service request; visible evidence suggests separate underlying topics." + "reason": "Shared finance/DataForge context is not enough; the title suggests a different request, so this does not look like a duplicate." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Only broad thematic overlap is visible; not enough to conclude the same underlying issue." + "reason": "Same as 45871/45872: similar domain, but the issue titles point to different topics." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Very likely duplicates: identical title, identical body length, strong soft-similarity, and close timestamps. Bodies are hidden, so this should be treated as a strong but not deterministic match." + "reason": "Identical titles and matching body length make these look like likely duplicates, though the available evidence is limited to metadata." } ] }, "evaluator_result": { "accept": false, - "feedback": "The writeup is a bit too confident for the evidence shown. The packet only provides titles, body lengths, timestamps, and soft-similarity/Jaccard scores; it does not expose the bodies themselves. Calling 45870/45871 and 45872/45873 \"exact duplicates\" is stronger than the packet strictly supports, especially since the deterministic flag is false and there are no explicit links or shared targets. A more conservative phrasing like \"very likely duplicates\" would be safer. The 45869 separateness call is grounded, but the duplicate verdicts and summary overstate the certainty." + "feedback": "The overall split is plausible, but several judgments are a bit too strong for the packet. In particular, 45870/45871 and 45872/45873 can be defended as likely duplicates from identical titles plus matching body lengths, but the rationale overstates this as \"essentially identical issue content\" / \"same underlying issue\" without body text. Likewise, 45869 is better described as a different request or different topic rather than conclusively unrelated. Please hedge the soft-edge verdicts more conservatively based only on the available evidence." }, "evaluator_used": true, "retried": true, @@ -19225,46 +19168,49 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "50ad27f21120c387221b988ada0551d214a051b67d55cd063f65d6fc33fbc01e", + "prepared_review_unit_hash": "79922d215231725e648fb184f6e2e72b1c3a4352cf368a1080e31a95c5441a08", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern static-cache failures around linear-attention in Qwen-like models, but they describe different symptoms and likely different failure modes: one is a shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention`. They are related but not clearly the same bug.", + "summary": "The two issues are plausibly related because both mention static-cache failures around `linear_attention`, but the evidence is limited to title-level similarity and does not confirm a shared root cause. I would treat them as potentially related rather than duplicates.", "confidence": 0.58, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the underlying mechanism more concretely (`early_initialization` corrupting linear-attention shapes) and reads like the broader root-cause report.", + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it is broader and describes the `early_initialization` / shape-corruption failure mode without tying it to one model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest standalone issue for triage because it describes a more general code-path failure and gives a clearer target for diagnosis and fix.", + "best_issue_reason": "Issue 46439 is the strongest representative for the cluster since it names the affected path more directly and is less specific than the Qwen3.5 crash report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related static-cache/linear-attention breakage, but the reported failures differ materially: wrong-shape RuntimeError vs `KeyError: 'linear_attention'`. Not enough evidence they are the same underlying bug." + "reason": "The overlap is suggestive, but the packet only provides soft similarity and title-level alignment. That is not enough to conclude these are the same underlying bug, so I would leave this pair unmerged." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The linkage is plausible but not conservative enough for the evidence provided. The packet only shows title-level overlap and a soft-similarity signal; it does not establish that these are duplicate manifestations of the same underlying bug. Please downgrade phrasing from certainty (\u201csame underlying bug\u201d / \u201cduplicate manifestations\u201d) to a cautious \u201cmay be related\u201d or leave the pair unaccepted." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -19288,7 +19234,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "4944793b82a028cce4d5657a8c05771ab212d720281ebb6e9ccac32758edd07d", + "prepared_review_unit_hash": "d17d3623b63c980cee22268d21c479d9c26111420f79896bde30b7415bd1c9f0", "component_budget": { "node_count": 2, "item_count": 2, @@ -19310,27 +19256,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two issue reports are effectively identical duplicates for the same Wav2Vec2CTCTokenizer v5 special-token bug; the open issue is the better canonical tracker.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is open and matches #46551 exactly in title and apparent content, so it is the better long-lived tracker for the bug.", + "summary": "The issues look like duplicates based on identical titles and strong soft-similarity signals, but the packet does not expose the body text, so the match should be stated conservatively. #46552 is the better live tracker because it is open and already has inbound references.", + "confidence": 0.92, + "canonical_issue_reason": "#46552 is open and already has inbound references, so it is the better canonical tracker for this likely duplicate issue cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the best issue because it is still open, duplicates the closed report, and preserves the active discussion/visibility for the same bug.", + "best_issue_reason": "#46552 is the best issue in the cluster because it is the active, open report with inbound references and the same title as #46551.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Exact same title and essentially the same report; both describe the same underlying tokenizer bug, so this is a clear duplicate pair." + "reason": "Identical titles plus the provided soft-similarity signal make this a plausible duplicate pair; however, the body text is not available here, so the match is based on title/similarity rather than confirmed identical descriptions." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet: both issues have the same title, identical body length, and the pair is supported by soft-similarity evidence with jaccard 1.0. Treating the open issue as the better canonical tracker is conservative and reasonable here." + "accept": false, + "feedback": "The duplicate judgment is plausible, but the response overstates the evidence. The packet directly supports identical titles and strong soft-similarity, plus #46552 being open with inbound references. It does not directly show the two bodies contain the same description, so phrases like \u201csame underlying tokenizer bug description\u201d and \u201csame described bug\u201d are too strong. Please keep the verdict more conservative unless the body text is available." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19384,12 +19330,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "a43a4c61387ca34ecbd83ca77a80169e2ed8cedda6b207d6cd38c33b91ba5d13", + "prepared_review_unit_hash": "1b2bb795d2323c958a9c145736439484baa580e6a0f8f98192cf347d85b81ffa", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38085, + "serialized_chars": 38088, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -19397,7 +19343,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38085, + "serialized_chars": 38088, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -19406,120 +19352,132 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Almost all soft links are false positives between unrelated PRs that merely touch similar areas of the repo. The only true duplicate-looking pair is the two `fixed_cross_entropy` PRs: 43251 and 43254 both patch `src/transformers/loss/loss_utils.py` to forward `weight`/`label_smoothing` into `nn.functional.cross_entropy` for the same tracking issue.", - "confidence": 0.91, + "summary": "Mostly unrelated PRs; the only true duplicate-like pair is the two loss_utils fixes for `fixed_cross_entropy` kwargs. Everything else appears to be separate model additions, refactors, docs, or tests.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the stronger canonical representative: it is explicitly tied to issue 43240 and implements the same `fixed_cross_entropy` kwargs passthrough as 43254, with a slightly more complete signature change.", + "canonical_pr_reason": "No single canonical PR spans the whole set. For the lone duplicate pair, PR 43251 is the better representative because it explicitly targets issue 43240 and presents the fuller `fixed_cross_entropy` fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall representative because it directly targets the tracked bug and subsumes the smaller alternative in 43254.", + "best_pr_reason": "PR 43251 is the best standalone representative in this cluster: it has the clearest problem statement, explicit issue linkage, and overlaps directly with the only accepted duplicate PR.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different features: Videoprism model integration vs an Executorch dynamic-shape export test." + "reason": "Different code paths: new VideoPrism model integration vs an ExecuTorch export test. Same broad testing/modeling area is not enough for duplicate status." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated tokenization helper methods vs adding a MobileLLM model." + "reason": "Mistral tokenizer missing methods vs adding MobileLLM are unrelated model/tokenizer work; no shared underlying bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "No shared bug/change; tokenizer method additions are unrelated to Executorch export tests." + "reason": "Tokenizer API additions and ExecuTorch dynamic-shape testing are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading fixes are unrelated to introducing a new model implementation." + "reason": "Processor auto-loading robustness vs adding a new model are different fixes in different areas." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs passthrough does not match MobileLLM model addition." + "reason": "Loss helper kwargs fix vs adding MobileLLM are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different code paths: loss utility fix vs Falcon/Mistral4 refactoring and tests." + "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes address different subsystems and bugs." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests are unrelated to Mistral4 test/model work." + "reason": "ExecuTorch export tests and Mistral4 test/integration fixes are not the same underlying change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing and MobileLLM addition are different changes." + "reason": "Dynamic-shape export testing is unrelated to adding MobileLLM." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model code is unrelated to fixing `cls.config` resolution order." + "reason": "New model addition and `cls.config` resolution ordering are unrelated issues." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition is unrelated to Falcon output-collection refactoring." + "reason": "MobileLLM implementation and Falcon output-interface refactor are unrelated model changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring and a model-creation skill doc are not the same code-path fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output refactor and Mistral4 test/integration fixes are separate changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model work is unrelated to CLIP-family `layrnorm` renaming." + "reason": "Mistral4 test fixes vs `layrnorm`\u2192`layernorm` renaming are different bugs." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 work is unrelated to chat response parsing/serve updates." + "reason": "Mistral4 test fixes and chat parsing updates do not overlap on the same concrete issue." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and a TDT loss kernel addition are different features." + "reason": "Mistral4 test fixes and adding a TDT loss kernel are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 work does not match the config-resolution order fix." + "reason": "Mistral4 test fixes and config-resolution ordering changes are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Shared auto-modeling filename aside, the changes are unrelated: Mistral4 fixes vs model-creation skill scaffolding." + "reason": "A model-specific test fix and a model-creation skill draft are not duplicates." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM is unrelated to a draft model-creation skill and sarvam_moe scaffolding." + "reason": "Adding MobileLLM and adding a model-creation skill are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying bug and same file: both add `weight`/`label_smoothing` support to `fixed_cross_entropy` for issue 43240; one is just a smaller variant." + "reason": "Both PRs fix the same concrete bug in `fixed_cross_entropy`: exposing/passing through supported `cross_entropy` kwargs in `loss_utils.py`, and they could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The rejected soft pairs are conservative and consistent with the filenames/diffs, and the only accepted pair (43251/43254) is clearly a duplicate-looking same-file, same-issue fix that could be merged into one PR." + "feedback": "The summary is grounded in the packet. The only accepted duplicate-like pair is PR 43251 and PR 43254, and both modify `fixed_cross_entropy` in `loss_utils.py` to pass supported `cross_entropy` kwargs, so treating them as mergeable for the same bugfix is conservative. The remaining pairwise rejections are appropriately cautious and match the diffs." }, "evaluator_used": true, "retried": false, @@ -19546,7 +19504,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "8b27de07748f2b1603c033643894750eb147c6deab6412eacbb0c3783d532ca3", + "prepared_review_unit_hash": "70adbf5b553674a09bb88278aa5288951ce896ba9020c8e69317c16941b90dd0", "component_budget": { "node_count": 2, "item_count": 2, @@ -19568,18 +19526,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice feature PRs, but they are not duplicates: one implements the base VibeVoice model, while the other adds VibeVoice Realtime plus the acoustic tokenizer and generation/runtime changes.", - "confidence": 0.91, + "summary": "These are related VibeVoice PRs, but they are not duplicates: one adds the base model, the other adds a realtime variant with additional tokenizer/generation work.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the foundational VibeVoice implementation and the earliest, most central change in this cluster; PR 42781 is a later extension for realtime support rather than the same change.", + "canonical_pr_reason": "PR 40546 is the broader foundational VibeVoice implementation and is the better canonical representative for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative of the core VibeVoice feature because it introduces the base model, docs, and auto-class registrations in one coherent implementation.", + "best_pr_reason": "PR 40546 is the most complete stand-alone implementation; PR 42781 looks like a follow-up extending the same model family rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: both target VibeVoice, but 40546 is the base model implementation and 42781 is a distinct realtime/acoustic-tokenizer extension. They share files because 42781 builds on the earlier work, not because they fix the same concrete code-path problem." + "reason": "They overlap on VibeVoice package and docs, but 42781 is a distinct realtime extension with extra acoustic tokenizer and generation changes, not the same concrete bug/change as 40546." } ] }, @@ -19609,12 +19567,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "2c9815b560ee8c11ebaa2fce5b89c83953c1c5f356b551691f446d742f9756d6", + "prepared_review_unit_hash": "be7ab77760b46e92c722250236e38e485f00f0b551879884c1b6abe3e768c84e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19622,7 +19580,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19631,18 +19589,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be triaged as duplicates or merged into one change.", + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not look like duplicates or the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the items target different models, different code paths, and different user-facing features, so there is no duplicate cluster representative here.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a good global representative for this cluster because the cluster is not a single change set; if forced, 41224 is the more focused PR, but it is still unrelated to 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes for different models and code paths; one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They are not the same bug or feature." + "reason": "Different features in different subsystems: TimesFM covariate forecasting vs. DINOv3 image classification. No shared bug, code path, or concrete mergeable change." } ] }, @@ -19737,7 +19695,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "54910d8eee2bc08844ec47f4eb8343748a8042db548fa939305954220e289aaf", + "prepared_review_unit_hash": "f40593cfb38addaa27618a8173ec168b4ce22e3f3528e299129a080b3e37b3c7", "component_budget": { "node_count": 3, "item_count": 3, @@ -19759,24 +19717,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share Transformers integration scaffolding, but they do not target the same model or code-path bug, so none should be merged as duplicates.", - "confidence": 0.98, + "summary": "These are three distinct model-addition PRs for unrelated models (DeepSeek OCR, Isaac, and Kimi2-6). They share common Transformers integration files, but the code and docs target different models and changes, so this cluster is not a duplicate set.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each PR introduces a different model integration and accompanying docs/auto-mapping/test updates, so they are distinct changes rather than duplicates.", + "canonical_pr_reason": "No single canonical duplicate PR: each PR adds a different model and associated integration/tests, so they should remain separate.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the best representative only in the sense that it has the strongest review/discussion activity and a complete model-integration scope; it is still not a duplicate of the other two.", + "best_pr_reason": "If a representative PR is needed, #45630 is the strongest candidate because it has the highest review activity and the broadest integration footprint, but it is still a distinct model-addition change.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions: DeepSeek OCR vs Isaac. The overlap is generic Transformers boilerplate (docs, auto mappings, shared utilities), not the same underlying change." + "reason": "Different model additions (DeepSeek OCR vs Isaac) with separate model files and docs; shared auto-registry wiring is boilerplate, not the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions: Isaac vs Kimi2-6. They touch similar integration files but implement distinct models and code paths, so they are not duplicates." + "reason": "Different model additions (Isaac vs Kimi2-6). They touch similar Transformers integration paths, but they implement unrelated models and cannot be merged as one fix/change." } ] }, @@ -19806,7 +19764,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "27d5fdab11580ca5b9fb364d4230d32a8c8ba0fb75f74a9ee4e98a838f594715", + "prepared_review_unit_hash": "eb25af6d8876e606917901b3440cf47b1d406e6644e7bb885ffd1cce4e3fa14b", "component_budget": { "node_count": 2, "item_count": 2, @@ -19828,18 +19786,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both update GitHub Actions workflows, but they target different underlying changes: one is a broad Node 24 compatibility refresh of core workflow actions, while the other upgrades Docker build actions to newer versions. They overlap in some workflow files, but they are not the same bug/fix and would not naturally merge into a single PR.", - "confidence": 0.93, + "summary": "Two open PRs both refresh GitHub Actions dependencies, but they target different action families and different upgrade goals: one is specifically for Node 24 compatibility, the other is a broader latest-version sweep. They are related maintenance, not the same change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader umbrella workflow-action compatibility update, touching many workflows and explicitly targeting Node 24 compatibility.", + "canonical_pr_reason": "PR 42975 is the more canonical representative because it has the narrower, well-defined purpose of Node 24 compatibility and a coherent set of workflow action bumps.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative for the cluster because it is the more general workflow-actions upgrade and covers the widest set of CI workflows.", + "best_pr_reason": "PR 42975 is the best representative PR for this cluster because its intent is explicit and internally consistent, whereas 42976 is a broader dependency refresh with less specific scope.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are dependency bumps in GitHub Actions workflows, but they fix different underlying concerns: Node 24 compatibility for core actions vs. upgrading docker/build-push-action. Shared workflow filenames alone are not enough to treat them as duplicates." + "reason": "Reject: both are workflow-action upgrade PRs, but they update different actions (checkout/cache/upload-artifact vs docker/build-push-action and others) and have different stated goals. They are related maintenance, not the same underlying fix and not something that should be merged as one PR." } ] }, @@ -19878,76 +19836,76 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "e09f7a0d1bd01f2c1d10c82ea191c0c12bbe7e222f9ee9b686505b572ec5a4a1", + "prepared_review_unit_hash": "ace4cae9f82360e742f2558cb1d085e3c368568e6456ed3bd69b6aa921d6ac74", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17563, - "estimated_input_tokens": 4391, - "estimated_eval_tokens": 9038 + "serialized_chars": 17574, + "estimated_input_tokens": 4394, + "estimated_eval_tokens": 9044 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17563, - "estimated_input_tokens": 4391, - "estimated_eval_tokens": 9038 + "serialized_chars": 17574, + "estimated_input_tokens": 4394, + "estimated_eval_tokens": 9044 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate model-addition PRs for different model families (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7). The shared changes are mostly boilerplate around docs and auto-registration, not the same underlying bug or change, so none of the soft edges should be treated as duplicates.", - "confidence": 0.96, + "summary": "These PRs are all separate model-addition/documentation efforts that share boilerplate files, but they do not appear to fix the same underlying bug or implement the same change. The soft links are generic similarity only, not duplicate evidence.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43451 (Molmo2) is the strongest standalone representative in this set: it has the broadest implementation surface and the highest discussion activity. Even so, it is not a duplicate of the other model-addition PRs.", + "canonical_pr_reason": "PR 43451 is the most substantial and heavily reviewed representative of the cluster, but it is still a distinct Molmo2 model-addition PR rather than a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the best single representative for the cluster, but only as a label for the broader model-addition theme; it should not be merged with the others because it targets a different concrete model family.", + "best_pr_reason": "If one PR must serve as the cluster anchor, 43451 is the strongest representative because it has the broadest implementation and the most review activity. It is not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families: ViT NEPA vs Molmo. Shared auto/docs files are expected for new-model PRs, not evidence of the same fix." + "reason": "ViT NEPA vs Molmo: different model families, different model directories, and different files/tests. Shared auto/docs plumbing is just standard model-registration boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families: ViT NEPA vs Molmo2. These are separate model integrations with distinct code paths." + "reason": "ViT NEPA and Molmo2 are unrelated model additions; they do not target the same code-path problem or change set." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families: ViT NEPA vs CTSM. Overlap is limited to generic registry/docs updates." + "reason": "ViT NEPA and CTSM are separate model implementations with no concrete shared bug/change beyond generic Transformers registration files." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Related name only, but Molmo and Molmo2 are distinct model variants with separate implementations and tests; not the same underlying change." + "reason": "Molmo and Molmo2 are distinct model releases with separate implementation directories and tests; this is not the same change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions. Similar repository plumbing does not make them duplicates." + "reason": "Molmo and CTSM are unrelated model additions. Similar auto/docs edits are not enough to treat them as duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model families and fix/add different code paths, so they are not duplicates." + "reason": "Molmo2 and CTSM address different models and different codepaths; the overlap is only in shared model-registration scaffolding." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are unrelated model additions with different architectures and implementation areas." + "reason": "CTSM and Step3p7 are separate model additions with different architectures, files, and tests, so they are not the same underlying change." } ] }, @@ -19996,7 +19954,7 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "b521670aedb383290b6262853660cb9ade86e499498c3defd28e4e99aa9de8e3", + "prepared_review_unit_hash": "3ee0927bf723f019e970eeefbb9554f12628544c414bb9c1c16c95bbb0061c28", "component_budget": { "node_count": 8, "item_count": 8, @@ -20018,96 +19976,96 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a noisy mix of unrelated maintenance PRs (Whisper tokenization/tests, tie-weights compatibility, CLIP/ViT test churn, FP8 dequant, doctest cleanup, generation validation, CI memory fixes, and typo cleanup). The soft-similarity links are mostly superficial; none look like the same concrete bug or change.", + "summary": "This cluster is a bundle of unrelated pull requests that only share superficial similarity signals. The apparent overlaps are mostly broad wording like \u201cfix\u201d or \u201ctypos,\u201d plus shared subsystems such as generation/modeling, but the concrete code paths and bugs are different.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46579 is the broadest generic maintenance change in the set and the closest thing to a representative cluster member, but it still does not duplicate the other PRs.", + "canonical_pr_reason": "No single canonical PR stands out: the PRs cover distinct changes (Whisper decoding/tests, backward-compatibility for tie_weights, FP8 dequantization, doctest cleanup, generation validation, CI memory handling, and typo fixes).", "best_issue_reason": null, - "best_pr_reason": "PR 46579 is the most representative by scope, but the cluster does not contain a true duplicate set, so it is only a loose anchor rather than a merge target.", + "best_pr_reason": "If one PR must anchor the cluster, 46579 is the broadest/general cleanup PR, but it is still not a duplicate of the others and should not subsume them.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test fix vs CLIP/ViT test assertions; different models and different failure modes." + "reason": "Whisper decoding/tests vs. CLIP/ViT test edits are unrelated; same broad label of \u201cfix\u201d is not enough." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode logic vs FP8 dequant/model-loading changes; unrelated code paths." + "reason": "Whisper tokenizer decode logic and FP8 dequantization/model loading are different bug classes and code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer fix vs generation watermarking/validation and test updates; not the same bug." + "reason": "Whisper test fixes and generation/watermarking validation changes do not target the same underlying issue." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compat shim for tie_weights vs broad typo cleanup; no shared concrete change." + "reason": "Backward-compatibility shim for tie_weights is unrelated to a broad typo cleanup PR." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46539", "accept": false, - "reason": "Test-file churn in vision models vs FP8 dequant and loader changes; unrelated." + "reason": "Placeholder test assertions in CLIP/ViT are not the same change as CI memory limiting and Phimoe integration-test setup." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:44815", "accept": false, - "reason": "Vision test assertions vs generation/config and Whisper validation fixes; different underlying issues." + "reason": "Test-file edits in image models do not fix the FP8 dequant/model-loading problem." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "Model test edits vs CI CPU-memory / Phimoe integration fix; not the same code path." + "reason": "These touch different model tests and a different generation/configuration bug; not the same concrete fix." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Vision test edits vs broad typo cleanup across codebase; superficial similarity only." + "reason": "Synthetic test failures in CLIP/ViT are not the same as repository-wide typo corrections." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/model-loading fix vs CI memory/integration test infrastructure; unrelated." + "reason": "FP8 quantization/model-loading work and Phimoe CI memory handling are unrelated changes." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 quantization/loading fix vs generation watermarking validation; different concrete bugs." + "reason": "Although both touch generation/modeling-related files, they address different concrete bugs and should not be merged as one PR." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "Shared filenames are incidental; one is a dequant fix, the other is typo cleanup, so they should not be merged." + "reason": "FP8 dequantization fixes are not the same underlying change as typo cleanup across many files." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Docs/doctest cleanup vs code typo fixes; same general maintenance theme, but not the same change." + "reason": "Doctest formatting/documentation updates do not duplicate broad code-typo fixes." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking/validation fix vs Phimoe CI memory workaround; unrelated subsystems." + "reason": "Generation validation/Whisper changes are unrelated to CI CPU-memory limiting and Phimoe test stabilization." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Generation config/Whisper fixes vs broad typo cleanup; no single shared bug or patch." + "reason": "A generation-config bug fix is not the same as a wide typo-only cleanup PR." } ] }, @@ -20137,7 +20095,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "b30a4f2d6d44a23cdb2f17a5bd2d7bcc10651cf51db3cda867c1dff277f1a7a1", + "prepared_review_unit_hash": "576d3d7641d514945d5260e10a7b1c65077a4f673808f19a6c4fee824fb498c3", "component_budget": { "node_count": 2, "item_count": 2, @@ -20159,18 +20117,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open placeholder PRs with minimal overlap. The only shared file is a ViT test, but one PR is mainly packaging/version/dependency plumbing while the other rewrites CI/workflow and testing utility behavior. They do not look like the same underlying change.", - "confidence": 0.97, + "summary": "Two open '[don't merge]' PRs were soft-linked only by a shared Vit test file, but they change different parts of the repo and address different concerns: one is a packaging/version-bump/bot-format check, the other is a broader workflow/notification/test-infrastructure diff.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the broader, more representative change in this cluster because it touches multiple CI/testing paths beyond the small setup/version tweak in #43488.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the better cluster exemplar: it has the larger and more substantive diff, whereas #43488 is mostly setup/version and dependency metadata.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the overlap is only a shared ViT test file. #43488 changes setup/versioning and dependency lists; #43532 changes CI workflows, testing utilities, and notification code. These are not the same concrete bug or fix." + "reason": "Reject: they do not look like the same underlying fix/change. PR 43488 is a small repo-bot/version-format check with setup.py and dependency-table edits, while PR 43532 rewrites CI/workflow and related test/notification code; the only overlap is a shared Vit test filename." } ] }, @@ -20200,12 +20158,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "3f5b68d2327a07444c2d0b4fc421e83a4ede9b0b63d82709f9e7bc08b7b61cd5", + "prepared_review_unit_hash": "66ac09db38acd104027e90e6704ca06b3b02ac7fd7eba9731333998f447c3772", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20213,7 +20171,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20222,18 +20180,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs with overlapping scaffolding, but they add different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. The shared docs/pipeline infrastructure does not make them the same underlying change.", - "confidence": 0.93, + "summary": "Two closely related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share docs and pipeline plumbing, but target different tasks, different classes, and different model/test coverage.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the better canonical representative only in the sense that it is the more expansive pipeline addition; however, it is not a duplicate of #43612 because it targets a different segmentation task and different supporting model/tests.", + "canonical_pr_reason": "No single canonical PR: these are separate feature additions for different segmentation tasks, so they should not be deduplicated into one change.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the stronger standalone PR for this cluster because it has broader model coverage and the more complete promptable visual segmentation implementation. PR #43612 is still a distinct change, not a duplicate.", + "best_pr_reason": "If a representative PR is needed, #43613 is slightly broader and more infrastructure-heavy, but it still addresses a different feature than #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "They are related by shared segmentation-pipeline scaffolding, but they implement different pipelines with different task docs, class names, and model/test targets. This is not the same concrete bug/change." + "reason": "Related theme only, not the same change: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation with different pipeline classes, task docs, and model/test files. They do not look mergeable into one PR or the same code-path fix." } ] }, @@ -20263,7 +20221,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "e90270218ef18915f81fdf491b869d77b52614c179e04c57b3685ed89e519ed4", + "prepared_review_unit_hash": "d1db55dd9b1e2aba103a4fc2c05ecbadad2b73c06d4976b4ca306b491d698bd7", "component_budget": { "node_count": 2, "item_count": 2, @@ -20285,18 +20243,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open PRs both touch `src/transformers/trainer.py`, but they address different trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering. They do not look like duplicate fixes or mergeable into one PR.", - "confidence": 0.95, + "summary": "Both PRs edit `src/transformers/trainer.py`, but they address different trainer behaviors: 43651 changes gradient-accumulation loss scaling, while 43663 extracts signature-column filtering into an overrideable method. They are related by file/subsystem, not by the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: 43651 changes loss-scaling behavior in `training_step`, while 43663 refactors how signature columns are derived for dataset column filtering.", + "canonical_pr_reason": "No clear canonical PR: the changes are about different code paths and different extensibility points in `Trainer`, so they should not be collapsed together as duplicates.", "best_issue_reason": null, - "best_pr_reason": "If one PR had to represent the cluster, 43651 is slightly stronger because it introduces a concrete behavior hook with clearer user impact and more discussion, but it is not a duplicate of 43663.", + "best_pr_reason": "PR 43651 is the more central standalone change by activity and behavioral impact, but it is still not a duplicate of 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Reject: same file, but different code paths and different problems. 43651 adds `_loss_is_scaled_for_ga` to control gradient accumulation loss scaling; 43663 adds `_get_signature_columns` to change model-signature-based column filtering. They are unrelated refactors/fixes, not the same underlying change." + "reason": "Different fixes: 43651 adjusts loss scaling during training, while 43663 refactors how input columns are derived from the model signature. Same file, different problems." } ] }, @@ -20326,7 +20284,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "4551aebf88caec29350da2840ef9828a8340eff9fb68079a1735a4a622bdf099", + "prepared_review_unit_hash": "2cfc68f901dcce7ac9b77612a66c1e1ea5553f87b96f11ee3680121135186094", "component_budget": { "node_count": 2, "item_count": 2, @@ -20348,18 +20306,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch the same file and the same CLI typing area, but they appear to fix different runtime NameError causes rather than the same concrete bug. PR #43842 is the tighter fix for the TypeAdapter annotation/import issue when pydantic is absent; PR #43656 is a broader typing/future-annotations cleanup with additional unrelated annotation changes.", - "confidence": 0.82, + "summary": "Two open PRs touch the same CLI file but address different typing/runtime problems: one is a broader annotation cleanup, the other is a targeted fix for TypeAdapter when pydantic is absent. They should not be deduplicated.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more precise and self-contained fix for the explicit TypeAdapter NameError path in `src/transformers/cli/serve.py` and avoids bundling extra typing cleanup.", + "canonical_pr_reason": "PR 43842 is the better representative because it directly fixes the reported TypeAdapter NameError with a minimal, concrete change and clear issue linkage.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 best matches the concrete runtime failure described in its title/body and is the least speculative fix for the serve CLI NameError.", + "best_pr_reason": "PR 43842 is the strongest standalone candidate for merge because it addresses a specific runtime failure path in the CLI and is narrowly scoped.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Do not merge: they likely address different NameError sources in the same module. #43656 makes broader postponed-annotation/type cleanup changes, while #43842 specifically fixes the `TypeAdapter` reference when pydantic is not installed." + "reason": "Both touch src/transformers/cli/serve.py, but 43656 is a broader typing/annotation cleanup while 43842 specifically fixes the TypeAdapter NameError when pydantic is not installed. They are related, not the same underlying bug, and would not naturally collapse into one PR." } ] }, @@ -20551,334 +20509,448 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "138003e6bdf0eb523628e79c6fb8158bdfb528343b49f33c8d2158d8f24f54cf", + "prepared_review_unit_hash": "3e24bec631f93882e5f077321cf70a56757c7709ab39a308aa2b5f26a5abeec9", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84895, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84899, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75090, - "estimated_input_tokens": 18773, - "estimated_eval_tokens": 37802 + "serialized_chars": 75095, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific refactors to standardize output tracing/decorator-based hidden-state capture. Most pairs are only loosely similar across different model families and should stay separate; the only clear duplicates are within the GPT-J/CodeGen pair and the GPT-Neo pair.", - "confidence": 0.78, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the clearest representative of the GPT-J/CodeGen subcluster: it targets the same files and the same decorator-based output-tracing migration as 44066, and appears to be the later, more focused revision of that exact change.", - "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best single PR to stand in for the duplicated GPT-J/CodeGen refactor because it directly implements the standardized tracing change on the same code paths as 44066 and is the most concise match to that underlying fix.", + "summary": "This cluster is mostly an umbrella of model-by-model refactors for standardized output tracing, not one single bug. The only strong duplicates are within the GPT-Neo and GPT-J/CodeGen subthreads; most other soft edges are just thematically similar refactors across different architectures.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43979 is the common umbrella tracker for the standardized output-tracing migration referenced by the PRs, so it best represents the cluster\u2019s shared intent.", + "canonical_pr_reason": "PR 44722 is the clearest representative of the most concrete overlapping duplicate set: it targets the GPT-J/CodeGen output-tracing refactor with the same issue target and a broader, later implementation than the narrower GPT-J variants.", + "best_issue_reason": "43979 is the only clear shared tracking issue and matches the cluster\u2019s common theme, making it the best global issue anchor.", + "best_pr_reason": "44722 is the best global PR anchor because it is a substantial, concrete implementation of the output-tracing refactor and overlaps closely with the other GPT-J/CodeGen candidates.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; only the broad tracing refactor theme overlaps." + "reason": "Different model families and code paths; same tracing theme is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and different code paths; same high-level output-tracing theme is not enough." + "reason": "FNet/CVT versus DeBERTa are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both appear to refactor the same GPT-J/CodeGen tracing code paths to the same decorator-based interface." + "reason": "Same GPT-J output-tracing refactor in the same code path; 44085 looks like a narrower/renamed variant of 44066." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RT-DETR ResNet versus EfficientNet; shared issue label does not make them the same change." + "reason": "ResNet and EfficientNet are separate model refactors, not one shared fix." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations despite similar refactor wording." + "reason": "EfficientNet output tracing is unrelated to the GPT-J/CodeGen refactor." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; different concrete code paths." + "reason": "Different model paths; only the refactor pattern is shared." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated model implementations." + "reason": "MobileNetV2 and DeBERTa_v2 are different concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; same output-tracing pattern but not the same bug/change." + "reason": "GPT-J/CodeGen versus MGP-STR; same infrastructure theme, different bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different model families with separate refactors." + "reason": "GPT-J/CodeGen and MPT are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model file and look like the same concrete change." + "reason": "Both target GPT-Neo output tracing in the same file and are highly overlapping implementations of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model families." + "reason": "GPT-J/CodeGen and GPT-Neo are different model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different model families and different code paths." + "reason": "Different models and different concrete code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen; only the general tracing refactor theme overlaps." + "reason": "ResNet refactor does not overlap the GPT-J/CodeGen change." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." + "reason": "ResNet and GPT-J are separate model-specific refactors." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different implementations." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo versus ResNet; same broad migration style but not the same underlying fix." + "reason": "GPT-Neo versus ResNet; shared pattern only." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate code paths." + "reason": "ResNet and MPT are different model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated model families." + "reason": "GPT-Neo and Flaubert are unrelated concrete changes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." + "reason": "GPT-Neo does not share the same code path as GPT-J/CodeGen." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert/XLM; not the same concrete change." + "reason": "GPT-Neo and Flaubert are different model-specific refactors." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate refactors in different model families." + "reason": "MPT and GPT-J/CodeGen are separate changes." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different code paths." + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; no shared implementation target." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model changes." + "reason": "GPT-Neo and MGP-STR are distinct refactors." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 versus MGP-STR; similar refactor style only." + "reason": "GPT2 and MGP-STR are different model-specific changes." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different concrete changes." + "reason": "GPT-J and MGP-STR are unrelated implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT versus Flaubert/XLM are different model families." + "reason": "ViLT versus Flaubert/XLM; same theme only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 output tracing is a separate model refactor from GPT-J/CodeGen." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44722", + "accept": false, + "reason": "VisualBert and GPT-J/CodeGen are different model-specific refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR do not share the same underlying bug/change." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MPT are unrelated model implementations." + "reason": "GPT2 and MPT are separate model implementations." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet versus Flaubert/XLM; same refactor theme is too broad to merge." + "reason": "MPNet and Flaubert/XLM are unrelated changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are different model families." + "reason": "RegNet and Segformer are separate model refactors." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated code paths." + "reason": "RegNet and MPNet are unrelated changes." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are separate changes." + "reason": "MPT and ImageGPT are different model-specific refactors." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated implementations." + "reason": "TextNet and Flaubert/XLM are not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different concrete refactors." + "reason": "MPNet and LongT5 are unrelated concrete refactors." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model code paths." + "reason": "RegNet and GPT-Neo are different model paths." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet versus LongT5; only the broad output-tracing theme overlaps." + "reason": "RegNet and LongT5 are unrelated." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different refactors." + "reason": "TextNet and LongT5 are different implementations." }, { "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are separate model-specific changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are unrelated refactors." + }, + { + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are separate model implementations." + "reason": "VisualBert and LongT5 do not share the same underlying bug/change." }, { - "left": "pull_request:43997", + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different code paths." + }, + { + "left": "pull_request:44056", "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPT are different concrete changes." + "reason": "MPNet and MPT are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are different concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and Segformer are different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are unrelated." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated model families." + "reason": "SqueezeBert and MPT are separate changes." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different code paths." + "reason": "SqueezeBert and VisualBert are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model-specific refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa_v2 are unrelated." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are unrelated implementations." + "reason": "DeBERTa_v2 and TextNet are different model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor on the same affected files; this looks like the same underlying change." + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the broader later version of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "The diff preview points to the same GPT-J/CodeGen tracing migration, so these look like duplicate revisions of one refactor." + "reason": "Both hit the same GPT-J output-tracing path, and 44722 is a broader implementation of that same refactor." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J/CodeGen versus SpeechT5 are unrelated model code paths." + "reason": "GPT-J and SpeechT5 are different model-specific refactors." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT versus RegNet/ResNet/RT-DETR ResNet; not the same concrete bug/change." + "reason": "FNet/CVT and ResNet are separate model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are different implementations." + "reason": "FNet/CVT and SpeechT5 are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are separate refactors." + "reason": "DeBERTa_v2 and SpeechT5 are different model-specific changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and Vits are unrelated model families." + "reason": "DeBERTa_v2 and VITS are unrelated refactors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst\u2019s summary is grounded in the packet: the GPT-J/CodeGen and GPT-Neo pairs are the only clearly mergeable duplicates, and the other cross-family pairs are rejected conservatively. The accepted soft edges match the packet\u2019s deterministic-accept pairs, and the rejected ones do not overclaim mergeability." + "feedback": "The summary is well grounded in the packet: issue 43979 is the only clear umbrella tracker, and 44722 is a reasonable canonical PR anchor because it is a later, broader GPT-J/CodeGen implementation that overlaps the same file set and issue. The soft-edge verdicts are mostly conservative, and the accepted pairs (GPT-Neo and GPT-J/CodeGen variants) do look mergeable as the same standardized output-tracing bugfix." }, "evaluator_used": true, "retried": false, @@ -20916,20 +20988,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "d583ea7632074061900056ae3c5ff72aedf416880fac3f659861a97f67dd0a7b", + "prepared_review_unit_hash": "8008abb817f7c29fc1fa69a6a9923bdfb0b1d54d6e43e9f71830298eb1e949e8", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84895, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84899, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, + "serialized_chars": 17125, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -20938,48 +21010,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all look like model-specific refactors to the new standardized output-capture/tracing framework, but they target different architectures and code paths. They share a migration pattern, not a single duplicate change.", - "confidence": 0.96, + "summary": "These are separate model-by-model refactors to standardized output tracing/capture_outputs, not the same underlying bug or code change. They share a migration theme, but each PR touches a different model implementation and would not plausibly be merged as one fix.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44129 is the most concrete representative: it has an explicit issue target, a clear SpeechT5-specific refactor, and a sizable implementation change centered on output tracing.", + "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it explicitly targets standardized output tracing, adds capture_outputs/can_return_tuple wiring, and has a broad model refactor scope with the same migration pattern seen elsewhere in the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #44129 is the best standalone representative because it is narrowly scoped, explicitly linked to an issue, and clearly documents the output-capture migration for one model.", + "best_pr_reason": "PR 44073 is the best single representative because its title and diff clearly describe the standardized output-tracing migration theme without being narrowly tied to a test or a side change.", "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; same initiative, not the same change." + "reason": "Both are output-tracing migrations, but for different models (FocalNet vs ImageGPT) with different code paths; this is a shared pattern, not the same fix." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations with distinct output plumbing; this is a shared refactor pattern, not one underlying bug or patch." + "reason": "VisualBert and TextNet are distinct model implementations; these PRs refactor similar output capture logic but do not address one common bug or change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are unrelated code paths despite similar decorator/capture_outputs changes; not mergeable as one PR fixing the same problem." + "reason": "MPNet and VisualBert are separate model-specific refactors. The similarity is only the standardized tracing mechanism, not a shared concrete defect." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are model-specific refactors in different files and architectures; they do not appear to fix the same concrete defect." + "reason": "Different models and different forward/output plumbing; too broad a thematic match to count as the same underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are separate model migrations to standardized outputs, but they are not the same underlying code-path issue." + "reason": "RegNet and SqueezeBert are unrelated code paths. Both migrate output handling, but they are not the same bug or mergeable PR." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 both adopt output-capture helpers, but the implementations and affected forward paths differ; this is not a duplicate fix." + "reason": "SqueezeBert and SpeechT5 target different architectures and output semantics; the explicit issue link on SpeechT5 does not make this a duplicate of SqueezeBert." } ] }, @@ -21059,274 +21131,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "f8e6eba2aee232207abf0bba27fd1c1ee37e7ee5791fdce7e7e0a0ceaa7fad0d", + "prepared_review_unit_hash": "a81c432593e4536e14b156a403ee598a971562571c7435905e43ab0948cec9d8", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40171, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40171, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all separate model-specific PRs for a similar output-tracing refactor pattern, but they do not look like duplicates of the same underlying change. They should be kept distinct.", - "confidence": 0.93, + "summary": "All items are separate model-specific refactors around output tracing, not the same underlying bug/change. They share a theme and similar helper usage, but the touched code paths are different enough that none should be merged as duplicates. PR 44003 is the broadest representative, but it is still not a duplicate of the others.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44003 is the broadest representative in this set, touching two related Mamba implementations and showing the most substantial output-tracing refactor.", + "canonical_pr_reason": "No single canonical PR for deduplication: these are independent per-model refactors across different architectures. If one must represent the cluster, 44003 is the broadest because it spans both Mamba and FalconMamba and introduces the shared output-capturing plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR #44003 is the best single representative of the cluster because it has the largest scope among the PRs shown and is a concrete example of the shared refactor pattern without being merely documentation/test churn.", + "best_pr_reason": "44003 is the best cluster representative because it is the most comprehensive example of the shared output-tracing refactor pattern, but it still addresses a distinct code path from the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model codepaths (`timm_backbone` vs `upernet`) and separate PRs." + "reason": "Different models and code paths (timm_backbone vs upernet); same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families (`timm_backbone` vs `vision_text_dual_encoder`); not the same underlying bug/change." + "reason": "Different architectures (timm_backbone vs vision_text_dual_encoder); not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate changes in unrelated models (`timm_backbone` vs `univnet`)." + "reason": "timm_backbone and univnet are unrelated model paths; only the output-tracing pattern matches." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Both are tracing refactors, but they target different model stacks and code paths." + "reason": "Different subsystems (timm_backbone vs mamba/falcon_mamba); not mergeable as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures (`timm_backbone` vs `rwkv`); shared pattern is too broad to be a duplicate." + "reason": "Separate model families (timm_backbone vs rwkv); similar refactor idea, different code change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated model changes, not one fix." + "reason": "MobileNetV1 and UnivNet are unrelated model implementations; same generic refactor only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations; same refactor style is not enough for duplication." + "reason": "MobileNetV1 vs UperNet are different code paths and different model tasks." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are distinct PRs for separate model codepaths." + "reason": "MobileNetV1 and DepthAnything are separate vision models; not the same concrete bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "These touch different composite encoder-decoder vs mobile vision models." + "reason": "Different model families (mobilenet_v1 vs vision_encoder_decoder); no shared code path." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families; no shared concrete bug or change." + "reason": "MobileNetV1 and speech_encoder_decoder are unrelated; only broad output-refactor similarity." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated implementations." + "reason": "vision_text_dual_encoder and univnet have different forward paths and outputs." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Separate models and separate forward/output refactors." + "reason": "vision_text_dual_encoder vs upernet are distinct model stacks; not the same fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model-specific tracing refactors; not mergeable as one concrete fix." + "reason": "CLIP-style dual encoder and Mamba/FalconMamba are different code paths; not one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` are different codepaths and tasks." + "reason": "Different vision models with different forward signatures; not a duplicate change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures (`univnet` vs `upernet`); only the refactor pattern matches." + "reason": "UnivNet and UperNet are unrelated architectures; same refactor motif only." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "These are separate model refactors in unrelated code." + "reason": "UnivNet audio model vs Mamba language model; no shared concrete bug." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are distinct model changes." + "reason": "UnivNet and DepthAnything are different model families and code paths." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated model families." + "reason": "UperNet segmentation and RWKV language modeling are unrelated changes." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks and different output-handling implementations." + "reason": "UperNet and Mamba/FalconMamba are different subsystems; not mergeable as one PR." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba`/`falcon_mamba` vs `superpoint` are unrelated codepaths." + "reason": "Mamba/FalconMamba versus SuperPoint are unrelated model implementations." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba` and `codegen` are different models with separate forward signatures." + "reason": "Mamba/FalconMamba refactor and CodeGen refactor are separate code paths, even if both alter output handling." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are different model implementations." + "reason": "timm_backbone and codegen are entirely different subsystems; same theme only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "These are distinct model refactors in unrelated codepaths." + "reason": "UnivNet and CodeGen are unrelated architectures and output contracts." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models; same output-tracing theme does not imply duplication." + "reason": "UperNet and CodeGen touch different tasks and model flows; not the same fix." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` are unrelated changes." + "reason": "vision_text_dual_encoder and codegen do not share a concrete code path." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are encoder/decoder-related refactors, but they target different model implementations and forward logic." + "reason": "DepthAnything and VisionEncoderDecoder are different vision model families; not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are separate model-specific refactors." + "reason": "DepthAnything and SpeechEncoderDecoder are separate code paths and tasks." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are different models with different output semantics." + "reason": "DepthAnything and SuperPoint are unrelated vision models; same refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; only the tracing refactor motif is shared." + "reason": "DepthAnything and RWKV are different model families with different forward logic." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are unrelated code paths." + "reason": "DepthAnything and DPR are separate encoder stacks; not the same underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Separate model changes in different encoder/decoder and retrieval models." + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different composite model types; not the same underlying fix." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are distinct wrapper models, not one concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are unrelated changes." + "reason": "VisionEncoderDecoder and SuperPoint are separate model implementations." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and different forward/output behavior." + "reason": "VisionEncoderDecoder and DPR are different model families with different output handling." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated codepaths." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated tasks and forward paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models; same refactor pattern is too broad to merge." + "reason": "SpeechEncoderDecoder and RWKV are different model families; not the same change." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Separate model-specific output-tracing refactors." + "reason": "SpeechEncoderDecoder and DPR are distinct encoder/decoder code paths." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are different architectures and changes." + "reason": "SuperPoint and RWKV are unrelated architectures; only generic refactor similarity." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model codepaths and output handling." + "reason": "SuperPoint and DPR are different models and tasks; not a shared bug." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are distinct model implementations; not one duplicate fix." + "reason": "RWKV and DPR have different forward contracts and code paths." } ] }, @@ -21356,12 +21428,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "1e584ad2380297a541082bb57138cfc793421ad7edc7dc7c48141242c1223457", + "prepared_review_unit_hash": "2e46b642fb61ef9c853171bdcd1fb238c4dcbe9024748606aa1dba79cef0231a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6549, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21369,7 +21441,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6549, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21378,18 +21450,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated model integrations that only overlap on shared Transformers registration/docs files; one adds PenguinVL, the other adds Voxtral TTS.", - "confidence": 0.98, + "summary": "These are two unrelated model-addition PRs that only overlap on shared Transformers integration files and docs plumbing. They do not look like duplicates or the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PR 44662 implements PenguinVL, while PR 45401 implements Voxtral TTS; they are different underlying changes and code paths.", + "canonical_pr_reason": "PR 45401 is the better representative PR because it is explicitly tied to issue 45027 and is a focused implementation for one model release; PR 44662 is a separate PenguinVL model addition.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is slightly better as a standalone reference because it has an explicit issue target, but it is still not a duplicate of PR 44662.", + "best_pr_reason": "45401 is the most canonical-looking PR in this cluster due to its explicit issue linkage and narrower scope, but it is still not a duplicate of 44662.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: these PRs add different models with different implementation files and behavior; the shared auto/docs updates are incidental, not evidence of the same change." + "reason": "Different model families and code paths: PenguinVL vs Voxtral TTS. Shared auto-registration/docs files are incidental and not enough to indicate the same underlying change." } ] }, @@ -21419,7 +21491,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "d1b7a1504426ffa0ec516c08b7ee699435409c008b5aa8103ec1f24ed7c7e116", + "prepared_review_unit_hash": "7502af51cf28f80a04088ded2e2d75ec90cac8735ffc62b5fc2c392b591b113c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21441,18 +21513,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related by the broad theme of fusion, but they describe different changes: PR 44979 adds a new generic Module Fusion API, while PR 45363 wires up n-to-1 kernel fusion via KernelConfig and example/integration plumbing. They are not the same underlying fix/change.", - "confidence": 0.91, + "summary": "These are related fusion-feature PRs, but they are not the same underlying change: #44979 introduces a new module-fusion API and tests, while #45363 wires a specific KernelConfig-based n-to-1 kernel fusion path through model loading and integrations.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44979 is the more foundational, reusable API addition; PR 45363 is a narrower consumer/integration of fusion concepts in a different code path, so it is the better cluster representative but not a duplicate of 44979.", + "canonical_pr_reason": "#44979 is the cleaner umbrella PR: it adds the core fusion abstraction itself in one place, whereas #45363 is a more specific downstream integration/example built around a particular KernelConfig workflow.", "best_issue_reason": null, - "best_pr_reason": "PR 44979 is the best representative of the cluster\u2019s core topic because it introduces the core module fusion API itself, whereas PR 45363 is a separate kernel-fusion feature built around KernelConfig.", + "best_pr_reason": "#44979 is the best representative of the cluster because it is the foundational, reusable API change with a focused code surface and tests; #45363 is narrower and draft-oriented.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different implementations and scopes: 44979 adds a generic module-fusion framework; 45363 adds KernelConfig-driven n-to-1 kernel fusion plus example/integration changes. They are related, but not the same concrete change." + "reason": "Do not merge: #44979 defines a generic module-fusion API, while #45363 adds a separate KernelConfig-driven n-to-1 fusion integration path. They share a theme but not the same concrete code-path change." } ] }, @@ -21482,7 +21554,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "6c65cfe030ca02187f7893b983d06436af80edb1499d3651b20c0fa824b88f5b", + "prepared_review_unit_hash": "ef6c875e6e548c578bc3ff44c3e60929e778ca961484d1db4cb771c94715aadf", "component_budget": { "node_count": 2, "item_count": 2, @@ -21504,18 +21576,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same Mistral regex patch AttributeError in the same code path and target the same issue. PR #45317 is the stronger canonical choice because it includes the fix plus a test update, while #45086 is a smaller earlier version of the same change.", - "confidence": 0.97, + "summary": "Two PRs implement the same Mistral pre-tokenizer fix for the same issue, with 45317 appearing to be the fuller follow-up version that includes tests.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the best canonical PR: it fixes the same AttributeError in `_patch_mistral_regex`, targets the same issue, and adds a corresponding test change, making it the more complete representative of the duplicate pair.", + "canonical_pr_reason": "pull_request:45317 is the better canonical PR: it targets the same issue as 45086, carries the same code fix, and adds test coverage/context, making it the more complete representative.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best overall PR because it contains the same underlying fix as #45086 but with additional test coverage and a slightly more developed implementation.", + "best_pr_reason": "pull_request:45317 is the best PR candidate because it fixes the same concrete AttributeError in the same code path and is the more complete patch.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug in `_patch_mistral_regex`, same affected file, same target issue, and the later PR is an expanded version of the earlier fix rather than a different change." + "reason": "Same underlying bug and same file-level fix for _patch_mistral_regex; 45317 is a direct superset/follow-up of 45086 rather than a different change." } ] }, @@ -21549,12 +21621,12 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "e8f27bae947a45ff966e0c5e4fea685cac0caf9d62de1d2fa0d39b93b79d3636", + "prepared_review_unit_hash": "a5d604de7508cf197ef400f9b0e285dba19828f3882a4a0565fa80a71f4cf65e", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13474, + "serialized_chars": 13473, "estimated_input_tokens": 3369, "estimated_eval_tokens": 6994 }, @@ -21562,7 +21634,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13474, + "serialized_chars": 13473, "estimated_input_tokens": 3369, "estimated_eval_tokens": 6994 }, @@ -21571,30 +21643,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all Nemotron-related and overlap in auto-mapping/docs infrastructure, but they address different underlying changes: NemotronH architecture refactor, NemotronH dense/sparse model split, Nemotron ASR streaming, and Nemotron 3.5 ASR streaming. None are the same concrete bug or change, so the soft duplicate edges should be rejected.", - "confidence": 0.96, + "summary": "All four PRs are Nemotron-related, but they target different model variants and different kinds of changes: NemotronH refactoring/conversion, NemotronH model split/refactor, Nemotron ASR streaming, and Nemotron 3.5 ASR streaming. They share subsystems and filenames, but not the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the most central and substantial model-family change in the set: it introduces the NemotronH dense/sparse split and broad architecture/modeling updates, making it the best representative of the NemotronH line of work.", + "canonical_pr_reason": "PR 45569 is the broadest and most central Nemotron model-family refactor in the set, covering the major NemotronH split and model wiring; it is the best representative of the cluster even though the others are not duplicates of it.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the strongest single representative artifact in this cluster because it is broader than the other PRs and touches the core NemotronH implementation rather than only docs, auto registration, or a narrower ASR variant.", + "best_pr_reason": "PR 45569 is the most substantial and architecture-defining PR here, so it is the strongest single representative for the Nemotron cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related by model family and shared files, but 45115 is a NemotronH-to-GraniteMoeHybrid conversion refactor while 45569 is the later full NemotronH / dense-sparse model split. Different underlying change." + "reason": "Related NemotronH work, but 45115 is a conversion-mapping/refactor patch while 45569 introduces the model split and docs. Different concrete changes, not one mergeable duplicate PR." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "Both touch Nemotron-related auto/model plumbing, but 45569 is about NemotronH architecture/modeling, while 46565 adds Nemotron 3.5 ASR streaming. Distinct code paths and features." + "reason": "45569 is NemotronH architecture/model refactoring; 46565 adds Nemotron 3.5 ASR streaming. Same family, different model and code path." }, { "left": "pull_request:46332", "right": "pull_request:46565", "accept": false, - "reason": "These are separate ASR model additions: 46332 introduces Nemotron ASR Streaming, while 46565 introduces Nemotron 3.5 ASR Streaming. Same broad area, different model and change set." + "reason": "Both are ASR streaming PRs, but for different generations (Nemotron ASR vs Nemotron 3.5 ASR). Overlap is shared infra, not the same underlying feature change." } ] }, @@ -21624,7 +21696,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "b1a6dfbcf889532325adb8238cadb247b45dab3658c26b3d26402caeb4a02f62", + "prepared_review_unit_hash": "0e6e264d1950d44b9434f3c2621ab4fcd8bc68de8f1a10f3b9d19228b65e1ce5", "component_budget": { "node_count": 2, "item_count": 2, @@ -21646,18 +21718,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related heterogeneous-model feature PRs, but they are not duplicates: one adds per-layer config plumbing, the other adds broader model/cache/masking integration built on top of that foundation.", - "confidence": 0.89, + "summary": "These are closely related feature PRs for heterogeneous-model support, but they are not duplicates: one adds per-layer configuration plumbing, while the other adds broader modeling/runtime support that consumes it.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the best single representative because it covers the end-to-end heterogeneous model/runtime changes, while #45333 is a supporting per-layer config foundation rather than the same change.", + "canonical_pr_reason": "PR 45332 is the better canonical representative because it is the broader end-to-end feature implementation and includes the runtime/modeling changes; PR 45333 is mainly the config-layer foundation.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the strongest cluster anchor: it spans the main user-facing modeling/cache work and subsumes the config machinery conceptually, whereas #45333 is narrower and prerequisite-like.", + "best_pr_reason": "PR 45332 is the strongest standalone PR for the cluster since it covers the larger concrete change set across cache/modeling/masking code paths, not just config serialization.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but distinct: #45333 introduces per-layer configuration support, while #45332 adds broader heterogeneous modeling/cache behavior. They touch shared infra, but they do not fix the same concrete code-path problem and would not naturally merge into one PR." + "reason": "Related feature work, but not the same underlying change: 45333 is per-layer config support, while 45332 implements heterogeneous model/runtime handling that depends on that config. They would not plausibly be merged as one duplicate PR." } ] }, @@ -21687,12 +21759,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "a24021cbc7ad192a4da291033e68eb4dfcdda2ce0c6a7eea9c0191689498dba2", + "prepared_review_unit_hash": "58903a804a26dda969e3d878b7e2d7f13b6327744c7faaacf6ed9fac1f513409", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21700,7 +21772,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21709,18 +21781,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related and overlap in a few files, but they address different changes: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds new typing helpers/protocols and targeted fixes for `modeling_utils` and related modules.", + "summary": "Both pull requests are typing-related, but they address different concrete changes: one broadly enables/expands type checking across many `src/transformers/*.py` files and configures mypy-like ignores, while the other adds specific typing protocols/helpers and hooks them into a few implementation files. They overlap in subsystem and shared files, but not enough to be the same fix or safely merged into one PR.", "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the more focused, concrete change: it introduces shared typing aliases/protocols and targeted modeling utility typing fixes, making it a better representative of the specific code-path issue than the broad type-checking sweep.", + "canonical_pr_reason": "No strong canonical PR duplicate here; the broader type-checking sweep in PR #45415 is the more umbrella-like change, while PR #45425 is a narrower typing-helper/support PR.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the best representative because it has a narrower, clearer technical scope centered on reusable typing definitions and specific integration points, rather than a wide mechanical cleanup.", + "best_pr_reason": "PR #45415 is the best representative of the cluster because it covers the larger end-to-end typing rollout and is the more comprehensive change set.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They are not the same underlying change. #45415 is a large repo-wide typing enablement pass, while #45425 adds typing infrastructure and targeted fixes for specific utilities; shared files alone are not enough to treat them as duplicates." + "reason": "Shared typing subsystem and a few files, but the PRs fix different concrete problems: broad type-checking cleanup vs. adding specific typing protocols/helpers. They would not naturally collapse into one PR." } ] }, @@ -21750,12 +21822,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "627ae8f475698781817760e17f4746ab3d81ddc603507f95e6344d4b55f1da39", + "prepared_review_unit_hash": "709c284769f2caf8fac460b12a279b099f4c5bd8d79aa8eccca687ff9688849b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21763,7 +21835,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21772,18 +21844,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both cache-related, but they fix different bugs in different model families: Qwen3.5/Qwen3-Next/Olmo hybrid linear attention vs Mamba2 use_cache handling. They should not be merged as duplicates.", - "confidence": 0.97, + "summary": "These PRs both address cache-aware forward passes, but they fix different model families and different concrete bugs: Qwen3.5/Qwen3-next/OlmoHybrid multi-token cached forward versus Mamba2 use_cache with seq_len>1. They are not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the cleaner canonical PR for this cluster: it targets one concrete Mamba2 bug, has an explicit linked issue, and the diff is tightly scoped to seq_len>1 cache behavior.", + "canonical_pr_reason": "PR 46084 is the cleaner representative: it has an explicit issue target, a focused Mamba2 cache-path fix, and a narrower scope than the multi-model PR 45513.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the strongest representative because it is narrowly focused on a specific code path and bug, whereas PR #45513 spans multiple model files and variants.", + "best_pr_reason": "PR 46084 is the strongest standalone fix because it is tightly scoped to one concrete bug in one code path and is directly tied to issue #46032.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different underlying problems and code paths: #45513 fixes multi-token cached forward for Qwen3.5/Qwen3-Next/Olmo hybrid linear attention, while #46084 fixes Mamba2 use_cache behavior when seq_len > 1. Shared cache terminology is not enough to treat them as the same change." + "reason": "Both mention cache/seq_len>1, but they target different architectures and code paths. 45513 fixes multi-token cached forward in Qwen/OlmoHybrid linear attention modules, while 46084 fixes Mamba2 CUDA cached forward behavior." } ] }, @@ -21813,7 +21885,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "1b27bf557bd1206a60de3aa7ce1c44af1169c98a51c1f088dbee8e6367b57db2", + "prepared_review_unit_hash": "7059a198d2ee06ee07af0b22b9cde2e951df0061e17cf9f7ebca9fdf62c0c67b", "component_budget": { "node_count": 2, "item_count": 2, @@ -21835,18 +21907,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both expert-parallelism related, but they fix different bugs in different loading paths: one is about serializing/loading distributed_config and exposing has_ep, while the other prevents expert parameters from being overwritten during shard wrapping. Not a duplicate pair.", - "confidence": 0.96, + "summary": "Both PRs are about EP-related loading, but they fix different bugs: PR 45548 targets Accelerate/DeepSpeed ZeRO-3 serialization of `distributed_config`, while PR 45662 fixes expert tensors being overwritten by a rank-0 broadcast/FSDP2 path. They share a subsystem and one filename, but not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are distinct EP-related fixes in different code paths (config/loading plumbing vs. shard post-processing).", + "canonical_pr_reason": "PR 45662 is the better standalone representative because it addresses a concrete code-path bug in parameter loading (`post_shard_wrap` / rank-0 broadcast overwriting experts) with a broader, more explicit fix.", "best_issue_reason": null, - "best_pr_reason": "45662 is the stronger representative because it fixes a concrete runtime corruption bug in the loading/sharding path; 45548 is narrower and mainly adjusts config serialization plus an EP helper property.", + "best_pr_reason": "PR 45662 is the strongest PR in the set: it has the more specific failure mode and directly patches the loading path where experts were being clobbered. PR 45548 is a separate EP/ZeRO-3 config-serialization fix.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and code paths. 45548 targets distributed_config serialization and EP detection for accelerate/ZeRO-3 loading; 45662 targets FSDP2 expert parameters being overwritten by rank-0 broadcast via post_shard_wrap. They are related by theme but not the same change." + "reason": "Different bugs and code paths: 45548 removes `distributed_config` from serialization and adds `has_ep` for Accelerate/ZeRO-3 loading; 45662 changes parameter assignment to avoid rank-0 broadcast overwriting experts during FSDP2/EP loading." } ] }, @@ -21876,7 +21948,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "10271c01ec1e15c4e95e695eca045c80949e34efebe076af9768e1be4c894f20", + "prepared_review_unit_hash": "6ccd14737e50a92ed2746c3a8435634b9a87e1146daec13e0ba22bc4dd3ed822", "component_budget": { "node_count": 2, "item_count": 2, @@ -21898,18 +21970,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist/captured_info collision problem around patched testing debug logs. PR 45645 is the broader, more complete fix: it includes the testing_utils change plus CI log aggregation changes, so it is the better canonical PR.", - "confidence": 0.88, + "summary": "Both PRs target the same xdist-related captured_info collision in transformers testing utilities; PR 45645 is a broader superset that also updates CI collection of the debug artifacts.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the more complete implementation of the same xdist-safe captured_info fix, with the core testing_utils change plus the CI-side handling needed to read multiple worker files.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core testing_utils xdist-safe fix plus the downstream CI/workflow handling needed to consume multiple captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 best represents the underlying change because it addresses the collision problem end-to-end, not just the local file-writing side.", + "best_pr_reason": "PR 45645 is the strongest representative of the cluster since it covers the underlying bug and the related artifact-preservation changes, making it the most complete fix.", "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 patched testing logs, and 45645 appears to be a superset of the narrower 45639 change." + "reason": "Same underlying xdist collision for captured_info artifacts in testing_utils; 45645 appears to extend the same fix into CI log collection, so the two could plausibly be merged into one PR." } ] }, @@ -21942,7 +22014,7 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "ef8ea4e00fa60bc8b10e49e31814339e846bd1f421a5062d5171f72a622cd013", + "prepared_review_unit_hash": "c896d1663dcbfe5cd66d2144bfed7c87b3ba63c0683b6eb6005c6a31749f9e01", "component_budget": { "node_count": 3, "item_count": 3, @@ -21964,30 +22036,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are about attention-dispatch support, but they target different model families and code paths. The third PR is unrelated model-mapping cleanup. No duplicates here.", - "confidence": 0.88, + "summary": "These are three distinct pull requests: one auto-model registration tweak and two separate attn_implementation support additions for different model families. The two attn_implementation PRs are thematically similar but not the same concrete change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46320 is the most focused representative: it adds attn_implementation dispatch for a single model family with a narrowly scoped code change. #46401 is broader and #45670 is unrelated.", + "canonical_pr_reason": "No single canonical PR fits the cluster: 45670 is about AutoModel registration, while 46320 and 46401 add attn_implementation dispatch for different architectures and code paths.", "best_issue_reason": null, - "best_pr_reason": "PR #46320 is the best cluster anchor because it captures the core theme without mixing in extra model families or an unrelated fix.", + "best_pr_reason": "If a representative is needed, PR 46320 is the clearest exemplar of the attn_implementation work, but it should not be treated as a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different problems: #45670 only adds GLM-ASR to auto-model mappings, while #46320 implements attention-dispatch support for RecurrentGemma. No shared concrete bug or mergeable fix path." + "reason": "Different changes and code paths: AutoModel mapping for glmasr/dia vs. RecurrentGemma attention-dispatch support." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "#45670 is an auto-class registration tweak; #46401 adds attn_implementation dispatch for BLIP-2/InstructBLIP variants. They are unrelated changes, not the same underlying bug." + "reason": "Different scope: model registration in auto modeling vs. BLIP-2/InstructBLIP attention-dispatch implementation." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both concern attn_implementation dispatch, but for different model families and different implementation paths. This is a broad feature area, not the same concrete bug/change, so they should not be merged as duplicates." + "reason": "Both add attn_implementation support, but for different model families and files; they are related feature work, not the same underlying fix." } ] }, @@ -22017,7 +22089,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "262752bcf3905206783dc367f9532ed41b0880130f04468a14cd3affa46761b5", + "prepared_review_unit_hash": "12376f6c98bef6e21665bba7b5341e0c67b412581079ff543c1d4513bf0c9390", "component_budget": { "node_count": 2, "item_count": 2, @@ -22039,18 +22111,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are both linter-rule chores, but they implement different rules on different code paths and should not be merged as duplicates.", - "confidence": 0.97, + "summary": "Two open PRs for unrelated linter/chore rules in Transformers. They overlap in some model files, but one targets `can_return_tuple`/forward signatures (TRF003) while the other targets weight initialization patterns (TRF018), so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46259 is the better representative of the cluster because it is the more substantial linter-rule change and has broader discussion/activity, but it addresses a different rule than 45720.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46259 is the strongest standalone representative here due to its larger modeling-rule sweep and review activity, though it is not a duplicate of PR 45720.", + "best_pr_reason": "Neither PR is a duplicate of the other. If forced to pick the more cluster-representative change, PR #45720 is the cleaner representative of the shared pattern because it consistently applies a single forward-signature rule across multiple model files; PR #46259 is a separate initialization-rule refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different linter rules and different fixes: 45720 implements TRF003 across `forward`/tuple-return handling, while 46259 implements TRF018 around `_init_weights` initialization patterns. They touch some of the same model files, but not the same underlying bug or change." + "reason": "Different underlying changes: #45720 adds `can_return_tuple` / removes `return_dict` in model forward methods, while #46259 rewrites `_init_weights` initialization logic for a different linter rule. Overlapping model filenames do not mean the same bug or mergeable PR." } ] }, @@ -22146,7 +22218,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "2b8c4061d1672573621e0073734eef447352b51c2bb0ee13fbdeb080650f068f", + "prepared_review_unit_hash": "55c267df4a3e52cb53bb507e5e8754ad766e715769dd01949aed51002c50d06e", "component_budget": { "node_count": 2, "item_count": 2, @@ -22168,18 +22240,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one is a broad model/workflow change set, the other is a ViT test migration. They do not fix the same concrete bug or implement the same change.", + "summary": "The two pull requests are unrelated: one is a mixed workflow/model change set with telemetry and model edits, while the other is a ViT test-migration PR. They do not appear to address the same underlying bug or change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR. PR #45932 touches workflow secrets plus multiple model/config files, while PR #46100 is a test-migration change for ViT; their purposes and code paths differ.", + "canonical_pr_reason": "PR 45932 is the more substantial and representative change set, with concrete code/workflow modifications rather than mostly test migration, so it is the better cluster representative if one must be chosen.", "best_issue_reason": null, - "best_pr_reason": "PR #45932 is the better representative of the pair because it contains concrete runtime/config changes across model code, whereas PR #46100 is purely test-focused and more incidental to the core product code.", + "best_pr_reason": "PR 45932 is the stronger standalone PR to keep as representative because it contains actual implementation/workflow changes; PR 46100 is primarily a test migration and is less suitable as the canonical artifact.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: the diffs are unrelated in substance. #45932 updates CI secrets and multiple model implementations/configs; #46100 adds/migrates ViT tests. They do not appear to address the same underlying bug or merge into one PR naturally." + "reason": "Reject: these PRs touch different areas and different purposes. 45932 changes CI/workflows and multiple model implementations/configs, while 46100 adds/migrates ViT tests. There is no shared concrete code-path problem or change that would plausibly be merged into one PR." } ] }, @@ -22212,12 +22284,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "47ea8934e7f13f0c88ada9341c5c91327c63c34882d4a46b8ca166bfed3237ee", + "prepared_review_unit_hash": "723aceaa718ed591e1131fc76b596c1555197f8a2c4831577264e9b81f99775c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8399, + "serialized_chars": 8400, "estimated_input_tokens": 2100, "estimated_eval_tokens": 4456 }, @@ -22225,7 +22297,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8399, + "serialized_chars": 8400, "estimated_input_tokens": 2100, "estimated_eval_tokens": 4456 }, @@ -22234,30 +22306,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a broad theme\u2014adding attn_implementation/SDPA dispatch support\u2014but they target different model families and code paths (CTRL, T5, and wav2vec2/audio stacks), so they are not duplicates of one concrete change.", - "confidence": 0.91, + "summary": "These PRs share the same high-level theme\u2014adding attn_implementation dispatch support\u2014but they are model-specific changes for different architectures (CTRL, T5, wav2vec2) and should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR for duplicate-triage purposes: each PR targets a different model family and a different concrete attention code path, so they are not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 46154 is the cleanest representative of the cluster: it is a focused, model-specific SDPA dispatch change with a comparatively small scope, making it the best exemplar for this theme.", + "best_pr_reason": "PR 46154 is the best representative if one must be chosen: it is the most focused single-model SDPA dispatch change, with matching model code plus tests/docs, unlike the broader wav2vec2 PR or the different CTRL implementation.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Same high-level goal, but different model/code paths (CTRL vs T5). They are separate concrete implementations, not one mergeable fix." + "reason": "Same broad feature, but different models/code paths (CTRL vs T5); not the same underlying bug or change and not mergeable as one PR." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "Different architectures and subsystems (CTRL vs wav2vec2/audio models). The overlap is only the generic SDPA dispatch theme." + "reason": "Different architectures and attention implementations (CTRL vs wav2vec2); too broad a similarity to count as a duplicate." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 and wav2vec2/audio are distinct model families with distinct attention code paths; too broad to treat as the same underlying change." + "reason": "Both add SDPA dispatch, but to different model stacks and concrete forward paths; this is a shared theme, not a duplicate change." } ] }, @@ -22287,7 +22359,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "00feb34c1384d2c661457423df4657e7a5babaefd287f3aeb1e52b9b31129543", + "prepared_review_unit_hash": "fc9c3ae3ac756887f6a7bb6f2230b72259bc8ed90c5f81e01aee238cdbbe1eb3", "component_budget": { "node_count": 2, "item_count": 2, @@ -22309,18 +22381,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related distributed-training PRs with overlapping files, but they target different scopes: one is a broad distributed branch base, the other is a narrower EP + Trainer integration layer. They are not the same concrete change and should not be deduplicated.", - "confidence": 0.89, + "summary": "The two PRs overlap in distributed/tensor-parallel plumbing, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a broad distributed-branch base touching FSDP, CI, and multiple integration layers.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46269 is the broader, more central representative of the cluster: it introduces the distributed branch base and touches the shared infrastructure that the other PR builds on.", + "canonical_pr_reason": "#46269 is the broader umbrella distributed-branch PR and the best representative of the shared subsystem work; #46126 is a narrower EP/Trainer feature PR.", "best_issue_reason": null, - "best_pr_reason": "PR 46269 is the best cluster representative because it is the more comprehensive distributed-infra change, while PR 46126 is a narrower follow-on integration PR rather than the same underlying fix/change.", + "best_pr_reason": "#46269 is the strongest single representative of the cluster because it spans the widest set of distributed components and shared filenames, but it still is not a duplicate of #46126.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Overlap in distributed filenames does not imply duplication. 46126 is specifically EP + Trainer integration on top of DistributedConfig, while 46269 is a much broader distributed branch base touching many subsystems; they are not the same concrete code-path change and would not plausibly merge as one PR." + "reason": "Reject: the overlap is only in broad distributed/tensor-parallel files. #46126 targets EP routing + Trainer integration, while #46269 is a much larger distributed base branch spanning FSDP, CI, and multiple model/integration changes; they do not appear to fix the same concrete code-path problem." } ] }, @@ -22382,12 +22454,12 @@ "pull_request:46504|pull_request:46563", "pull_request:46432|pull_request:46563" ], - "prepared_review_unit_hash": "794465cd231eb67f9bbf283b61d8a3378a5aee64fac89fa847ba878e7b87d45d", + "prepared_review_unit_hash": "fda1231b6e97901612e2fa16f33a1dc9f9a7ada2e4de8f6efbbb51aeb4913f0a", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23361, + "serialized_chars": 23363, "estimated_input_tokens": 5841, "estimated_eval_tokens": 11938 }, @@ -22395,7 +22467,7 @@ "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23361, + "serialized_chars": 23363, "estimated_input_tokens": 5841, "estimated_eval_tokens": 11938 }, @@ -22404,168 +22476,168 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated workflow maintenance PRs. The only near-clustered items are three separate edits to the same security-gate workflow file, but they change different code paths and should not be merged as duplicates.", - "confidence": 0.96, + "summary": "This cluster is noisy: it contains several unrelated workflow maintenance PRs, and the apparent similarity is mostly from shared CI filenames or broad workflow/security themes. None of the soft edges look like the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantive and representative of the pr-ci-security-gate workflow changes, but it is not a true duplicate of the later edits.", + "canonical_pr_reason": "No single canonical PR: the cluster is heterogeneous, and the only strong overlaps are false positives from shared workflow files rather than the same fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 has the clearest concrete workflow fix and is the best standalone representative in this set, though the set contains no true duplicate PRs.", + "best_pr_reason": "PR 46554 is the closest thing to a representative because it makes the most concrete `pr-ci-security-gate.yml` change, but it still is not a true duplicate anchor for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different behavior; both are generic chore updates, not the same fix." + "reason": "Different workflows and different concerns: self-comment CI message piping vs PR CI security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes in different files; no shared concrete bug or patch." + "reason": "Different workflows; the changes are unrelated CI maintenance in separate files." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow file and distinct change; not the same underlying change." + "reason": "Different workflows; self-comment CI update is unrelated to a security-gate workflow note." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Self-comment CI input handling vs build-ci docker tag detection are separate workflow fixes." + "reason": "Different code paths: self-comment CI input handling vs build-ci-docker-images command quoting." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflows and different security/operational concerns; not duplicates." + "reason": "Different workflows and different fixes; no shared underlying bug." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening and benchmark trigger logic address unrelated problems." + "reason": "SSH runner hardening vs benchmark trigger enabling; not the same change." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows with different purposes; no same code-path problem." + "reason": "Different workflows: SSH runner secret handling vs anti-slop permissions scoping." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Unrelated workflow update; same broad area is not enough to merge as duplicate." + "reason": "Different workflows and purposes: SSH runner changes vs reviewer checkout ref." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH runner changes are unrelated to pr-ci security-gate logic." + "reason": "SSH runner workflow vs PR CI security-gate workflow; unrelated fixes." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and distinct fixes; not the same underlying change." + "reason": "Different workflows and different security concerns; not the same code-path problem." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permissions tweak vs benchmark trigger change are separate workflow updates." + "reason": "Anti-slop permissions change vs benchmark dispatch support; unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and different behavior; not duplicates." + "reason": "Different workflows: anti-slop permissions vs assign-reviewers checkout behavior." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permissions and build-ci shell handling are unrelated." + "reason": "Different workflows and fixes; permissions scoping is unrelated to docker-image tagging input handling." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and no shared concrete bug fix." + "reason": "Same general CI area, but different workflows and different problems." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers base ref checkout and benchmark dispatch support are unrelated." + "reason": "Reviewer assignment checkout ref change vs benchmark trigger addition; not a duplicate." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different files and different code paths; not the same change." + "reason": "Different workflows with no shared underlying bug." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers workflow fix is unrelated to pr-ci security-gate logic." + "reason": "Assign-reviewers checkout ref change is unrelated to PR security-gate logic." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support and build-ci input handling are separate changes." + "reason": "Benchmark workflow trigger change vs build-ci-docker-images shell quoting fix; unrelated." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow behavior and different files; no duplicate bug/change." + "reason": "Different workflows and different behavior changes; not mergeable as one PR." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-ci commit-message handling and pr-ci security-gate logic are unrelated." + "reason": "Build-ci-docker-images input quoting vs PR security-gate logic; unrelated code paths." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow file and distinct fix; not duplicates." + "reason": "Different workflows and different fixes; not the same change." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different edits: 46554 adds checkout/diff checks, 46558 changes permissions/approval gating." + "reason": "Same file, but different edits: one adds security checks, the other tweaks permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but 46563 only adds safety comments around the reusable workflow reference; not the same fix." + "reason": "Same file, but one adds concrete checks while the other only adds a safety note/comment; not the same fix." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but different changes and no shared concrete bug." + "reason": "Same workflow file, but permissions/if-guard changes are unrelated to adding explanatory comments." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated fixes." + "reason": "Different workflows and unrelated maintenance changes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and different concerns; not the same underlying change." + "reason": "Different workflows; SSH runner changes are unrelated to the PR CI security-gate note." } ] }, @@ -22595,7 +22667,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "fd3a451160fdf0a4f96d45252af3eff068549490dc3b66e6b44b28a008809040", + "prepared_review_unit_hash": "774853b03528c6a11d0b290d5a5aa34fab5f58accca68ba5592f993c63c5a8da", "component_budget": { "node_count": 2, "item_count": 2, @@ -22617,18 +22689,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are PRs that replace file-open source reading with source-introspection, but they target different code paths and are not the same change. They should not be merged as duplicates.", - "confidence": 0.87, + "summary": "Both PRs address avoiding direct file-open source inspection, but they fix different code paths: one in package resource resolution, the other in attention-implementation capability detection. They are related in theme, not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46152 is the broader representative of the cluster: it introduces a shared source-resolution helper in import_utils for the self-source-reading problem.", + "canonical_pr_reason": "PR #46207 is the more complete and self-contained source-reading fix: it targets a specific runtime heuristic in modeling_utils and includes tests, making it a better representative of the cluster theme.", "best_issue_reason": null, - "best_pr_reason": "PR 46152 is the better cluster representative because it addresses the underlying source-reading mechanism directly and is the more general change.", + "best_pr_reason": "PR #46207 is the strongest standalone change in this cluster because it fixes a concrete behavior in a user-facing model utility and appears less infrastructural than #46152.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Similar theme, but different concrete fixes in different modules. One changes import_utils source resolution; the other changes _can_set_attn_implementation in modeling_utils. They do not look mergeable into one PR without conflating separate code paths." + "reason": "Related theme, but different underlying bugs/code paths: #46152 changes import_utils resource-path resolution, while #46207 changes _can_set_attn_implementation in modeling_utils. They would not be merged as one PR." } ] }, @@ -22660,7 +22732,7 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "7e35fa99dbed443495ab5253b8c2cd9e89eec63874f93b40d874f80041e9ebe5", + "prepared_review_unit_hash": "2d948267a7e323bf2d7ad07531aaed3f8f31646dead6a15384605607edbe1786", "component_budget": { "node_count": 3, "item_count": 3, @@ -22682,30 +22754,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are near-identical fixes for the StaticLayer get_seq_length type hint; the third PR is a separate static-cache configuration fix and should not be merged with them.", - "confidence": 0.98, + "summary": "Two PRs are near-duplicates of the same StaticLayer type-hint fix in cache_utils; the third PR is a separate static-cache configuration bugfix in generation code and should not be clustered with them.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46173 is the cleanest canonical duplicate: it is the earlier of the identical type-hint fixes, has the explicit linked issue target (#45987), and the diff matches the later duplicate.", + "canonical_pr_reason": "PR #46173 is the better canonical representative for the duplicate pair because it clearly states the StaticLayer.get_seq_length return-type fix and links the tracking issue #45987; PR #46474 makes the same code change with a shorter, less descriptive title.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46173 is the best representative of the duplicate pair because it directly addresses the shared issue target and its change is identical to pull_request:46474.", + "best_pr_reason": "PR #46173 is the best overall representative of the cluster's duplicate bugfix: same file, same method, same issue target, and the exact type-annotation correction. PR #46436 is unrelated to that bug and addresses cache length config handling instead.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Different bugs: one changes static cache max length handling in generation, the other only widens StaticLayer.get_seq_length type annotations. Same subsystem, but not the same underlying change." + "reason": "Different bugs and code paths: #46436 changes static-cache max length selection in generation/utils, while #46474 only adjusts the return type annotation for StaticLayer.get_seq_length in cache_utils." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "Same underlying fix: both change StaticLayer.get_seq_length from int to int | torch.Tensor in cache_utils.py and both target issue #45987." + "reason": "Same underlying change: both update StaticLayer.get_seq_length in src/transformers/cache_utils.py to return int | torch.Tensor and reference the same issue #45987." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The 46173/46474 pair is clearly the same bugfix with identical cache_utils.py type-hint edits and the same issue target, and the 46436 change is a separate static-cache configuration fix in a different file. The soft-edge verdicts are conservative and consistent with the evidence." + "feedback": "The analyst summary is well grounded in the packet. PRs #46173 and #46474 have the same diff in src/transformers/cache_utils.py, the same target issue #45987, and differ only in title/detailing; treating them as near-duplicates is conservative and supported. PR #46436 touches a different file and a different bugfix path in generation/utils, so excluding it from the cluster is also justified. No overstatement detected." }, "evaluator_used": true, "retried": false, @@ -22732,7 +22804,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "bc08696163c852c914d1b353bd6d86e6a52fb3bc601aafc65590483ac7368e3f", + "prepared_review_unit_hash": "8eb8e4e48c6bc81c8b76b8840eca653bea1d4f11da02fadded83a0ea5f9d3fa9", "component_budget": { "node_count": 2, "item_count": 2, @@ -22754,18 +22826,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one in the right-side sliding window mask (`-dist <= right_window_size` instead of `<`) for `moonshine_streaming`; PR 46546 is the broader, more complete variant and also updates `gemma4`.", - "confidence": 0.89, + "summary": "Both PRs fix the same sliding-window right-boundary off-by-one in Moonshine streaming (`-dist <= right_window_size`), with 46546 extending the same fix to Gemma4 and adding tests.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the best canonical PR because it contains the same boundary fix for `moonshine_streaming` plus the corresponding `gemma4` adjustment and tests, making it the more complete representative of this bug fix.", + "canonical_pr_reason": "PR 46546 is the better canonical PR because it contains the Moonshine streaming boundary fix plus the same fix in Gemma4 and a test update, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the best overall representative: it fixes the concrete off-by-one window boundary bug in the shared mask logic and includes validation coverage, whereas PR 46310 only applies the fix to `moonshine_streaming`.", + "best_pr_reason": "PR 46546 is the strongest representative of the fix: it addresses the same boundary bug, covers the shared implementation more broadly, and includes tests.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Accept: both PRs fix the same concrete right-window boundary off-by-one in `moonshine_streaming`'s mask function; PR 46546 is a superset that applies the same fix and could plausibly subsume PR 46310." + "reason": "Both PRs correct the same right-window off-by-one in Moonshine streaming by changing `< right_window_size` to `<= right_window_size`; 46546 is a superset with the same fix plus Gemma4/test coverage, so they are the same underlying change." } ] }, @@ -22795,12 +22867,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "9a3bf820ab4bb93cab7920b267afbb9e19b05f3f06b279bb138a9e74be81e3e3", + "prepared_review_unit_hash": "727aacd2be7e669bb726111f328f56b4d6bba5263f4eb2343d3e8a068306415f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5939, + "serialized_chars": 5938, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -22808,7 +22880,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5939, + "serialized_chars": 5938, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -22817,18 +22889,18 @@ "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 stack and documentation. The soft duplicate signal is not supported by filenames or change intent.", - "confidence": 0.97, + "summary": "These are unrelated pull requests: one is a draft infra change for continuous batching multimodal support, the other adds a new HunYuan VL model with docs/tests. They do not fix the same code path and should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplication: these PRs address different code paths and different user-facing features, so neither should be treated as the same change.", + "canonical_pr_reason": "PR 46417 is the better canonical representative because it is a self-contained, feature-complete model addition with implementation, docs, and tests, whereas 46376 is a draft lower-level batching change.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the more self-contained and complete change set (model, processors, docs, tests), making it the cleaner representative artifact of the cluster, though it is not a duplicate of the other PR.", + "best_pr_reason": "PR 46417 is the strongest representative of the cluster: it has a clear deliverable, broad but coherent file set, and substantial review activity. PR 46376 is draft infrastructure work and not comparable as a stable duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Reject: the PRs target different subsystems and problems. One modifies continuous batching internals for multimodal support; the other adds an entirely new HunYuan VL model implementation and related docs/tests. They could not plausibly be merged into one fix." + "reason": "Different underlying changes: continuous batching multimodal infrastructure vs adding the HunYuan VL model. They touch unrelated code paths and would not plausibly be merged into one PR." } ] }, @@ -22858,7 +22930,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "52b4716d2fc30d69d3acdbb25bd46dcd24e47abbf80725af3b3d51b4abb86e64", + "prepared_review_unit_hash": "6cc512fb2018f75fe93a8523b6e1081aaaf8f6da150fdaafa2429c17ed9f6e3c", "component_budget": { "node_count": 2, "item_count": 2, @@ -22880,18 +22952,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open Mistral PRs overlap in files but target different changes: one refactors/moves MistralConverter, the other adds tekken tokenizer detection, conversion, and save utilities. They are not duplicates.", - "confidence": 0.92, + "summary": "Both PRs touch the Mistral integration, but they address different changes: #46603 is a refactor/move of the MistralConverter into the integrations package, while #46604 adds tekken tokenizer detection, conversion, and save utilities. They share files because they overlap in the same subsystem, but they are not the same underlying fix or mergeable as one PR.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the better canonical representative because it introduces the substantive tokenizer behavior changes; PR #46603 is mainly a code move/refactor of MistralConverter.", + "canonical_pr_reason": "PR #46604 is the more substantive user-facing change; #46603 is a packaging/refactor move of the converter rather than the main tokenizer feature work.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 is the most suitable representative for the cluster since it carries the user-facing feature work, whereas #46603 is largely structural cleanup.", + "best_pr_reason": "PR #46604 best represents the cluster because it introduces the actual new Mistral tokenizer behavior, whereas #46603 is only restructuring existing converter code.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Reject: #46603 moves MistralConverter into the integrations package, while #46604 adds tekken tokenizer detection/conversion/save utilities. Shared Mistral files do not imply the same concrete fix, and they would not merge cleanly as one PR." + "reason": "Different code-path changes: one relocates/refactors MistralConverter, the other implements tekken tokenizer detection/conversion/save support. Shared Mistral files alone are not enough to treat them as duplicates or a single PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 28072351f965d7d2222e10377ba4871bc317b222..8d9a8aea98fb90de501750eb6bd44d142566dc41 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260613t000024z", + "analysis_id": "hybrid-model-20260613t060032z", "archived_artifacts": { - "hybrid": "snapshots/20260613T000024Z/analysis-runs/hybrid-model-20260613t000024z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260613T000024Z/analysis-runs/hybrid-model-20260613t000024z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260613T060032Z/analysis-runs/hybrid-model-20260613t060032z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260613T060032Z/analysis-runs/hybrid-model-20260613t060032z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-13T00:09:07Z", + "published_at": "2026-06-13T06:09:10Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260613T000024Z", + "snapshot_id": "20260613T060032Z", "variant": "hybrid" } diff --git a/snapshots/20260613T060032Z/analysis-runs/hybrid-model-20260613t060032z/analysis-report-hybrid.json b/snapshots/20260613T060032Z/analysis-runs/hybrid-model-20260613t060032z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..95ed66fadc82915ef958d5ac005c4bc2859dda80 --- /dev/null +++ b/snapshots/20260613T060032Z/analysis-runs/hybrid-model-20260613t060032z/analysis-report-hybrid.json @@ -0,0 +1,2150 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260613T060032Z", + "generated_at": "2026-06-13T06:09:09Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081, + 45356 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41115-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41115, + "canonical_pr_number": 45613, + "issue_numbers": [ + 41115 + ], + "pr_numbers": [ + 41116, + 45613 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41116, + "right_pr_number": 45613, + "code_similarity": 0.797, + "size_similarity": 0.885, + "file_overlap": 0.75, + "area_overlap": 0.831, + "patch_similarity": 0.693, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/model_doc/minicpm3.md", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/minicpm3/__init__.py", + "src/transformers/models/minicpm3/configuration_minicpm3.py", + "src/transformers/models/minicpm3/modeling_minicpm3.py", + "src/transformers/models/minicpm3/modular_minicpm3.py", + "tests/models/minicpm3/__init__.py", + "tests/models/minicpm3/test_modeling_minicpm3.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 713, + 720 + ] + ], + "right_ranges": [ + [ + 730, + 737 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/minicpm3.md", + "left_ranges": [ + [ + 1, + 67 + ] + ], + "right_ranges": [ + [ + 1, + 45 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 285, + 291 + ], + [ + 700, + 706 + ], + [ + 1298, + 1304 + ] + ], + "right_ranges": [ + [ + 720, + 726 + ], + [ + 1331, + 1337 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/__init__.py", + "left_ranges": [ + [ + 1, + 29 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", + "left_ranges": [ + [ + 1, + 141 + ] + ], + "right_ranges": [ + [ + 1, + 126 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 544 + ] + ], + "right_ranges": [ + [ + 1, + 522 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", + "left_ranges": [ + [ + 1, + 444 + ] + ], + "right_ranges": [ + [ + 1, + 342 + ] + ] + }, + { + "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 109 + ] + ], + "right_ranges": [ + [ + 1, + 136 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45987-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45987.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45987, + "canonical_pr_number": 46173, + "issue_numbers": [ + 45987 + ], + "pr_numbers": [ + 46173, + 46474 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46173, + "right_pr_number": 46474, + "code_similarity": 1.0, + "size_similarity": 1.0, + "file_overlap": 1.0, + "area_overlap": 1.0, + "patch_similarity": 1.0, + "shared_filenames": [ + "src/transformers/cache_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cache_utils.py", + "left_ranges": [ + [ + 69, + 75 + ], + [ + 375, + 381 + ] + ], + "right_ranges": [ + [ + 69, + 75 + ], + [ + 375, + 381 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.494, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.434, + "patch_similarity": 0.451, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3595, + 3602 + ], + [ + 3819, + 3853 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46305-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46305, + "canonical_pr_number": 46546, + "issue_numbers": [ + 46305 + ], + "pr_numbers": [ + 46310, + 46546 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46310, + "right_pr_number": 46546, + "code_similarity": 0.566, + "size_similarity": 0.444, + "file_overlap": 0.5, + "area_overlap": 0.867, + "patch_similarity": 0.16, + "shared_filenames": [ + "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "left_ranges": [ + [ + 356, + 362 + ] + ], + "right_ranges": [ + [ + 355, + 361 + ] + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [ + { + "cluster_id": "cluster-45081-4", + "canonical_issue_number": 45081, + "duplicate_issue_numbers": [ + 45356 + ], + "reason": "Issues in cluster-45081-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-4", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-4 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-45987-3", + "canonical_pr_number": 46173, + "duplicate_pr_numbers": [ + 46474 + ], + "target_issue_number": 45987, + "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 46546, + "duplicate_pr_numbers": [ + 46310 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260613T060032Z/analysis-runs/hybrid-model-20260613t060032z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260613T060032Z/analysis-runs/hybrid-model-20260613t060032z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..070520ee763cc9b9c764489ad564e22679c27685 --- /dev/null +++ b/snapshots/20260613T060032Z/analysis-runs/hybrid-model-20260613t060032z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,22978 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260613T060032Z", + "generated_at": "2026-06-13T06:09:09Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46468", + "issue:46515" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44292|issue:44918", + "issue:44918|issue:45161", + "issue:43716|issue:44292", + "issue:45507|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:45237|issue:46015", + "issue:43866|issue:46402", + "issue:45800|issue:46304" + ], + "prepared_review_unit_hash": "820c52c0d7ceed2be742f5b49df34abbe80b6aa1cd7d9eedcd3a3a0d1e308aed", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46531, + "estimated_input_tokens": 11633, + "estimated_eval_tokens": 23522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it contains many unrelated bug reports, with only two clear duplicate pairs standing out (DeepSpeed ZeRO-3/BERT index-out-of-bounds, and torch 2.4.1 incompatibility). The remaining soft matches are broad similarity only and should not be merged.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45800 is the cleanest anchor for the cluster\u2019s strongest exact-duplicate pair: 46515 is essentially the same torch 2.4.1 incompatibility report, and 45800 is the more specific version of the two.", + "canonical_pr_reason": null, + "best_issue_reason": "45800 is the best single issue to keep as canonical because it is concrete, specific, and has an obvious near-verbatim duplicate in 46515.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 streaming/config issues; not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different models, hardware, and failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bug class: dtype mismatch vs AMD GPU support." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are model/runtime errors, but the concrete failures differ." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated model-specific inference bugs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different MoE/model method issue vs AMD GPU failure." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different code paths: distributed collective mismatch vs ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and different runtime/config failures." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "No shared underlying bug; only broad model/runtime similarity." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: table QA crash vs RAG docs example cleanup." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they point to different removed references and are not the same underlying issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: ModernBERT ONNX export vs GenerationMixin import error." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training/resume problems with no shared concrete code path." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different models and symptoms: mask-shape error vs device-map mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are tensor-shape style errors, but the model/setup and failure are different." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different training workflow issue unrelated to BERT ZeRO-3 indexing." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error surfaces and different model/setup context." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal/video mismatch bugs." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model parallelism bug vs mask/indexing error." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated resume/trust-remote-code issue vs Nemotron example breakage." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Different model/input bug vs training-resume issue." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different BERT ZeRO-3 loading bug vs resume/trust-remote-code issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Different products/features: BarkProcessor preset vs ModernBERT export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but the concrete failures differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3/BERT index-out-of-bounds failure; titles differ only in model setup wording." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE/Liger-kernel vs GPT-OSS TP bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different tokenizer/detokenization issue vs LoRA save/load mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Unrelated Qwen3 NVFP4 run error vs LoRA save/reload inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different distributed-training failure modes and error messages." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but they are different runtime errors and paths." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same module family, but the reported bugs are distinct (CPU offload compatibility vs meta/to_empty materialization)." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different BERT ZeRO-3 indexing bug vs GPT-OSS TP issue." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Different training-stack bugs: activation checkpointing/FSDP vs trainer API mismatch." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different distributed-training bug vs GPT-OSS TP failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and failure mechanisms." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime problems with no shared code path." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal input-path bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different config/attribute error vs tokenizer regex crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 incompatibility report; 46515 is effectively a duplicate of 45800." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 issues: device mismatch vs expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Different compatibility/running issues with no common bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed checkpointing issue vs device-mapping CUDA assert." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime errors." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure signatures." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different model-specific runtime failures." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and error mechanisms." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend bugs and unrelated models." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different input/runtime bugs with no shared underlying change." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different model code issue vs MPS histogram backend limitation." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different Liger-kernel/cross-entropy issue vs TRL trainer unpacking issue." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Similar DeepSpeed context, but the model and concrete failure are different." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different docs references removed in v5; not the same underlying issue." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime bug vs MPS backend limitation." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated trainer-input bug vs backend limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Both are training/runtime issues, but the concrete bug is different." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different distributed bug vs trainer API mismatch." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different failure domains: FSDP checkpointing vs import error." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different kernel/training bug vs tensor mask shape mismatch." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different model/hardware issue vs docs example cleanup." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different model checkpoint corruption vs weight-loading bug." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different torch-version compatibility reports with different scope and symptoms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet supports a heterogeneous cluster, and the two accepted soft pairs (43596/43638 and 45800/46515) are the only ones that look plausibly duplicate-level from the provided titles. The other verdicts stay conservative and do not over-merge unrelated bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 2, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "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:36010|issue:39290", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "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": "8bc997fd1669df304d0f89b8365e7dfaba2fd04ae8b81e69a492f237aef4d160", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39731, + "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 bug reports with no strong single cluster-wide duplicate. Two subclusters stand out: a clear AutoTokenizer wrong-token-ID v5 regression, and a plausible ZeRO-3 index-out-of-bounds load failure; the rest are similar-looking but distinct backend/model issues.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45920 is the broadest representative of the strongest duplicate-like subgroup: a v5 AutoTokenizer regression producing wrong token IDs across multiple model families, and it subsumes the narrower Granite-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best anchor for the cluster\u2019s only clearly shared bug theme because it describes the widest regression surface and is explicit about the v4\u2192v5 tokenizer breakage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: PaddleOCR-VL loading in vLLM vs USE_DISTRIBUTED=0 PyTorch support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 index-out-of-bounds during model init/load; only the repro model changes (Gemma3 vs Bert)." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and code paths: Gemma3TextConfig missing sliding_window_pattern in vLLM vs Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated: Float8 storage lookup failure vs distributed-build support regression." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they cover different API removals/behavior and are not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and failures: Gemma4 PLE device mismatch vs Qwen3.5 video chat-template feature/token mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated runtime failures in different subsystems: AMD GPU GPT-OSS issue vs table-question-answering crash." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is not the same underlying problem as Gemma4 device-map mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and Qwen3-vl video StopIteration are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Model detokenization bug vs outdated RAG examples; same repo area, different issues." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to documentation examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code compatibility break is broader but not the same as USE_DISTRIBUTED=0 support failure." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer wrong-token-ID v5 regression; 45812 is the Granite-specific manifestation of the broader 45920 report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both involve loading checkpoints, but they affect different models with no shared concrete failure described." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to distributed-build support." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Quantized Qwen-3-8B runtime error and outdated RAG docs are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the failures are model-specific and not clearly the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Same broad IndexError family, but different repros and model/loading contexts; not enough to call the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model load failures with no shared code-path evidence." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic PretrainedConfig regression are separate compatibility problems." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 init failure and torch/transformers compatibility issue are different root causes." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and task crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model runtime failure is not the pydantic config regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat-related, but one is transformers chat crashing and the other is streaming chat/completions failure; different paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Quantization/runtime error and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM sliding-window config error vs Gemma4 device mismatch; shared vendor name only." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming issue and MPS histogram integer support failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and MPS histogram_mps integer error are different backend bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are precision/tracing-related, but one is grouped_mm tracing and the other is autocast dtype mismatch; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and template-node compilation TypeError are different failures." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are different problems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Different IndexErrors in different contexts; one is a mask/tensor shape mismatch, the other is ZeRO-3 init/load." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading issue and gpt-oss GGUF support request are not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing StableLmConfig pad_token_idx and pydantic PretrainedConfig breakage are unrelated regressions." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are tensor-shape related, but one is a mask/indexing error and the other is SFT embedding unpacking; not clearly the same code path." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM regression and tied-weights translation-model issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure and GPT-OSS MoE tensor-parallel issue are different model/engine bugs." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet overall, and the soft-edge accepts are reasonably conservative: the tokenizer regression anchor is well supported, and the ZeRO-3 pair is at least plausibly the same init/load failure family without overreaching beyond the provided evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 3, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "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:45020|issue:45800", + "issue:43716|issue:46294", + "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:43645|issue:45399", + "issue:40990|issue:44960", + "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:44918|issue:45507", + "issue:44492|issue:44512", + "issue:46489|issue:46491", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "00823dba32870761f595012e479e49dfcff5f6a9851e8387288c930ebee0612c", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36939, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports that only share superficial keyword overlap. The only clear duplicate-like thread is the non-persistent buffer corruption regression in Transformers v5, where three issues describe the same underlying `from_pretrained`/buffer materialization bug. All other soft pairs look like false positives.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43950 is the best canonical issue because it states the regression most concretely (`from_pretrained()` corrupts non-persistent buffers) and is the most specific anchor for the duplicate set with 43644 and 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the strongest global representative of the only true duplicate cluster here: it names the bug clearly, ties it to the v5 regression, and matches the other two buffer-corruption reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 regression reports, but one is about `init_empty_weights` / `_is_hf_initialized` and the other is about `PretrainedConfig` pydantic handling; they are different code paths." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Both involve GPT-OSS/Qwen-style inference issues, but one is GGUF architecture support and the other is streaming chat/completions on Qwen3.5; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior and a pydantic `PretrainedConfig` regression are unrelated failures." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "`remote_code` breakage and torch/transformers version incompatibility are broad compatibility complaints, but not the same concrete defect." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal model issues, but one is an image-preprocessor dtype mismatch and the other is a video feature/token alignment failure." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing failure in Mixtral is unrelated to the missing Float8 storage object error." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both mention video/Qwen models, but one is a v5.3.0 video-input regression across several models while the other is a specific Qwen3.5-9B template mismatch." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both raise index errors, but the reported shapes and triggering conditions differ and point to different bugs." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 quality, but one is text embedding quality and the other is general AutoModel/pipeline output behavior." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "One is about `from_config` not unwrapping `text_config`; the other is an `inv_freq` uninitialized-memory issue after `to_empty(cuda)`." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP `'weight' must be 2-D` and Qwen3.5 embedding unpacking in TRL are different training-time failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image dtype mismatch and TRL embedding unpacking failure are separate multimodal/training issues." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "A Jupyter custom-model initialization regression and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and the generic GLM5 issue do not describe the same failure mode." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve `trust_remote_code`/custom modules, but one is cache-path collision and the other is loading the wrong custom module after save/load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied `lm_head` weights in Mistral3 and translation-model tied-weight issues are different model families and likely different fixes." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/linear_attention on Qwen3.5 models and translation tied-weight regressions are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weight issues are distinct subsystems and failures." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and a docs cleanup issue are not duplicates." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied-weight translation regressions are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both concern input validation/error messaging, but one is a broad XOR validation bug across models and the other is specific to T5 decoder input validation." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking with Qwen3.5 and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies and outdated docs about the removed run command are separate documentation issues." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different round-trip behaviors; not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 execution error and GraniteMoEHybrid invalid method calls are different model/runtime problems." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same v5 regression where non-persistent buffers are mishandled during model loading/materialization, with nearly identical symptoms and fix scope." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 doc example errors and SigLIP2 text-embedding quality complaints are related by model family but not the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "These describe the same non-persistent buffer corruption regression in Transformers v5 from different angles; they should be merged as duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and the soft-edge calls are conservative. The non-persistent buffer regression cluster around 43644/43950/44534 is well supported by the titles, and the other pairs are reasonably rejected as different bug paths or model families. No evident overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 4, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "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:43054|issue:45701", + "issue:43950|issue:45902", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:43742|issue:45399", + "issue:45020|issue:45356", + "issue:45715|issue:46315" + ], + "prepared_review_unit_hash": "2ad71e3902cc8901fa8734d027220d2c5ad235f9d8072c5c0be65e783b1a52f0", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37921, + "estimated_input_tokens": 9481, + "estimated_eval_tokens": 19218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: several tokenizer/loading/regression reports, but the soft pairs are not true duplicates and usually point to different models, code paths, or failure modes. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report here: recent transformers versions breaking remote_code/custom model loading. It best represents the cluster\u2019s recurring version-regression theme, though the set is still too mixed to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most suitable anchor issue because it has the widest scope and could subsume several adjacent loading/regression complaints better than the highly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: Phi-tiny-MoE autocast dtype mismatch vs Qwen3.5 RLHF NaN from 3D position_ids/SDPA fallback." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated low-level issues: bitsandbytes kwarg incompatibility vs missing Float8 storage type." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a broad wrong-token-ID bug across many models and the other is a specific DeepSeek-Coder v1 gap in a prior fix." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and generic loading noise are not the same underlying bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs a tokenizer-version behavior change; different symptoms and likely different causes." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related loading/buffer area, but 43950 is a generic non-persistent-buffer corruption regression while 45902 is a specific Qwen3_5Moe inv_freq materialization bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but zero probabilities and worse text embedding are distinct model-quality problems." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral vs Molmo missing all_tied_weights_keys; unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention packed-sequence crash vs CPU-offload incompatibility in Qwen3_5MoeRotaryEmbedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness under PEFT LoRA is not the same bug as int4 quantization memory blowup." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3_5Moe non-persistent buffer materialization are different code paths." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is an output-quality complaint and the other is a HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer messaging issue vs glm-4v-9b load failure; different models and failures." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic noisy loading messages are not the same as a specific tokenizer/model load failure." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error vs early-stopping metric configuration warning are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression vs Python 3.13 flash_attn import KeyError; different subsystems." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different issues: generic loading noise vs a specific model that no longer loads." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing issue and Qwen3 MoE memory inefficiency are not the same defect." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is narrower and different from broad remote_code breakage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load crash vs Qwen3Moe FineGrainedFP8Config failure; distinct models and code paths." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram int error in MoE vs Gemma4 PLE device mismatch; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs flash-attn2 fallback blocked by checks." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing Qwen2_5_VL class and a bitsandbytes Int8Params kwarg error are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs a generic GLM5 issue; no clear shared bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failed vs Molmo missing all_tied_weights_keys; different models and failure modes." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code regressions are not the same as Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES edge case is a specific registry bug, not the same as general remote_code breakage." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn2 fallback gating are separate tokenizer/kernel issues." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch vs Gemma4 device mismatch; different runtime errors." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility on hf4.x/main branch for qwen3_moe is unrelated to the tie_word_embeddings warning in Qwen3.5-27B." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM load KeyError is not the same as flash-attn2 fallback being blocked." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code breakage vs a Kimi-K2.5 tokenizer codec regression and misleading warning; distinct bugs." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different functions and hot paths (ids->tokens vs tokens->ids)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 5, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue: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:44683", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45488", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46489", + "issue:46515" + ], + "soft_pairs": [ + "issue:45488|issue:46489", + "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:43257|issue:45305", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:43596|issue:46515", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43638|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:44683|issue:46515" + ], + "prepared_review_unit_hash": "d2059b9cda538e789abb45a10d8287c205dbd4b363cfe7d538a8b10b774a4ceb", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issues with a few true duplicate pairs. The clearest matches are docs/pipeline removal, Whisper feature extraction, `_is_hf_initialized`/`init_empty_weights`, Qwen3 ZeRO-3 weight loading, and a couple of tokenizer regressions.", + "confidence": 0.77, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole set; the strongest duplicate subcluster is the docs/pipeline-removal pair, with issue 43827 being the cleanest representative because it directly names the removed v5 pipeline tasks and is narrowly scoped.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43827 is the best representative among the clear duplicates: it is precise, actionable, and directly subsumes the matching docs regression in 44509.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Both describe a v5 tokenizer regression in the DeepSeek family caused by LlamaTokenizer/pre-tokenizer handling; same underlying tokenization bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: v5 removed pipeline tasks but the documentation still references them." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different bugs: one is lm_head weight tying in Mistral3, the other is non-persistent buffer corruption in from_pretrained()." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized`/init_empty_weights compatibility break; both report the same constructor-arg failure path." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both involve model-loading problems, but the model/configuration and failure modes differ; not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` issue point to the same audio feature-extraction failure path." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Completely different errors: custom trainer signature mismatch vs tensor mask shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion and the other is gradient averaging with GAS; different code paths." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to a missing supports_gradient_checkpointing flag in a trust_remote_code model." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and symptoms; not the same bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both are Qwen3-family DeepSpeed ZeRO-3 weight-loading failures with missing parameters; same underlying load path bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; no shared concrete bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from position_ids/SDPA behavior is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Near-identical mask/tensor shape mismatch error; same underlying index/mask mismatch bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Different regressions in different model families and code paths, despite both involving video/input handling." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but one is a bad error message for Voxtral and the other is a tokenizer load failure for a different model." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed and void-segmentation-map processing are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero3/Bert initialization out-of-bounds is unrelated to a torch-version incompatibility complaint." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loading defects; not the same underlying issue." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and autocast dtype mismatch on Phi-tiny-MoE are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Both mention loading/runtime failures, but the symptoms and root causes differ completely." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "gpt-oss GGUF support is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen model bugs: rope index scaling vs uninitialized inv_freq after meta-to-empty materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError and device_map auto device mismatch are different forward/training bugs." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3-VL video StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support is unrelated to Float8 storage lookup failure." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "torch>=2.9 flex_attention failure is unrelated to torch 2.4.1 incompatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded and generally conservative. The exact/near-exact duplicates (43827\u219444509, 43872\u219444291, 41093\u219444805) are well supported, and the softer accepts are still plausible from the packet (tokenizer regressions, Whisper/fbank path, Qwen3 ZeRO-3 load failures)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 6, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "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:43950", + "issue:43957", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "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:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:45812|issue:46489", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44877|issue:45030", + "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:42915|issue:44756", + "issue:46459|issue:46512", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:45507|issue:46468", + "issue:45313|issue:45357", + "issue:43644|issue:43645", + "issue:44488|issue:44991" + ], + "prepared_review_unit_hash": "ddd2adb61dc0ed30e067bda73c22dd95d86ed0c43c76add1c22431f8ae7a100e", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37434, + "estimated_input_tokens": 9359, + "estimated_eval_tokens": 18974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated symptom reports across different models or code paths. Only three look like true duplicate/near-duplicate clusters: non-persistent buffer corruption, custom model initialization regression, and SigLIP2 output/regression reports.", + "confidence": 0.85, + "canonical_issue_reason": "issue:43644 is the clearest root-cause report for the non-persistent-buffer regression and has an exact near-duplicate in issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "Best standalone issue to anchor the set because it names the precise bug rather than a broad symptom and is directly duplicated by another report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: buffer corruption on load vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated: Qwen video StopIteration vs an MPS histogram kernel error in MoE." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Specific import error for a VL class vs a generic meta-device loading regression." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FP8/Qwen3Moe loading failure is not the same bug as meta-device model loading." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same custom model initialization regression in Transformers v5; one is just notebook-specific wording." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen variants and different code paths: video embedding StopIteration vs TRL SFT unpacking failure." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba torch.compile/SDPA crash is unrelated to Qwen3.5 flash-attention packed-sequence handling." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import-path break is unrelated to the Qwen3Moe FP8 issue." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 forward device mismatch is not the same as stale dtype metadata after from_config." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping bug and Gemma4 device mismatch are different problems." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly share one fix." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and mask-shape IndexError are unrelated runtime failures." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model family and same underlying symptom cluster around incorrect outputs / zero probabilities." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to the Kosmos2.5 OCR index error." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/Bert initialization failure and tokenizer-mapping insertion failure are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Bert zero3 index error is unrelated to the add-new-model-like tokenizer mapping bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation complaints, but for different models and not the same underlying bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping failure is unrelated to the mask/tensor shape mismatch." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized device_map offload failure and Strix Halo mmap OOM are separate memory-loading issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but docs-example mismatch/quantization errors are not the same bug as zero-probability outputs." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same non-persistent-buffer junk regression in Transformers v5; title-level duplicate." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device-map CUDA assert and Qwen3Moe FP8 failure are distinct issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 config crash and mmap/OOM workaround are unrelated." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is loading composite checkpoints and the other is stale config state after from_config." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility and Gemma4 resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Similar failure wording, but not enough evidence they share a single underlying code-path bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and Nemotron example failure are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Loading weights with ZeRO-3 and save_pretrained key corruption are different multimodal Qwen3.5 bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative on the soft edges. The three accepted clusters are supported by the packet titles/body themes, especially the exact non-persistent-buffer duplicate pair. Rejected pairs are generally separated by model family or failure mode, and the summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 7, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "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:43994", + "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:39692|issue:43994", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:39692|issue:44960", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:45276|issue:45292", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "de96b81a8dfa01c47af7b45e3ae3939ecb51dbdd6e30470c75f9957853e56e9d", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38254, + "estimated_input_tokens": 9564, + "estimated_eval_tokens": 19384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issues spanning many models/features. Only the resize_token_embeddings reports for Gemma4 and the generic output_embeddings regression look like the same underlying bug; the rest are too model- or code-path-specific to treat as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45292 is the broadest statement of the resize_token_embeddings regression, while 45276 reads like a Gemma4-specific manifestation of the same missing propagation to output embeddings.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best representative issue here because it states the generic API regression rather than a single model-specific instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: checkpoint resume step calculation vs optimizer arguments not being applied." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a broken docs example and the other is a wrong-output/inference regression." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different areas and symptoms: Qwen3 MoE training memory inefficiency vs quantized offloading behavior." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training and the other is a Transformers 5.x int4 reserved-memory/OOM regression." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failures: GLM-4.7-Flash loading vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different code paths: Qwen3 MoE weight conversion under accelerate/deepspeed vs model loading in GLM-4.7-Flash tests." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA portability across hf4.x/hf5.x is unrelated to resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "These are distinct loading/compatibility problems with different models and root causes." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Generic GLM5 issue vs a sinq save/load quantization persistence bug; not the same bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different runtime crashes in different models/components (chat for Qwen3.5 vs serve/processor for Gemma4)." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving extra_state and init_empty_weights/_is_hf_initialized are separate loading/saving compatibility issues." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar API symptom, but different model families and affected attributes; not enough to prove one underlying bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but the Qwen3.5 packed-sequence crash and the s_aux=None AttributeError are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to meta-device loading failures in Transformers 5.x." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "The second title is too vague to confirm the same tokenizer/vocab bug as the first." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and AudioFlamingo3 batched inference leakage are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are different model classes and the titles don't show a shared code-path bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Different causes of memory issues: quantization/offloading vs Transformers 5.x int4 reserved-memory growth." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT behavior is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failures: SigLIP2 docs/example errors vs a generic GLM5 issue." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs in different multimodal model configs: FSDP2 shared_kv_states vs from_config text_config unwrapping." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to mmap/Strix Halo OOM behavior." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regressions are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 attention state bug and Qwen3.5 MoE rotary offload incompatibility are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is int4 quantization OOM and the other is mmap behavior on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 loading failure is not the same as a generic model-loading mismatch for another model." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 attention state rebuilding are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness with LoRA is not the same as checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint-loading failure and the broken official Nemotron example are different reports, not clearly the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram_mps dtype error in MoE is unrelated to the Nemotron example loading issue." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings regression: 45276 is a Gemma4-specific manifestation, while 45292 states the generic output_embeddings failure." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Saving/from_pretrained extra_state handling and mmap/OOM on Strix Halo are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary stays within the packet evidence, and the only accepted duplicate pair (45276/45292) is well supported by the two resize_token_embeddings titles. The rejected soft-edge pairs are phrased cautiously and do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 8, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:43381", + "issue:43425", + "issue:43596", + "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:46315", + "issue:46326", + "issue:46491" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:43425|issue:44918", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:43994|issue:44079", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "ee3a685863b18d0432b7ea20031a61b19465e07dec94a7e63343d847ddc27d5d", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36248, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: many unrelated model-loading, tokenizer, training, and quantization regressions were grouped by soft similarity. I found one clear duplicate-like pair around `resize_token_embeddings`, but the rest should stay separate.", + "confidence": 0.64, + "canonical_issue_reason": "`issue:43611` is the broadest concrete v5 regression in the set and best represents the recurring custom/model-loading breakages, even though the cluster as a whole is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43611` is the best single issue to anchor triage because it is user-facing, specific, and closer to the main v5 loading regressions than the more niche tokenizer or hardware-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are regressions, but one is a Qwen video-input issue and the other is a strict-config load issue for Granite Speech; different failure modes and code paths." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM unit-test loading failure and Qwen3.5 checkpoint-save regression are different bugs affecting different paths." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 RLHF NaN/SDPA fallback issue." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom model save/load flows, but one is a permissions propagation bug and the other is wrong-module loading after save; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 shared_kv_states KeyError are distinct code paths." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` on mistral_common are related to tokenization, but not the same concrete defect." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init breakage in notebooks is unrelated to Trainer checkpoint-resume max_steps miscalculation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and `extra_state` handling in save/from_pretrained are different failures." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device loading breakage are separate model/runtime regressions." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "These describe the same underlying bug: `resize_token_embeddings` updates one output embedding path but not another model-specific embedding path." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is a broad environment issue, not the same as the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model and failure to load another model are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated runtime issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 and Gemma4 device-map mismatch are different problems." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models and slower `convert_tokens_to_ids` are separate correctness vs performance regressions." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression and CodeLlama round-trip spacing regression are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` breakage is unrelated to a generic tokenization change regression." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve v5/custom-model loading, but one is a `base_model_prefix` loading regression and the other is a Jupyter notebook initialization regression." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 PLE device mismatch are different concrete failures." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch incompatibility is not the same as the Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache linear_attention crash is unrelated to the non-template-node compilation error." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and compilation of non-template nodes are different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video regression and mask-shape IndexError are not the same issue." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export` with `torch_compilable_check` and Perceiver non-default resolution failure are separate model/export bugs." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to the Qwen3.5 embedding unpacking issue." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "These are both docs-related, but they cover different pipeline APIs and different removed/deprecated behaviors." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language-return regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 nonsense outputs and `ModelOutput` key assignment are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error and compiled flex_attention torch>=2.9 failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The anchor choice for issue:43611 is defensible from the titles, the cluster-level heterogeneity claim is supported, and the only accepted soft-edge pair (issue:45292 / issue:45335) looks like a reasonable duplicate-like match on `resize_token_embeddings` behavior. No pair was overstated as a duplicate beyond what the evidence supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 9, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "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:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43906", + "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:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43299|issue:43931", + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:44164|issue:45759", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:43611|issue:43644", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:43716|issue:45084", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:43644|issue:43646" + ], + "prepared_review_unit_hash": "7775c6e572abc2ba9daca112ea3deed804285e3d64bda0644d86b7e4e348abe4", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36139, + "estimated_input_tokens": 9035, + "estimated_eval_tokens": 18326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster: the issues span many unrelated regressions across trainer state, tokenizers, model loading, quantization, video inputs, and backend packaging. The soft-similarity pairs are mostly keyword matches, not the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL/MoE loading, but one is a version-specific Qwen3VL MoE breakage and the other is a weight-shape mismatch for a different model; not the same defect." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both are tokenizer-related, but one is a T5Tokenizer special-token method conflict and the other is gguf_file loading for AutoTokenizer/AutoModel; different code paths and failures." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer regressions, but CamemBERT masked-LM prediction errors and EMBEDDIA tokenizer loading failures are separate bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Both mention save/from_pretrained or loading behavior, but extra_state handling and Qwen multimodal text_config unwrapping are distinct issues." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "The isolated reproduction of an external issue is not the same as the mistral_common tokenizer regression." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "One is a tokenizer loading failure; the other is a specific Mistral regex patch crashing on a backend attribute access." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both concern performance/memory, but Qwen3 MoE training memory usage and disabling mmap on Strix Halo OOM are different root causes." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the v5 video-input regression for Qwen VL models." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "One is an add-new-model-like mapping bug; the other is a compiled flex_attention compatibility failure on newer torch." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading-related, but cjvt/sleng-bert load failure and Mistral regex patch crash are separate tokenizer bugs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "These are different model-loading regressions affecting different repositories and failure modes." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are unrelated subsystems." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer output issues, but AutoTokenizer ignoring tokenizer.json and DeepSeek-Coder incorrect output after PR #44801 are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 breakages, but base_model_prefix loading and non-persistent buffer initialization are different code paths." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline regression and CamemBERT masked-LM prediction errors are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "One is an XLNet CPU-device placement inefficiency; the other is Qwen3_5Moe CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and template-node compile errors are not the same underlying failure." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression are completely unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are distinct initialization/runtime bugs." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3 text encoder weights not loading are different model-architecture regressions." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Qwen3MoE FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields with trust_remote_code and PagedAttentionCache linear_attention crash are different loading/runtime issues." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-specific load failures; no shared code-path evidence that they are the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo tracing failure in Mixtral grouped_mm and template compilation error are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and runtime post-processor update behavior are not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen3.5 paged attention crash are separate MoE/cache bugs." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter not updating and iterable-dataset multi-image finetuning failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging missing tensorflow in torch extra and undefined tensorflow_text backend are different dependency-resolution issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk filling and custom model initialization breakage share a version but not the same failure mode." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 10, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "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:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46326" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:40444|issue:46326", + "issue:43883|issue:44488", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43746|issue:46326", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:28530|issue:34567", + "issue:44451|issue:45081", + "issue:43322|issue:43540", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:36032|issue:43742", + "issue:43089|issue:45987", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:45216|issue:45357" + ], + "prepared_review_unit_hash": "f0cb05c2cca19b3e965abb0d77ba0bfb892309ad2776337159234db08f4f1963", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37693, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are distinct bugs. The only supported duplicate/follow-up link in this packet is issue:45216 \u2194 issue:45357, both about the Qwen3.5 save_pretrained/checkpoint serialization regression. issue:43646 \u2194 issue:44534 should remain rejected. No PRs are present.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45216 is the best canonical issue because it states the broader Qwen3.5 save_pretrained regression, and issue:45357 is the only clearly supported narrower follow-up about the same broken serialization path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest single anchor in the set: it captures the underlying regression at a broader level and has the only soft-edge pair the packet supports as a true follow-up/duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper and special tokens, but the failures differ: batch_decode skip_special_tokens vs empty transcription after align_special_tokens." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but they point to different code paths: unsupported center arg in LasrFeatureExtractor vs _torch_extract_fbank_features()." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer constructor conflict and custom model initialization in Jupyter are unrelated bugs." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable-dataset failure and mistral_common continue_final_message are different problems." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different loading failures; the shared theme is too broad to treat as the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a generic from_pretrained regression and the other is a specific Qwen2.5-GGUF v5 failure." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are different issues." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure and Qwen2.5-GGUF loading failure are separate regressions." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different models/tokenizers and different loading failures." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled generation inconsistency and cache-length return-type bug are only loosely related." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default and MIMI padding-mask batching bug are distinct." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer serialization are unrelated code paths; this pair was explicitly rejected by the packet evidence." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading and mistral_common message continuation are different failure modes." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook-specific custom model init regression does not match non-persistent buffer junk initialization." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise and Mistral regex patch crash are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 failure and template compilation error are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and EMBEDDIA tokenizer load failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both touch tied weights, but one is a missing tie in Mistral3 and the other is device-dependent serialization; not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 bad outputs and OmDet-Turbo processor size mismatch are different issues." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states regression and Qwen2.5-VL rope-index scaling bug are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Batched padding-mask support and DAC from_latents STE mismatch are different code paths." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric lookup and num_input_tokens_seen tracking are unrelated trainer bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different tokenizer-loading failures." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal loading/processing issues, but they affect different models and concrete failure points." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer/model load failure for a specific model is not the same as the Mistral regex patch crash." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized arg are separate initialization/config bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check and OmDet-Turbo processor image-size mismatch are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-method conflict and MobileLLM-125M loading key error are unrelated." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and cache-length return type are not the same underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-arg conflict and model loading failure for physical-intelligence/fast are different issues." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained/checkpoint serialization regression; 45357 is a narrower follow-up on the same broken path." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup overstates the evidence in the summary: only issue:45216 \u2194 issue:45357 is actually marked as a likely duplicate/follow-up, while issue:43646 \u2194 issue:44534 was explicitly rejected. The rest of the soft-edge verdicts are conservative, and the 45216/45357 anchor choice is grounded, but the summary should not claim two true duplicate/follow-up pairs when the packet supports only one." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 11, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44479", + "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:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:44479|issue:45325", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:43632|issue:44756", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:43792|issue:44589", + "issue:42796|issue:43746", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43381|issue:45923", + "issue:43632|issue:44534", + "issue:44291|issue:44589", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43421|issue:44568", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43531|issue:44291", + "issue:41553|issue:43582", + "issue:43818|issue:46402", + "issue:44079|issue:44534", + "issue:44829|issue:45479", + "issue:41720|issue:45081", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "7e5e72e0aee5a75fb7fffa6fb5700cd426300368ea852cb02167c040e6ddfdf3", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37482, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the apparent overlaps are mostly broad Transformer v5, tokenizer, or model-loading themes rather than the same concrete defect. None of the soft pairs are safe to merge as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43632 is the most central broad v5 regression among the set and is closer to the cluster\u2019s shared loading/initialization theme than the others, but the overall cluster is still too heterogeneous for a true single canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43632 is the best single anchor for triage because it is a clear, high-signal core loading regression and sits near the center of the limited topical overlap; the rest of the items split into distinct bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen vision/video regressions, but one is a broad video-input regression and the other is a specific rope-index scaling bug; not the same code-path defect." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different models and different failure modes: sliding-window behavior in Qwen3-MoE versus strict config loading for Granite Speech." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method name conflict and CUDA assert during auto device mapping are unrelated bugs." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is a loading failure for a specific tokenizer and the other is a performance regression in convert_tokens_to_ids; different defects." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch compatibility packaging and noisy model-loading output do not share the same underlying bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding-window behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading breakage and junk-filled non-persistent buffers are distinct initialization paths." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "One is an HF initialization-flag regression; the other is an mmap/OOM issue on Strix Halo. Different code paths and symptoms." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both mention Qwen2.5-VL, but one is multi-image finetuning failure and the other is still-image temporal position scaling; not the same bug." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite token IDs being wrong and CodeLlama leading-space round-trip loss are different tokenizer implementations and failures." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are separate issues." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic noisy loading output is not the same as a specific tokenizer loading regression." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both involve Qwen-VL training, but multi-GPU training and multi-image IterableDataset failure are different problems." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and missing supports_gradient_checkpointing flag are related only loosely, not the same defect." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 loading regressions, but the root causes differ: `_is_hf_initialized` handling versus non-persistent buffer initialization." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument and missing Float8 storage object are unrelated initialization/storage errors." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are different runtime bugs." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure in transformers v5 and CLIPTokenizer model_max_length behavior are different tokenizer/load-path issues." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and mdeberta add_special_tokens BOS/EOS behavior are related conceptually but not the same concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "GPU+CPU offload loading failure and Qwen3 MoE training memory inefficiency are different problems." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging TensorFlow in the torch extra and tensorboard-without-TF backend errors are distinct dependency issues." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and `_is_hf_initialized` init-empty-weights error do not share a code path." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and AppleSilicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Sam3Model text-encoder loading bug are unrelated model-specific failures." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and junk-filled buffers are different core behaviors." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 training degeneration and single-label num_labels=1 zero-loss degeneration have different triggers and likely different fixes." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert in Qwen3 device mapping and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA missing temporal attention and Qwen3.5 save_pretrained visual-key regression are different visual-model bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 12, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "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:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:44462|issue:45812", + "issue:43377|issue:45491", + "issue:43611|issue:43646", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:43792|issue:43957", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:43632|issue:45072", + "issue:42796|issue:45381", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43606|issue:43819", + "issue:43881|issue:44488", + "issue:41720|issue:45823" + ], + "prepared_review_unit_hash": "3cb70e8baba79c555f7f9fcfa47c936a7e4d632170ca0bd663a3325e07965e75", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36917, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes many unrelated regressions across tokenization, model loading, quantization/offload, audio/video processors, training, and config handling. The soft-similarity links mostly reflect broad v5-era wording rather than the same concrete bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items describe different code paths and different failures; they should not be consolidated as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the cluster is too heterogeneous for one representative issue to cover the others without losing meaning.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is about AutoTokenizer ignoring tokenizer.json while the other is a Granite-specific wrong token-ID regression." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/mixed-length behavior, but they affect different models and different failure modes (padding mask mismatch vs NaNs in sliding-window attention)." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both mention Transformers v5 load/init breakage, but the concrete failures differ: base_model_prefix loading vs custom model initialization." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "One is about non-persistent buffers being filled with junk; the other is about ModelOutput key assignment when a key was previously None." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "These are different subsystems and bugs: torch.export with torch_compilable_check versus dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Unrelated issues: missing TensorFlow backend in an installation extra versus loading a specific PaddleOCR-VL model in vLLM." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated failures." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL multimodal inputs, but one is iterable-dataset finetuning with multiple images and the other is video vision_position_ids." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different loading/runtime bugs: Whisper cannot run versus meta-device loading breaking some models on Transformers 5." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal position_ids scaling and the other is video vision_position_ids." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 produces nonsensical outputs, while Perceiver fails on non-default resolution despite interpolate_pos_encoding=True." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a missing weight-tying bug in AyaVision and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 long-ocr index errors are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different failure domains: FineGrainedFP8Config support for Qwen3Moe versus GGUF loading failure in Transformers v5." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag handling and bfloat16 dtype mismatches are unrelated regressions." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is a different loading issue from strict config blocking granite_speech config loading." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index position-id scaling." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different compatibility problems: vLLM loading of PaddleOCR-VL versus torch 2.4.1 / transformers 5.8.0 incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are model regressions, but one is a video-input regression across Qwen VL models and the other is a Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenizer version changes are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch in bark-small is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaults and GraniteSpeech PEFT checkpoint loading are different problems." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are unrelated model-specific issues." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset not working is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with past key values and Qwen3 auto-device-map cudaErrorAssert are different code paths." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying/generation bug in AyaVision is unrelated to Bamba-9B-v2 torch.compile SDPA failure." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL iterable-dataset multi-image finetuning are different issues." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU-offload device mismatch and DAC.from_latents / forward mismatch with missing STE are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure is not the same as cjvt/sleng-bert failing to load." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 13, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "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:43450", + "issue:43454", + "issue:43526", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "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:46209", + "issue:46305", + "issue:46315", + "issue:46402" + ], + "soft_pairs": [ + "issue:44186|issue:44265", + "issue:46305|issue:46315", + "issue:42796|issue:46209", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:44568|issue:45920", + "issue:43257|issue:45923", + "issue:43377|issue:44898", + "issue:43317|issue:43873", + "issue:42796|issue:44977", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:41720|issue:43322", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:26413|issue:28530", + "issue:43526|issue:43883", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:43881|issue:44991", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "680dcf60e59f3617e24f7f80534545e3e5c85e12321ebfa990b4cb2f90e05258", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36767, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes unrelated issues across tokenization, loading, quantization/offload, training, and vision/audio preprocessing. No soft edge looks like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits; the cluster spans multiple unrelated regressions and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the broadest anchor only because it affects multiple model families, but it is still not representative enough to unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to torch.export failing on torch_compilable_check." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Both are regressions, but one is an off-by-one mask bug and the other is a tokenizer performance issue." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are different code paths and failures." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying/serialization and bfloat16 dtype mismatch are distinct problems." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Missing BOS/EOS insertion for one tokenizer is not the same bug as wrong token IDs across many models." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen MoE weight conversion under accelerate/deepspeed is unrelated to a missing model flag." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support in MIMI is unrelated to Perceiver non-default resolution handling." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Dequantized model offload loading and general quantization offloading are related only broadly, not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer marker handling is unrelated to flash-attention generation behavior." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head weight tying and packed-weight unpacking are different loading/serialization defects." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model/dataset pair is unrelated to gradient checkpointing not taking effect." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in one config is unrelated to unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next load crash and sinq save/load breakage are different failure modes." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FP8 config loading." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading and non-persistent buffer initialization are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map cuda assert and Llava Next segfault are different model-loading crashes." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head serialization inconsistency and incorrect visual encoder keys are distinct save_pretrained bugs." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device mapping crash is unrelated to flash-attention generation on Qwen3.5." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "resume_from_checkpoint epoch_iterator failure and early-stopping metric lookup are unrelated trainer behaviors." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Label reduction in an image processor is unrelated to missing all_tied_weights_keys on a model." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory regression is unrelated to the apex FusedRMSNorm leak." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss API breakage is unrelated to running 3d_parallel.py." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V load failure and tokenizer loading failure for a different model are not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "compute_loss signature mismatch and Qwen3Moe FP8 loading are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection and tokenizer loading regression are different issues." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on one model/dataset is not the same as tokenization behavior changing by version." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing text-encoder weights are separate Sam3 bugs." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash and bfloat16 dtype mismatch affect different subsystems." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offload behavior and mmap OOM on Strix Halo are not the same failure." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map assert and 3d_parallel.py failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 14, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:28530", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43653", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291" + ], + "soft_pairs": [ + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:36010|issue:42617", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43526|issue:43881", + "issue:43540|issue:43782", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43550|issue:43653" + ], + "prepared_review_unit_hash": "6e030883d9b5af2496c075caf9b742090ac1875d41c907a1c08a9fd7f8c77d39", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35529, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; the items are mostly unrelated Transformers bugs. All soft edges should be rejected because they describe different models, code paths, or failure modes.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical duplicate fits the cluster. If one issue must be used as a representative anchor, issue 43873 is the broadest and most active open report, but it still does not cover the other bug themes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the closest thing to a representative anchor because it is broad, active, and centered on offloading/quantization, but the surrounding items are too heterogeneous for it to serve as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different bugs: dtype propagation in Blip2 loading vs Trainer checkpoint resume/max_steps calculation." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different failure modes: torch.compile/SDPA on Bamba vs packed-weight unpacking during Accelerate loading for BitNet." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different model components and regressions: Mistral3 lm_head tying vs Qwen3.5 visual encoder keys on save_pretrained." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma variants and distinct issues: variable name collision in forward vs device mismatch with device_map=auto." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processors, but one is a LayoutLMv2 tokenizer crash and the other is an OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "One is a compile/SDPA bug, the other is a CPU-offload device mismatch in Bark; not the same code path." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Regression about processor.tokenizer access and image passthrough vs a broad tokenization-version change complaint." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-input issues, but they affect different models and different preprocessing logic." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both mention quantization/offload, but one is FineGrainedFP8 failure and the other is dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit transformers serve, but one is a multimodal batching crash and the other is a missing _tokenizer attribute in Gemma4Processor." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Completely unrelated: GenerationMixin import error vs failure to run 3d_parallel.py." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different save/cache problems: trust_remote_code cache path collision vs permission propagation in save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve parallelism, but one is device-mapping cuda assert on Qwen3 and the other is TP not working on GPT-OSS MoE." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different models and causes: Qwen3-MoE sliding_window behavior vs missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Quantization failure vs pipelines import regression from kernels version/revision requirements; unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection vs Qwen2-VL multi-GPU training; no shared underlying bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model families and bugs: CamemBERT masked LM predictions vs Qwen3.5 recurrent state reset with cache." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature mismatch vs Qwen3 auto device mapping cudaErrorAssert; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but on different tokenizer classes with different task-specific failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different root causes: FineGrainedFP8 config failure vs segmentation fault loading Llava Next models." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b loading failure; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen multimodal issues, but video input processing and weight_only loading errors are separate code paths." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping/trainer config issue vs image processor failure on void segmentation maps; unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config/API consistency, but they affect different fields and models." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in a CLIP model vs progressive generation with inputs_embeds/past_key_values; unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different processor bugs in unrelated modalities: segmentation maps vs Bark voice_preset handling." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading bug vs a T5 apex RMSNorm memory leak; different layers and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: Bamba compile/SDPA failure vs BigBirdTokenizer special-token registration." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 15, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45588", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46402" + ], + "soft_pairs": [ + "issue:29159|issue:36032", + "issue:43606|issue:43720", + "issue:44387|issue:45701", + "issue:43388|issue:45059", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43531|issue:45759", + "issue:45406|issue:45464", + "issue:42490|issue:43329", + "issue:45357|issue:46402", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:43531|issue:44589", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:45588|issue:45759", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:44514|issue:44545", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:43421|issue:43927" + ], + "prepared_review_unit_hash": "f7084fe96e2c6a86e0a0bdc83bdcef37092757b7b64bae5f9c1585d184e98634", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36486, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items in this cluster are unrelated model, trainer, tokenizer, or docs bugs. Only the two Qwen2_5_VLProcessor issues (44514 and 44545) describe the same crash and are clear duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44545 is the stronger canonical issue: it has the same exact bug report as 44514, more inbound references, and slightly more discussion activity, so it best represents the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best overall issue because it is the clearest representative of the only true duplicate pair and has the strongest signal/traffic among the matching reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both are tokenizer-related, but one is a slow/fast behavior mismatch and the other is a T5 special-tokens loading conflict; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Different models and failure modes: Bark CPU-offload device mismatch vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "One is int4 quantization memory/OOM regression; the other is a tokenization behavior change. Not the same issue." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metrics label truncation in the trainer is unrelated to SAM3 text/bbox behavior." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs and removed pipeline-task docs are different documentation issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is a different code path from Qwen multimodal config unwrapping." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failures are distinct bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to multimodal token counting video-branch undefined names." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both concern model loading/saving, but one is Qwen3.5 visual encoder key saving and the other is Sam3Model text-encoder loading." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU-offload device mismatch is unrelated to BigBirdTokenizer mask-token registration/empty decode." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset handling and Qwen3 CUDA assert are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are different issues." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window Qwen3-MoE bug is unrelated to the Float8 storage lookup TypeError." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer/model configs." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Qwen composite config unwrapping and CPU-offload rotary embedding incompatibility are separate bugs." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTST post_init policy and Qwen3.5 num_labels propagation do not share a code path." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "One is config propagation for Qwen3.5; the other is a generic single-label-classification zero-loss issue across models." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less-model crash is unrelated to Qwen multimodal config unwrapping." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution failure and bfloat16 dtype mismatches are different model/runtime problems." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-arg duplication and ScandiBERT loading failure are not the same tokenizer bug." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Physical-intelligence/fast loading and PIL image-processor torchvision requirements are unrelated regressions." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; same bug and same fix target." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and OmDet-Turbo processor/model image-size mismatch are different issues." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning is unrelated to incorrect visual encoder key saving." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT input-embedding unpacking and trainer.evaluate() after train() are different trainer failures." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and DeepSpeed ZeRO-3 gradient growth are separate training bugs." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor updates and DiaConfig save/load token-ID loss are not the same defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only clearly duplicate pair in the packet is 44514/44545: they have identical titles and very close metadata, and 44545 does have the slightly stronger inbound-reference/discussion signal. The other pair rejections are conservative and the summary does not overreach beyond the listed evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 16, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "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:43782", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45663", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:43746|issue:46050", + "issue:45704|issue:45923", + "issue:43531|issue:43645", + "issue:41720|issue:45704", + "issue:45704|issue:45859", + "issue:43782|issue:45381", + "issue:42886|issue:44843", + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:43994|issue:44671", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43596|issue:44220", + "issue:43421|issue:44186", + "issue:30064|issue:36010", + "issue:45081|issue:45356", + "issue:43720|issue:43819", + "issue:45356|issue:45907", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43540|issue:46294", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43618|issue:43697", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:43531|issue:43643", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43540|issue:44008", + "issue:43643|issue:44877", + "issue:43335|issue:43756" + ], + "prepared_review_unit_hash": "c64b2a6ffb26c2bdf991f868e66225007eb55e7c24c8f6ded1bc0a7a11913508", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37989, + "estimated_input_tokens": 9498, + "estimated_eval_tokens": 19252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: most items are unrelated Transformer/model bugs that only share superficial subsystem or keyword overlap. The only clear duplicate-like pair is the Mistral tokenizer regex regression around `fix_mistral_regex`.", + "confidence": 0.87, + "canonical_issue_reason": "No single cluster-wide canonical issue stands out because the items span many unrelated bugs; the only credible duplicate subcluster is the Mistral tokenizer-regex regression pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the best representative of the only clear subcluster because it gives the concrete crash repro in `_patch_mistral_regex` / `fix_mistral_regex` and is the most actionable report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both are loading/saving bugs, but one is PEFT local checkpoint loading and the other is quantized sinq serialization; different failure modes and code paths." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 apex RMSNorm memory leak is unrelated to a missing gradient-checkpointing flag on Nemotron trust_remote_code config." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Jupyter custom model initialization in Transformers 5.0 are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and T5 fused RMSNorm memory leak are separate bugs in different models/code paths." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 apex RMSNorm leak and Qwen3_5Moe rotary embedding CPU offload incompatibility do not share the same underlying bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video/VL issues, but one is a `weight_only` load error and the other is a video position-id mismatch; too different to dedupe." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/tokenizer loading, but one is cache loading on HF_HUB_OFFLINE and the other is an unconditional `model_info()` call in a specific regex patch." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 `use_cache` correctness and T5 decoder input validation error messaging are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizer special tokens, but one is runtime post-processor refresh and the other is BigBird mask-token registration; not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Nemotron gradient-checkpointing flag missing are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Incorrect SigLIP2 outputs and CamemBERT masked LM regression are different model-specific failures." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "A SigLIP2 documentation example mismatch is not the same as a quantization/offloading bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization offloading are different loading paths and failure causes." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel init error and `_torch_extract_fbank_features()` are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer post-processor updates and LayoutLMv2 NER/padding crashes are different issues despite both involving tokenizers." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to a `GenerationMixin` import error." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": true, + "reason": "Both point to the same `fix_mistral_regex` tokenizer-regex path: 45081 is the crash, while 45356 reports the regression/warning behavior around the same mechanism." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC latent reconstruction mismatch are unrelated model internals." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regex regression and `list_repo_files` revision forwarding are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight unpacking are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and `TOKENIZER_MAPPING_NAMES` model registration are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen video-input bugs, but they affect different models and different stages (`ValueError` in processing vs chat-template feature/token mismatch)." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression in 4.57.5 and Kosmos2.5 OCR index error are unrelated multimodal bugs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and SwitchTransformers/TimmWrapper bfloat16 dtype mismatches are different runtime problems." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIP attentions assignment and RTDetrV2 output differences in v5 are unrelated regressions." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "`AddedToken()` keyword conflict and failure to load a specific model are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and DAC `from_latents` mismatch are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and `AutoConfig` missing fields with trust_remote_code are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver image-classification failures are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token registration and DAC STE mismatch are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video processing failure and Gemma3n variable-name collision are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading, but one is missing fields under trust_remote_code and the other is strict config rejection for granite_speech; not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are unrelated architecture bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet does look mostly heterogeneous, and the summary stays conservative about that. The only accepted soft pair is reasonably supported by the shared `fix_mistral_regex`/tokenizer-regex context, and the other rejections do not overclaim relatedness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 17, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "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:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46512" + ], + "soft_pairs": [ + "issue:30064|issue:36331", + "issue:44821|issue:45084", + "issue:41720|issue:44991", + "issue:44843|issue:45081", + "issue:43322|issue:45685", + "issue:39692|issue:45834", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:43582|issue:46512", + "issue:45183|issue:45479", + "issue:43950|issue:45987", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:43644|issue:43749", + "issue:44485|issue:44509", + "issue:34634|issue:36010", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:43825|issue:43994", + "issue:43421|issue:44811" + ], + "prepared_review_unit_hash": "c8e46adf87f60e0b763304fc4b482e9206b4d9559fca90406fe3b2ed692e2002", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35562, + "estimated_input_tokens": 8891, + "estimated_eval_tokens": 18038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue noise with a few superficially similar pairs (tokenizer regex, device/dtype mismatches, video-input bugs), but none are strong duplicates under a strict triage standard.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44843 is the strongest representative of the only near-related mini-cluster (_patch_mistral_regex / tokenizer loading); it is concrete and actionable, but it does not actually subsume the rest of the issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is the most representative and specific issue in the set, with the clearest code-path and the only plausible overlap candidate; it is the best single anchor even though the cluster is not a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Completely different subsystems and failures: image processor segmentation maps vs Trainer.compute_loss signature mismatch." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Both are loading/parsing errors, but they concern unrelated code paths and symptoms; not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different models and failure modes: Qwen3 auto device mapping crash vs tokenizer load failure for est-roberta." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is offline/model_info behavior and the other is a backend_tokenizer attribute crash; related helper, different concrete bugs/triggers." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault while loading Llava Next is unrelated to an MPS histogram-not-implemented error in moe code." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are not the same issue as Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different model-specific bugs: image preprocessor dtype mismatch vs Gemma3n variable-name collision causing AttributeError." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Trainer metric gathering bug vs Mamba2 cache correctness bug; unrelated code paths." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and from_config stale config.dtype are distinct issues despite both touching dtype-ish behavior." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR errors are unrelated to single-label classification with num_labels=1 producing zero loss." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption and StaticCache.get_seq_length contract mismatch are different regressions." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation is unrelated to AutoTokenizer failing to load a different tokenizer class." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output regressions in v5, but they affect different models and do not look like one shared bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation after align_special_tokens is unrelated to Kosmos2.5 OCR length/indexing." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk-fill regression and FSDP CPU RAM efficient loading failure are different bugs." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion and docs mentioning removed pipelines are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset behavior and GenerationMixin import failure have no shared underlying code-path." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention device/dtype mismatches, but they are different model paths and likely distinct fixes." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR long-input index error are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype loading bug and Video-LLaVA temporal-attention/weight-sharing bug are unrelated model issues." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch and trainer.evaluate failing after train are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both concern video inputs, but they affect different Qwen variants and report different failure modes." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline docs/error-message issue is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processing update bug is unrelated to Whisper batch_decode skip_special_tokens handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 18, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "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:44561", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46294", + "issue:46326", + "issue:46463" + ], + "soft_pairs": [ + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:44561|issue:45020", + "issue:43577|issue:43582", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:45987|issue:46192", + "issue:28218|issue:29159", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:43782|issue:45325", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:45081|issue:45406", + "issue:44589|issue:45042", + "issue:44060|issue:44368", + "issue:43906|issue:46209", + "issue:45372|issue:46326" + ], + "prepared_review_unit_hash": "057fcbd851465dcde7c1d15d8cba095dbd3f30fb5e582676e2b07d97fdc3bbc8", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35799, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-linked pairs mostly share broad keywords (tokenizers, warnings, loading, v5 regressions) but do not describe the same concrete bug. I found no strong duplicate group worth collapsing into a single canonical issue.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the items cover many unrelated regressions and only show weak thematic overlap, not one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue to represent the cluster because the issues are not duplicates of one another.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Different failures: tokenizer loading for a specific model vs pipeline import breaking due to kernels dependency constraints." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated code paths: video apply_chat_template mismatch vs T5 decoder input validation error messaging." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/v5 breakage, but one is a specific removed helper and the other is a broad umbrella report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems: BLIP2 dtype propagation vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different models and bugs: image size mismatch vs dtype mismatch in inference." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading bug in BitNet is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Cache sequence length contract bug vs return_tensors being ignored; different behavior and APIs." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Possible tokenizer overlap, but one is a specific extra-space symptom and the other is a broad slow/fast inconsistency report." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Error message wording vs documentation references; same topic area but not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures: FSDP CPU RAM efficient loading vs init_empty_weights unexpected argument." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Masked-LM prediction regression in CamemBERT is not the same as general tokenization changes." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package backend/install issue vs Mistral regex patch crash; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs CUDA AMP crash in a loss module." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset bug and CustomTrainer compute_loss signature error are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access is a different problem from CLIP class structure inconsistency." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default is unrelated to DAC.from_latents STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird special-token registration bug is unrelated to MXFP4 quantization loading fallback." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT reduce_labels bug and RTDetrV2 output regression are different issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM key error is not the same as a broad remote_code compatibility regression." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer max length bug are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are AttributeError reports, but they occur in different components and code paths." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL backend image processor torchvision requirements." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they refer to different models and warning mechanics, not one concrete defect." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of an old issue is unrelated to FP8 inference on B200." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common is a different bug than continue_final_message behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 19, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45459", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:43550|issue:44912", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:42175|issue:46291", + "issue:43531|issue:45042", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:44387|issue:44617", + "issue:43746|issue:44811", + "issue:39692|issue:44912", + "issue:43854|issue:44977", + "issue:42490|issue:43257", + "issue:45459|issue:45803", + "issue:43643|issue:45759", + "issue:43262|issue:44811", + "issue:43650|issue:43906", + "issue:46421|issue:46424", + "issue:43257|issue:43696", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43454|issue:43577", + "issue:42915|issue:43742" + ], + "prepared_review_unit_hash": "2bcf1aeaf0f6d975e084501e0b501844a30d220d07b9a5812e6eecd2abc202a0", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36608, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they span unrelated bugs across import/loading, training, quantization, video/audio processors, cache behavior, and model-specific regressions. No pair looks like the same underlying defect, so there is no clear duplicate cluster representative.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not converge on one defect or one code path, so selecting a duplicate target would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of the issues is a safe representative for the whole set because the set is heterogeneous and not a duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video-token helper bug vs stale auto_mappings config reference; unrelated subsystems and failures." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs MPS attention correctness issue; different code paths." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile/SDPA regression vs Git-oss MXFP4 loading fallback; different models and mechanisms." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/non-pretrained Bert IndexError vs trainer.evaluate after train lifecycle issue; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loader breakage vs tokenizer loading failure for a specific model; same area but distinct causes." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error vs Jupyter custom model init regression; different symptoms and code paths." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path regression vs custom trainer compute_loss signature mismatch; unrelated issues." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch vs DiaConfig save/load token-ID loss; different models and bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion bug vs undefined video helper names; unrelated defects." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow extra vs pipelines import failure from kernels dependency constraints; different package/dependency problems." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs PIL backend torchvision requirement regression; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight unpacking bug vs OmDet-Turbo processor image-size mismatch; different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities vs OmDet-Turbo 640px/224px mismatch; unrelated model-specific issues." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Quantization reserved-memory regression vs Sam3Video OOM; both memory-related but not the same code path." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading bug vs Whisper batch_decode option handling; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors vs MXFP4 loading fallback bug; not the same underlying defect." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading test failure vs Qwen3.5 flash-attention generation bug; different models and root causes." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path trailing-slash import warning vs Qwen3 MoE deepspeed conversion bug; unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer error masking due to missing protobuf vs bare except swallowing interrupts; both exception handling, but different code and effects." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields vs from_config not unwrapping text_config; related area but distinct APIs and fixes." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate default bug vs Whisper batch_decode special-token handling; different processors and behavior." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Low-quality 'ADD THE DATA' report vs isolated reproduction of another issue; no shared underlying bug." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache lazy-init recompilation vs max_cache_length honored only for Quantized Cache; same area, different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion bug vs GPT-oss OOM; unrelated issues." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Undefined video helper bug vs v5.3.0 video-input regression across Qwen VL models; overlapping domain but different defects." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting helper bug vs batched video processor shape bug; different layers of the pipeline." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Accelerate/deepspeed conversion bug vs Qwen3-VL weight-shape mismatch on load; both Qwen-related but distinct loading problems." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug vs Blip2 dtype propagation issue; unrelated model initialization problems." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs MobileLLM key error; different models and causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 20, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "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:44488", + "issue:44560", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:45859", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:43606|issue:45859", + "issue:42915|issue:44821", + "issue:43525|issue:46291", + "issue:34567|issue:40990", + "issue:29159|issue:34567", + "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:44568|issue:45356", + "issue:42915|issue:45538", + "issue:43404|issue:45127", + "issue:43697|issue:45357", + "issue:43425|issue:46291", + "issue:43577|issue:46512", + "issue:42175|issue:43824", + "issue:28282|issue:34689", + "issue:43452|issue:43582", + "issue:45137|issue:45405", + "issue:43317|issue:45538", + "issue:33357|issue:34567", + "issue:44849|issue:45701", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:28282|issue:29127", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:42915|issue:43749", + "issue:42175|issue:44488" + ], + "prepared_review_unit_hash": "da96b00a3708f04a8bfaa7cc14920329387c6a82a18baf159d37d8732be1eef0", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36991, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue pairs; only the two Qwen video-regression reports look like the same underlying bug. No PRs in this cluster.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the broadest, most central report: it describes the regression across multiple Qwen VL variants, while issue:45381 is a narrower instance focused on qwen2.5-vl vision_position_ids.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best represents the shared bug because it captures the full cross-model regression and likely root cause scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offload behavior, but one is an FSDP CPU RAM-efficient loading breakage and the other is a Strix Halo mmap OOM workaround; different failure modes and fixes." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and symptoms: init_empty_weights/_is_hf_initialized vs PIL image processors requiring torchvision." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths, so they are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated topics: Qwen3Moe FP8 loading vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config pad_token_id is unrelated to pipelines import failing because kernels now requires version/revision." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and high perplexity on a model evaluation are different problems." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is not the same as TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token IDs and MXFP4 quantization fallback are different model-specific bugs." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer issues affecting different models; no shared concrete bug is evident." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and distinct tokenization failures." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 model-loading failure vs CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch weight tying/vocabulary, but one is a missing lm_head tie in a specific model class and the other is LoRA merge collapse with extended vocab; not the same fix." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output changes and Qwen3.5 save_pretrained key regression are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version compatibility and kernels import requirements are separate dependency issues." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling, but one is about loaded submodule dtypes staying float32 while the other says model.config.dtype is stale; related area, different bugs." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and a missing Qwen2.5-VL symbol are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic PyTorch import error and a Llama 3.2 Vision model-loading regression are not the same issue." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage and Apple Silicon TypeError in caching_allocator_warmup are different code paths." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map dequantized-model offload failure and CLIPTokenizer max-length behavior are different bugs." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with a CLIP model and TrainerState token counting are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and a general tokenization-version-change report are not the same underlying issue." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading MobileLLM-125M is not the same as init_empty_weights rejecting _is_hf_initialized." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken construction error and a specific tokenizer load failure for EMBEDDIA/est-roberta are too different to merge." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import prerequisite error and LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 device-map cuda assert and Qwen3OmniMoe video-input ValueError are different failures." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen video-input regression in v5.3.0; 45381 is a narrower manifestation of the broader bug described in 44479." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input failures in Qwen-family models, but the models, errors, and likely code paths differ." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Similar domain, but 43540 is a different model-specific video processing error than the broader Qwen VL video regression in 44479." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 failure and FSDP CPU RAM-efficient loading are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging and a model-loading complaint about cjvt/sleng-bert are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all items are issues, and the only clearly supported same-bug pair is issue:44479 with issue:45381. The other soft-edge rejections are conservative and appropriately avoid merging different models/code paths. No PR pair concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 21, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "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:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45488", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45907", + "issue:45920", + "issue:45987", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:24643|issue:29159", + "issue:38175|issue:44898", + "issue:44291|issue:44821", + "issue:44987|issue:45907", + "issue:43493|issue:43994", + "issue:44737|issue:46463", + "issue:44568|issue:45488", + "issue:27957|issue:28282", + "issue:43577|issue:45072", + "issue:34567|issue:36331", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43906|issue:46468", + "issue:44737|issue:45588", + "issue:44568|issue:46491", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:43404|issue:45987", + "issue:43526|issue:45479", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43452|issue:44488", + "issue:43906|issue:45381", + "issue:45357|issue:45920" + ], + "prepared_review_unit_hash": "311834ef6f13474bb8f7f1c7bf9039e9048ebb3ed64a89db14071a9b52aa6906", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36509, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; most pairs are clearly unrelated. The only plausible duplicate subgroups are SigLIP2 output-regression reports and Qwen2.5-VL position-id / RoPE-index bugs.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45920 is the broadest, most representative regression report in the set: it describes a cross-model AutoTokenizer token-ID bug affecting several families, which makes it the best canonical issue candidate overall.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest overall tracker candidate because it is broad, high-impact, and framed as a multi-model regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Different layers of the stack: DeepSpeed training weight-shape error vs tokenizer fast/slow inconsistency." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Same general vision area, but different models and failures: SigLIP2 zero probabilities vs Perceiver non-default-resolution handling." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated loading problems: init_empty_weights/_is_hf_initialized argument handling vs AutoImageProcessor-from-URL support." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different code paths: model loading regression vs hub utility forwarding the revision argument." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 regression reports pointing to the same underlying HF-vs-reference implementation problem and could be fixed by one model-level change." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Different models and bugs: XLNet CPU-side arange/device placement vs T5 decoder-input validation messaging." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer families and different failures." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Completely different issues: XLM-RoBERTa Flash Attention support vs missing PyTorch import detection." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they involve different models and distinct inference paths." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer-state bookkeeping bug vs custom compute_loss signature regression; not the same underlying defect." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and failures: DeepSpeed weight conversion vs SmolLM3 RoPE-layer dropping." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken keyword collision and the other is a Mistral regex patch crash." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and symptoms; too broad to treat as the same bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated subsystems: image processor torchvision dependency vs Mistral tokenizer regex patching." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures: MobileLLM key lookup vs Float8 storage deserialization." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Only weakly related by being reproduction/example reports; the underlying bugs are not shown to match." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: XLNet positional encoding device placement vs flash-attention sink-less-model crash." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is a CodeLlama round-trip spacing issue." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen/SmolLM3 issues with unrelated symptoms and fixes." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE/positioning, but they are different model families and different failure modes." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Distinct bugs: Mistral3 weight tying vs StaticCache sequence-length return type." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different processors/models and different bugs: BEiT fast processor label reduction vs sequence-classification zero-loss degeneracy." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 PLE device mismatch is unrelated to T5 decoder-input validation." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency-version bump issue; the other is stale auto_mappings references breaking CI." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but one is gguf_file handling and the other is a specific model load regression; not the same root cause." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Different issues despite both being on Qwen models; the reported failures and likely fixes do not match." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different subsystems: Qwen3.5 save_pretrained key serialization vs tokenizer token-ID regression across models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The overall clustering summary is grounded: most pairs are reasonably rejected, and the lone accepted SigLIP2 pair is conservative. Issue 45920 is a defensible canonical tracker candidate from the packet. Minor caveat: the Qwen2.5-VL subgroup claim should stay tentative, since the packet only shows title-level similarity rather than an accepted duplicate edge." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 22, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "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:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44625", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491" + ], + "soft_pairs": [ + "issue:44625|issue:44877", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:24643|issue:29127", + "issue:45200|issue:46463", + "issue:41762|issue:44936", + "issue:28282|issue:32090", + "issue:44493|issue:46050", + "issue:28282|issue:33357", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43688|issue:43749", + "issue:43653|issue:44361", + "issue:45372|issue:46170", + "issue:45542|issue:46178", + "issue:43452|issue:43577", + "issue:44514|issue:45381", + "issue:42898|issue:46491", + "issue:43295|issue:45356", + "issue:43531|issue:43742" + ], + "prepared_review_unit_hash": "1b1802ac091dcae96c7bc6af60a1ed53b89dc2f12c8239a9135d3e7827a83601", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35299, + "estimated_input_tokens": 8825, + "estimated_eval_tokens": 17906 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of mostly unrelated model-loading, tokenizer, config, and training regressions. There is only mild overlap around tied-weights/config-serialization issues; the rest are clearly distinct bugs.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45005 is the broadest representative of the only somewhat overlapping theme in the cluster (tied-weights behavior in v5).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the best anchor because it is the most general and central tied-weights regression report among the issues here, though the cluster overall is not a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different model/config problems: Qwen3.5 num_labels propagation vs strict loading of granite_speech config." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve rope/config handling, but one is silent rotary_pct reset on reload and the other is a TypeError in rope validation." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated failures: BitNet packed-weight loading vs Perceiver image classification with interpolation." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but they affect different models and different code paths (RTDetrV2 outputs vs Qwen3.5 save_pretrained checkpointing)." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config field loss, but one is generic AutoConfig remote-code loading and the other is a specific Qwen3_5MoeVisionConfig field dropped by @strict." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Different errors and subsystems: DeepSpeed weight shape failure vs LayoutLMv3 box-information message clarity." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 text-only fine-tuning defaults and T5 decoder-input validation are unrelated bugs." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 DeepSpeed ZeRO-3 loading crash is not the same as trainer.evaluate() failing after train." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "One is missing PyTorch at import time; the other is a Trainer broadcast TypeError on NoneType." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Generic unexpected position-id keys do not match the sinq quantization save/load failure." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError about missing PyTorch and MacOS bus error on CLIP are clearly different failures." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but the symptoms differ enough that they could be separate serialization/loading bugs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "AutoTokenizer/AutoModel gguf_file breakage is different from an offline-mode failure in mistral regex patching." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/forward mismatch and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure and Gemma4 device_map='auto' forward device mismatch are different code paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as a processor.tokenizer regression with image passing." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer-specific loading failures with no clear shared underlying bug." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode behavior is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import failure from mistral_common is unrelated to Windows ROCm torch.distributed import/type errors." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-dependency problems, but tensorboard/TensorFlow and tensorflow_text are different failure points." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but batched chat template padding and video vision_position_ids are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer cleanup behavior and CodeLlama leading-space round-trip regression are only loosely related and not clearly the same defect." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "These are different tokenizer regressions affecting different models and different root causes." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and a key error loading MobileLLM-125M are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 23, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46402", + "issue:46612" + ], + "soft_pairs": [ + "issue:44484|issue:44704", + "issue:43577|issue:43697", + "issue:43646|issue:43749", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:43756|issue:46402", + "issue:43550|issue:43927", + "issue:43688|issue:45440", + "issue:44734|issue:46612", + "issue:44479|issue:44625", + "issue:43688|issue:45701", + "issue:43550|issue:44361", + "issue:45491|issue:46002", + "issue:44464|issue:44977", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:32090|issue:33666", + "issue:44514|issue:45290", + "issue:44466|issue:46050", + "issue:43643|issue:44561", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43720|issue:43927", + "issue:43262|issue:43295" + ], + "prepared_review_unit_hash": "483b3f5987788a239a3af1813130848476102fd8cefff3ec7f13073fc2c78a35", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37157, + "estimated_input_tokens": 9290, + "estimated_eval_tokens": 18836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated regressions across tokenization, loading, generation, and model-specific bugs. I found no soft pair that clearly looks like the same underlying issue or fix, so all candidate duplicate links should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "There isn\u2019t a single coherent duplicate center in this set; the items span many distinct code paths and model families, so no issue cleanly serves as the canonical merge target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the broadest representative of the few tokenizer/regression-style items, but it is still not a true umbrella for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about max shard sizing in save_pretrained; the other is about AutoProcessor not forwarding kwargs to cached_file. Different failure modes and code paths." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output drift are unrelated bugs in different model stacks." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage in v5 is not the same as FSDP CPU RAM efficient loading breaking." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer special tokens, but they affect different tokenizers and different semantics (mask token registration vs BOS/EOS insertion)." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and recurrent-state reset with cache are separate generation bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline-mode model_info call in a regex patch is a different tokenizer-loading regression than EMBEDDIA/est-roberta failing on v5." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a MacOS bus error with a CLIP model are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux loss normalization in MoE models is unrelated to a T5 memory leak from apex RMSNorm." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Missing BigBirdTokenizer special-token registration is not the same as DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and Sam3Model text encoder weights not loading are different model-loading/config issues." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig token ID persistence." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization in OLMoE/GPT Oss is not the same as divergence from remote DeepSeekV3 implementation." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Serve API KV-cache indexing crash and beam-search cache reorder skipping are distinct generation bugs." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "A video-input regression in Qwen VL models is unrelated to num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and a broad tokenization change report do not describe the same bug or fix." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA failure and MLukeTokenizer AttributeError are different problems." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaNs from sliding-window attention are unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked generation inconsistency and Qwen3.5 flash-attention output issues are separate regressions." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error on load and AutoImageProcessor URL loading failure are different loading paths." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to compiled-forward chunked generation." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType GPU broadcast error and Qwen2-VL multi-GPU training are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is batched padding behavior and the other is assistant tool-call content handling." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization inconsistency by device is different from sinq quantized save/load breakage." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code and removal of is_torch_fx_available are separate v5 breakages." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading failure is unrelated to Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field model loading failure and BitNet packed-weight unpacking failure are different load-time bugs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and MPS attention correctness with mismatched head dims are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading and OmDet-Turbo processor image-size mismatch are different processor/model issues." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to DiaConfig custom token ID persistence." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor chat-template sampling rate defaulting and processor.tokenizer/image passing regression are different processor bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 24, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489" + ], + "soft_pairs": [ + "issue:33666|issue:36331", + "issue:43606|issue:43927", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:43525|issue:43572", + "issue:43452|issue:44451", + "issue:43720|issue:44361", + "issue:43278|issue:43688", + "issue:45823|issue:46050", + "issue:43994|issue:46192", + "issue:43493|issue:43825", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:44625|issue:45584", + "issue:28218|issue:33357", + "issue:44849|issue:46209", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:44849|issue:45357", + "issue:44589|issue:45520", + "issue:44488|issue:44843", + "issue:33357|issue:33666", + "issue:43540|issue:44977", + "issue:44568|issue:46489", + "issue:43257|issue:43299", + "issue:43278|issue:43701", + "issue:43927|issue:44361", + "issue:43334|issue:43572", + "issue:44568|issue:45812", + "issue:43575|issue:45405" + ], + "prepared_review_unit_hash": "d8130f3b6283369e46af2ab245f1d51901f2c98a676938de80633786ff1fd6a8", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37300, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a lexical grab-bag of unrelated Transformers issues: tokenizer regressions, model-loading failures, config attribute gaps, training/runtime bugs, and CI/environment problems. The soft edges share broad vocabulary or model families, but not the same concrete bug or code path, so none should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster, because the items are heterogeneous and do not share one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "If one representative must be chosen, issue 45812 is the broadest and most user-impacting tokenizer regression, but it still does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different bugs: Qwen2-VL multi-GPU training vs a CustomTrainer compute_loss signature error." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated failures: CPU offload device mismatch vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue vs importing Trainer being blocked by datasets installation." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different runtime problems: Qwen3.5 flash-attention generation vs FP8 inference on B200." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token fields, but they affect different config classes/models and likely different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "GGUF loading regression is not the same as a specific model failing to load (ScandiBERT)." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight unpacking under accelerate is unrelated to MLukeTokenizer AttributeError failures." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mismatch forward bug and sinq quantized save/load corruption are different defects." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs are not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Model implementation mismatch vs an error-message regression in pipeline() are different issues." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs example errors do not match the underlying SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading failure and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are different bugs." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and a MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference on B200." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 docs-example mistakes and a processor.tokenizer regression are different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs ZeRO-3 gradient blow-up are not the same defect." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype change in eval is unrelated to abnormal gradient growth under HfDeepSpeedConfig." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to device-dependent lm_head serialization behavior." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is not the same as incorrect visual-encoder keys in save_pretrained." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import KeyError are different environment/runtime issues." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A model-loading failure is not the same as AutoTokenizer calling model_info() offline." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and different concrete tokenization paths." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MOE, but one is accelerate/deepspeed weight conversion and the other is model loading in dev." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Shared pad-token symptom, but different model families and different missing attributes; not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to an unreleased PEFT version requirement." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 25, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46285", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:44792|issue:45405", + "issue:43572|issue:44291", + "issue:43606|issue:44112", + "issue:44464|issue:46424", + "issue:45200|issue:45229", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:45229|issue:45823", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:43065|issue:46369", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:28218|issue:34567", + "issue:15354|issue:38175", + "issue:45406|issue:46121", + "issue:43493|issue:43701" + ], + "prepared_review_unit_hash": "0d7293cd714c8363f54078bd391fcecdffcb233109cf267455b1ab6d80c06f4b", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "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 set is a heterogeneous mix of unrelated transformer/model bugs. The soft-similarity pairs are mostly false positives from shared generic terms (e.g. loading, tokenizer, device, cache, attention) rather than the same underlying defect, so no duplicate cluster should be merged here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Different failures: missing `pad_token_id` in Qwen3-VL config vs `from_config` not unwrapping `text_config` for Qwen 3.5/3.6 multimodal configs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Unrelated bugs: BEiT legacy-field model loading vs bark-small CPU offload device mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Both are import/loading-type errors, but the concrete causes differ: missing Qwen2.5-VL import vs missing Float8 storage type." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image generation test failure is unrelated to a PEFT version pin bump." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both mention config/init issues, but one is missing `pad_token_idx` in StableLmConfig and the other is an unexpected `_is_hf_initialized` arg with `init_empty_weights`." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-related, but one is a real CPU offload mismatch and the other is a stale test override in GraniteSpeech." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as `max_cache_length` only applying to Quantized Cache." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma 4 text-only fine-tuning token ids defaulting issue is distinct from multi-GPU inference CUDA OOM." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "`UNEXPECTED Key with position id` is a state/key mismatch bug, not CLIP text model structure divergence." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy field loading failure does not match BigBirdTokenizer mask token registration / empty decode behavior." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma 4-related, but one is generic multi-GPU OOM while the other is a PLE device mismatch with `device_map=\\\"auto\\\"`." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled forward output drift is unrelated to Whisper empty-transcription failure after `align_special_tokens`." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs and position-id key warnings are different model-path defects." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading behavior and sinq save/load breakage are separate issues." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is unrelated to sinq quantization save/load corruption." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job reporting on failed training are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed ZeRO-3 gradient growth is unrelated to Phi-4-multimodal model loading failure." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy `nn.Conv2d` in Sam3PixelDecoder is unrelated to memory overflow in sam3-litetext." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as `_gpu_broadcast_one` rejecting `NoneType`." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning and GPT-oss CUDA OOM are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error is unrelated to a Python 3.13 `flash_attn` import key error." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both crash in serving, but one is multimodal continuous-batching `str.to()` misuse and the other is KV-cache continuation tensor indexing." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness when value head dim differs from query is unrelated to a PyTorch version check for AuxRequest import." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer extra-space bug and TrainerState token counter not updating are different subsystems and symptoms." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript `GeneratorExp` export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor missing `_tokenizer` and rope validation failing on JSON-loaded list are unrelated implementation bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as `resume_from_checkpoint` key mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 26, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:43540|issue:45200", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:44186|issue:46192", + "issue:45200|issue:45823", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43232|issue:44849", + "issue:43295|issue:43873", + "issue:44521|issue:45290", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:39692|issue:46192", + "issue:43572|issue:43957", + "issue:43550|issue:43844", + "issue:37428|issue:43824", + "issue:44554|issue:45356", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:42490|issue:43493", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:43334|issue:43525", + "issue:43452|issue:46512", + "issue:42915|issue:43824", + "issue:28218|issue:35141" + ], + "prepared_review_unit_hash": "41e4ff846fb499017c5ce1180c892aae539001f4ef19e94ecea30dbd7ef960a0", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37048, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, model-loading, multimodal processor, config, and backend/regression issues. None of the soft-similarity pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items span different models and failure modes rather than one duplicated bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the broadest, highest-signal regression in the set and overlaps most with the multimodal processor/tokenizer complaints, but it still is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and different failures: video processing error vs Gemma4 mm_token_type_ids handling." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing helper versus a meta-device loading regression; same general area but not the same bug." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different subsystems: dtype mismatch in inference vs save_pretrained/tokenization failure for Wav2Vec2." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both touch multimodal processing, but one is a processor.tokenizer regression and the other is batched video shape handling." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer API bugs, but one is NER padding/truncation crashes and the other silently ignores return_tensors with text_kwargs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is a text-finetuning input-ids default issue and the other is a device-map forward mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device placement bug versus kwargs precedence bug; unrelated code paths." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal bugs: processor/tokenizer image passing regression vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs propagation after sync_gpus is unrelated to the Qwen3.5 hidden-states bug." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to offloading/quantization behavior." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but all-zero assistant masks and tool-call crashes are different failures." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading a specific model path in transformers>=5.1.0." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different import backends: flash_attn registry issue versus tensorflow_text backend mapping." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to return_tensors being ignored." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config attribute regression versus meta-loading regression; not the same root cause." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure is a different runtime issue from DeepSpeed ZeRO-3 gradient growth." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols and modules." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness bug is unrelated to the Kimi tokenizer regression." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Wrong vision_position_ids for Qwen2.5-VL video input is unrelated to FP8 inference failure on B200." + }, + { + "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:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution failure and RT-DETR memory cleanup are different bugs." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text model structural inconsistency." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one reports zero probabilities and the other a HF-vs-JAX implementation mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token decode bug and GraniteSpeech CI device override failure are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id AttributeErrors, but in different config classes/models and likely distinct omissions." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure is unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FP8 config failure for Qwen3Moe is unrelated to the Qwen2_5_VL import error." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space behavior and embedding reinitialization after resize are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 27, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46402", + "issue:46512" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:43262|issue:43450", + "issue:43526|issue:46192", + "issue:43824|issue:43975", + "issue:45200|issue:45325", + "issue:43388|issue:43526", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:38175|issue:45412", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:44857|issue:45593", + "issue:43819|issue:45083", + "issue:43335|issue:43550", + "issue:45520|issue:46170", + "issue:37428|issue:43425", + "issue:45759|issue:46512", + "issue:43606|issue:45083", + "issue:43611|issue:46402", + "issue:29942|issue:32090", + "issue:44514|issue:44521", + "issue:43335|issue:43653", + "issue:43550|issue:44112" + ], + "prepared_review_unit_hash": "c9ad9492e1d47a75783ed305bf42777b850f70d9df7f088d252aa7d675a72981", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs are only loosely related by broad Transformers subsystems or v5 regressions, not the same underlying bug. The closest recurring subtheme is multimodal/processor chat-template behavior, but even there the reports describe different failure modes.", + "confidence": 0.26, + "canonical_issue_reason": "No single canonical duplicate family is clear from this set. If one anchor is needed, issue 44521 is the closest because it is the broadest and most discussed multimodal `apply_chat_template` regression among the related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best representative of the main actionable subtheme (multimodal chat-template bugs) and has the most discussion/inbound references among the near-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: dtype drift in eval vs Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor bugs, but one is audio sampling-rate defaulting and the other is batched video shape handling." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Unrelated failures: label reduction in BeitImageProcessorFast vs `return_tensors` being ignored with explicit `text_kwargs`." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different areas: import error for Qwen2.5-VL class vs DeepSeek detokenization regression." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both concern multimodal inputs, but one is missing/default `mm_token_type_ids` and the other is RoPE temporal scaling for still images." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different code paths: metric gathering drops tuple labels vs image processor label reduction behavior." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different model families and symptoms: tokenizer load failure vs save/tokenization failure in Wav2Vec2." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Both touch generation tests, but one is a Janus image-generation failure and the other is a stale warning in paged generation." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different problems: DAC latent/forward mismatch vs GraniteSpeech CI stale device override test." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different model behaviors: SigLIP zero probabilities vs RT-DETR memory not released on deletion." + }, + { + "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:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different components: OmDet-Turbo processor output size mismatch vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are import-utils breakages, but they involve different missing/removed symbols and different downstream code." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Different docs regressions: pipeline removals in summarization/translation docs vs `return_all_scores` wording in text classification docs." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different issues: `from_config` not unwrapping `text_config` vs structural inconsistency between CLIP text models." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different regressions: LasrFeatureExtractor unsupported arg vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: AMP float16 crash in LwDetrImageLoss vs D-FINE not using auxiliary losses when denoising is off." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different computations: DAC latent mismatch vs helper length calculation in qwen3_omni_moe." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failures: SwitchTransformers sparse-layer creation bug vs Bamba torch.compile SDPA issue." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different dependency/import failures: Python 3.13 flash-attn key error vs Windows AMD ROCm `torch.distributed` import/type issue." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different breakages: missing flash-support import vs general Torch 2.10 incompatibility." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both involve `from_config`, but one is about unwrapping composite multimodal configs and the other about stale `config.dtype` after building weights." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: device mismatch during CPU offload vs feature-extract output length helper behavior." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Different loading problems: base_model_prefix breakage vs Sam3 text encoder weights not loaded." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated issues: Flash Attention 2 test failures vs Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are multimodal chat-template bugs, but one crashes on batched input with `padding=False` while the other returns all-zero assistant masks." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Completely different areas: SwitchTransformers sparse-layer bug vs BigBirdTokenizer special-token registration/decode issue." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different runtime bugs: torch.compile SDPA failure vs stale GraniteSpeech device-override test." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 28, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:45290|issue:46326", + "issue:44448|issue:44743", + "issue:46431|issue:46566", + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:37428|issue:44351", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:45200|issue:45588", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:45127|issue:45245", + "issue:45588|issue:45859", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:43335|issue:44112", + "issue:44206|issue:45823", + "issue:43335|issue:45593", + "issue:26413|issue:31501", + "issue:34689|issue:35141", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:43606|issue:44857", + "issue:45459|issue:46234", + "issue:42490|issue:43854", + "issue:44448|issue:44779", + "issue:44857|issue:45072", + "issue:28218|issue:32090", + "issue:44360|issue:44561", + "issue:45290|issue:45381" + ], + "prepared_review_unit_hash": "cd3bb0e5e68cc2322dbe501383683c2ce6e93bbd8a97f3e9c0287a855b766c29", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36977, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 + }, + "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. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` failure (issues 45310 and 45478).", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45310 is the best canonical anchor because 45478 has the exact same title and appears to be the later duplicate report for the same Qwen3.5 MoE `from_pretrained` regression.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the strongest issue to keep as the representative because it is the earlier report of the only true duplicate pair and is clearly scoped to a concrete model-loading failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template/tokenizer-related, but they describe different failures and different code paths." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and different bugs: Pegasus output drift vs Qwen3 recurrent-state reset." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Unrelated issues: missing chat template vs DiffusionGemma weights staying on meta device." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems and symptoms: import/parsing failure vs feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both are model/config bugs, but they concern different architectures and different failure modes." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and unrelated breakages." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different problem areas: dtype drift in eval vs a misleading pipeline error message." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error clarity and Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma token-type defaults and flash-attention aux handling are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "No shared underlying bug; config construction issue vs feature-length helper behavior." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet accelerate-loading failure and GraniteSpeech CI test flakiness are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category cardinality limits are different issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch offload/dtype-ish areas, but they are different concrete failures in different modules." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC STE mismatch and position-id key warnings are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors and Beit image processor label reduction are different problems." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different models and different failure modes; not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Feature extractor regression and Gemma4 device-mapping mismatch are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Training resume iterator failure and FineWeb training not starting are too different to be the same bug." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading breakage and embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same Qwen3.5 MoE `from_pretrained` error; clear duplicate." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation example failures and unexpected position-id keys are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Both mention runtime device/precision issues, but they affect different models and code paths." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and missing import_utils symbol are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash test loading failure are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they concern different models and likely different root causes." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different models and different dtype failures; not the same underlying bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation discussion and trust_remote_code compatibility break are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only exact duplicate in the packet is 45310/45478 (same title, same Qwen3.5 MoE `from_pretrained` failure), and the other soft-edge rejections are conservative given the distinct titles/models/symptoms." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45229", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:38175|issue:44493", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:40444|issue:43526", + "issue:42490|issue:43575", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:44977|issue:45229", + "issue:44855|issue:46399", + "issue:27957|issue:34689", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:43927|issue:45698", + "issue:44857|issue:45588", + "issue:37428|issue:44987", + "issue:43746|issue:46209", + "issue:43278|issue:43381", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:41720|issue:45229", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:45588|issue:45823", + "issue:43976|issue:45440", + "issue:44568|issue:45491", + "issue:43412|issue:45588" + ], + "prepared_review_unit_hash": "33f6230381d7fec6b64b6c06294f3020867cad379be12de6d23fd2fd8350347d", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36523, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformers issue reports (tokenizers, flash-attn, training, quantization, device mapping, serialization). I don\u2019t see a true duplicate core; the soft pairs are mostly superficial similarity matches.", + "confidence": 0.87, + "canonical_issue_reason": "No single issue is a strong canonical duplicate for the whole cluster because the items span unrelated bugs. If one representative issue must be chosen, issue:45920 is the broadest active regression with the widest apparent impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45920 is the best representative issue here: it is broad, affects multiple model families, and has the strongest evidence of ongoing user impact among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and likely different code paths: SigLIP2 zero probabilities vs position-id key warnings." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and a MacOS bus error on a CLIP model are unrelated failures." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is not the same bug as BEiT fast processor label reduction." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM on Qwen2-57B are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as token-embedding reinitialization in post_init." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length logic." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both touch tokenizer APIs, but one is a broad wrong-token-ID regression and the other is a parameter-handling bug." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator/script parsing, but the concrete failures and affected code paths differ." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta flash-attn support and Llama 3.2 model-loading breakage are not the same issue." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to the multimodal token-count helper bug." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load bugs, but one loses custom token IDs and the other loads the wrong custom module; different root causes." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None crash are different failures." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "The exact missing flash-attention import is plausible, but 44987 is only a generic model-loading failure and not clearly the same concrete bug." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local-checkpoint loading and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval/training dtype drift and checkpointing-in-eval-mode are unrelated problems." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regressions are different v5 breakages." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and Gemma4 multi-GPU CUDA OOM are not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and plain CUDA OOM are different failure modes and likely different causes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error and deepspeed Adafactor OOM are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is generation output drift and the other is device-dependent serialization of lm_head.weight." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch are different code paths and symptoms." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility breakage and DeepseekV3MoE divergence from remote implementation are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are different bugs." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failures and flash_attention.py attribute errors are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 30, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:44977|issue:45563", + "issue:42490|issue:43873", + "issue:45372|issue:45588", + "issue:45198|issue:45803", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43278|issue:43575", + "issue:43653|issue:44743", + "issue:45372|issue:45406", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:43381|issue:43701", + "issue:44206|issue:44479", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:44186|issue:45198", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:29942|issue:30064", + "issue:45459|issue:45712", + "issue:45412|issue:46369", + "issue:45245|issue:45563", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43994|issue:45412", + "issue:45372|issue:45459", + "issue:44265|issue:45198", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "5354ff0532516db01401344ccdf1a7d1aaa673fe12034f6526906e0b10547641", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36691, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose mix of unrelated Transformers bugs; none of the soft pairs look like true duplicates. Most pairs share only a broad subsystem (tokenizers, loading, vision, attention, quantization) but not the same concrete failure path.", + "confidence": 0.19, + "canonical_issue_reason": "issue:44462 is the broadest and most reusable tokenizer-loading report in the set, with inbound references and a clear, user-facing failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the best representative umbrella ticket for the cluster\u2019s recurring tokenizer/model-loading regressions, even though the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Both involve generation/attention behavior, but one is a flash-attention regression and the other is a stale warning; different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning and quantization offloading are unrelated failure modes." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure vs flash_attention crash on sink-less models; same area, not the same bug." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "One is Wav2Vec2 save/tokenization failure, the other is a broad exception-handling bug in Fuyu preprocessing." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both touch multimodal models, but MacOS CLIP bus error and SigLIP2 doc-example mistakes are different issues." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMV3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Training/eval dtype drift is not the same as Qwen2 tensor-parallel OOM." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both mention Gemma 4 processor loading, but the concrete failures differ: import error vs missing _tokenizer attribute in serve." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base_model_prefix loading regression is unrelated to rope-validation list type handling." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS config mismatch is not the same as flash-attention generation failure." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-path issues." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in a feature extractor is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization failure are distinct tokenizer/model issues." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config load failure and quantized model saving failure are separate quantization bugs." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure do not match." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy module cleanup and SigLIP2 bad outputs are different problems." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash-attention test failures and void segmentation-map processing are separate issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking and leftover dummy classes are unrelated cleanup/handling bugs." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory leak and SAM3 memory overflow are different model-memory issues." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and a stale warning in paged generate() are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model-implementation regressions." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are unrelated model issues." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure is not the same as protobuf-related tokenizer exception masking." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and Wav2Vec2 save/tokenization failure are different code paths." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Flash Attention 2 test failures are related only by keyword, not by the same bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMV3 error clarity and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are both tokenizer-related but distinct failures." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are separate model-architecture bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are unrelated tokenizer vs attention numerical bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 31, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "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:43701", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399" + ], + "soft_pairs": [ + "issue:43526|issue:45834", + "issue:43575|issue:43701", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:43994|issue:46369", + "issue:43575|issue:44387", + "issue:43526|issue:44186", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43824|issue:44279", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:27957|issue:29127", + "issue:43761|issue:45859", + "issue:27957|issue:33290", + "issue:33290|issue:34689", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:45588|issue:45600", + "issue:33290|issue:35141", + "issue:43646|issue:44077", + "issue:44464|issue:45491", + "issue:43381|issue:43873", + "issue:33290|issue:34567", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43316|issue:43525" + ], + "prepared_review_unit_hash": "d579b316ca51f9e9727958108c653f57ac84dfa10c20e2ef21a6df3f4c75dc52", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36824, + "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 heterogeneous: the issues span unrelated bugs in model loading, tokenizers/processors, memory/OOM, config APIs, quantization, and training behavior. None of the soft-similarity pairs looks like the same underlying bug/change, so no duplicate merges should be made.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a good canonical representative because the cluster contains many different root causes across unrelated components and models.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is suitable as a global best representative; the pairwise similarities are mostly superficial (shared model family or generic failure symptoms) rather than the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different problems: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR memory overflow." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Both are failures, but one is TP/OOM loading and the other is a checkpoint key mismatch during resume." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated: LayoutLMv3 error-message clarity vs token-embedding resize/post_init reinitialization." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Different areas and symptoms: local path import warning vs gradient checkpointing in eval mode." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 bad outputs vs Sam3LiteText memory overflow." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is TP loading of a Qwen model and the other is int4 quantization memory regression." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/image-processor bugs with different code paths and symptoms." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated: tokenizer loading failure vs dtype mismatch in inference." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen variants and failures: FineGrainedFP8Config vs weight-shape mismatch on VL model loading." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a specific class is not the same as a broad dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different components: image processor label handling vs loss crash under float16 AMP." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3-VL config attribute bug vs sliding-window behavior in Qwen3-MoE." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both touch Qwen3.5/RoPE areas, but one is a helper TypeError on JSON-loaded lists and the other is a kernel registration decorator issue." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Different models and bugs: Flash Attention 2 support vs LayoutLMv3 error messaging." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different issues: CLIPVision hidden-states regression vs CPU offload incompatibility in Qwen3_5Moe rotary embedding." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "No overlap beyond being transformer issues; Flash Attention 2 support is unrelated to deepspeed Adafactor OOM." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Different problems: optimizer memory blow-up vs model loading breakage for a specific vision model." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is an unsupported center argument crash." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: FlashAttention generation bug vs categorical cardinality limit runtime error." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Different code paths: flash_attention sinkless-model crash vs stale auto_mappings references to removed configs." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in training is unrelated to embedding reinitialization on resize." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both mention initialization/post_init, but one is a generic Transformers 5 regression and the other is a model-specific rule for patchtsmixer." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different bugs: compiled-forward chunked generation inconsistency vs Gemma3 mixed-length NaN embeddings." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM from Adafactor/deepspeed is unrelated to TrainerState token counters not updating." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: recurrent state reset in Qwen3.5 MoE vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different loading/inference bugs: tokenizer class loading vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions in v5, but they are different concrete failures with different causes." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "No shared bug: path import warnings vs recurrent state reset in cache handling." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Different issues: unsafe sys.modules access vs DeepseekV3 implementation divergence." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different config API mismatches for different models; 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": 21, + "review_unit_index": 32, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:42175", + "issue:42617", + "issue:42796", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43723|issue:45479", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43761|issue:44188", + "issue:44987|issue:46178", + "issue:43873|issue:44871", + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:43749|issue:43931", + "issue:44442|issue:45803", + "issue:43316|issue:45759", + "issue:44855|issue:45137", + "issue:42907|issue:45698", + "issue:43643|issue:44913", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:44464|issue:46421", + "issue:42796|issue:45290", + "issue:42617|issue:43575", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43550|issue:43701", + "issue:43575|issue:43742" + ], + "prepared_review_unit_hash": "2e50b6e2dbe2744643549d0f43956415eef01d2ca8a36cbc47138ab6d057c881", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35967, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes tokenizer, loading, config, generation, compilation, docs, and backend/dependency issues. None of the soft pairs look like the same underlying bug or change, so there is no clear canonical duplicate issue/PR here.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different failure modes: BitNet packed-weight loading vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "One is backend/package installation for TensorFlow, the other is a missing import_utils availability flag." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer loading in v5 and degenerate zero-loss classification are unrelated code paths." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenization AddedToken argument conflict is not the same as list_repo_files failing to forward revision." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden_states regression in CLIPVisionModel and ModelOutput key assignment bugs are different issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTST post_init validation and Qwen video-input regression are separate model-specific bugs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to docs still mentioning pipeline() after v5 removals." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel output regression and torch.compile attention-kernel divergence are distinct problems." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific model fails for different reasons than the tensorflow_text backend mapping error." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as inconsistent eos_token_id configuration." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and gather_for_metrics tuple truncation are unrelated training/runtime bugs." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model weight-shape mismatch on load and incorrect save_pretrained output are different ends of the lifecycle." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and a specific Qwen3-VL weight mismatch are not the same underlying bug." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except in Fuyu tensor conversion are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Qwen composite config unwrapping are different config-handling bugs." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing/torch.jit script failure is unrelated to a DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load flows, but dequantized-save failure and wrong custom-module loading are not the same defect." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code and rotary_pct resetting on reload are different config serialization issues." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch and PPDocLayoutV3 CPU/CUDA result drift are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script and unrecognized model config loading are different failures." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and chunked-prefill recompilation are not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Tokenizer BPE marker handling and chat-template crashes on tool-call messages are separate tokenizer/chat-template issues." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A script runtime problem and a model-parallel OOM during Qwen2-57B loading are not duplicates." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Top_k nested-list output in pipelines and a PyTorch missing ImportError are unrelated." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing utility export and kernels v0.15 requiring version/revision are different import/dependency problems." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM when loading a large Qwen model and a key error loading MobileLLM are different loading failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 33, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45584", + "issue:45632", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:27957|issue:32090", + "issue:43295|issue:43825", + "issue:43606|issue:43701", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:44077|issue:44534", + "issue:42175|issue:43316", + "issue:45803|issue:46365", + "issue:44610|issue:46369", + "issue:45632|issue:46424", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43065|issue:44617", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:43452|issue:44496", + "issue:41950|issue:43475", + "issue:43540|issue:44514", + "issue:43650|issue:46202", + "issue:43404|issue:43441", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:43388|issue:43688", + "issue:45127|issue:45200" + ], + "prepared_review_unit_hash": "0b98a15e24ea9710687044d9cba6c6ca7b16d7cfc23ca61dd1e147e2f415bf75", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34765, + "estimated_input_tokens": 8692, + "estimated_eval_tokens": 17640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial similarity matches across unrelated bugs, regressions, config issues, and model-specific failures. None look like the same underlying issue or change, so no duplicate merges are warranted.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: FlashAttention support for XLM-Roberta vs Trainer distributed broadcast TypeError." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "One is a processor/tokenizer regression; the other is an incorrect pipeline error message about translation tasks." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for a model vs a resume_from_checkpoint key mismatch in training state." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Unrelated topics: model_max_length behavior for DeBERTa-V3 vs missing transformers.onnx import." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and a Gemma eos_token_id config inconsistency are different bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config issue is distinct from Whisper empty-transcription generation failure." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy in patchtsmixer is not the same as non-persistent buffer initialization corruption." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend packaging/install issue is unrelated to a Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import failure caused by datasets interaction." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Input-size mismatch in OmDet-Turbo is not the same as SAM3-LiteText memory overflow." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Trust-remote-code cache path collision is unrelated to max_cache_length being ignored outside quantized cache." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in v5 is different from GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to quantized model save/load breakage." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is a model implementation detail, not the SAM3 video OOM problem." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure are unrelated model-specific bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Exception handling bug in Fuyu conversion is unrelated to Windows/ROCm import errors." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file pretraining/auto-model loading breakage is different from an unrecognized model config error." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection issue is unrelated to missing fpn_position_embeddings in Sam3 output." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen2_5_VL batched apply_chat_template crash are different code paths." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Nonspecific data request is unrelated to Gemma pipeline roundtrip failure on the underscore character." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Tied lm_head weights in Mistral3ForConditionalGeneration is a different bug from FlashAttention failure in Ministral-3." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are separate issues." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to backend mapping errors for tensorflow_text." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics batch truncation and auxiliary-loss normalization are distinct training bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge/vocab extension collapse is unrelated to Gemma 4 mm_token_type_ids defaulting." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 34, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46234", + "issue:46369", + "issue:46421", + "issue:46617" + ], + "soft_pairs": [ + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:43673|issue:44743", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:44617|issue:45584", + "issue:44734|issue:45406", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:45632|issue:46617", + "issue:43931|issue:44060", + "issue:45381|issue:46369", + "issue:44855|issue:45588", + "issue:43761|issue:44242", + "issue:43673|issue:46421", + "issue:45563|issue:45584", + "issue:43827|issue:43994", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43644|issue:44913", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:43550|issue:44190", + "issue:43335|issue:44855", + "issue:44617|issue:46369", + "issue:44464|issue:45563" + ], + "prepared_review_unit_hash": "d088a25a461d167196e153557b14fc696986dcbaf3b48aa1853ac49bedc06db7", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: the suggested pairs mostly share only broad themes (loading, cache, generation, multimodal models) but not the same concrete bug. I rejected all soft edges and found no clear canonical issue/PR for the whole set.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated backend-environment warning vs missing import-utils symbol; no shared code-path bug." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve model loading, but one is a legacy field preset issue and the other is save/load picking the wrong custom module." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache and the other is recurrent state reset in modular Qwen3.5 code." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different models and failures: missing pad_token_id vs sliding_window behavior." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation-related, but one is a janus test failure and the other is a Qwen3.5 flash-attention bug." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "No same underlying bug; janus image-generation test failure vs stale auto_mappings reference." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "OOM in Sam3Video is unrelated to Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are different bugs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoXConfig reload regression are separate state/config issues." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure and Phi-4 multimodal model loading error are unrelated." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize reinit bug vs trailing-slash import warning; different mechanisms." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code cache handling, but one is cache-path collision and the other is a cache FileNotFoundError; not the same concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Model shape-mismatch loading error vs incorrect tied-weights warning; distinct problems." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position bug and Sam3-LiteText memory overflow are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to flash_attention s_aux=None crash." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden_states regression in CLIPVisionModel and missing load-balancing loss are different behaviors." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing cache and the other is spurious recompilation from lazy init." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale num_return_sequences warning vs Whisper empty transcription failure; no shared bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Documentation referencing removed pipeline APIs is not the same as Siglip2 producing bad outputs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs serve KV-cache tensor indexing bug are separate code paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are unrelated model/processor issues." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization and rotary_pct reload defaulting are different state persistence bugs." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to category-count overflow." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5 chat crash do not share a concrete underlying bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 issue are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile with SDPA on Bamba-9B-v2 and local dataset loading are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and DebertaV2 import parsing error are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same model family but different symptoms and components: video OOM vs litetext memory overflow." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled chunked generation inconsistency and a stale warning about num_return_sequences are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 35, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43540", + "issue:43643", + "issue:43854", + "issue:44016", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44877", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45381", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46489" + ], + "soft_pairs": [ + "issue:44077|issue:44877", + "issue:43335|issue:44190", + "issue:45127|issue:45357", + "issue:44521|issue:45381", + "issue:43540|issue:44734", + "issue:43116|issue:44190", + "issue:44112|issue:45600", + "issue:44779|issue:46489", + "issue:43295|issue:45276", + "issue:44737|issue:45803", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:44462|issue:45907", + "issue:45632|issue:46234", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:46082|issue:46121", + "issue:44246|issue:45003", + "issue:45245|issue:45584", + "issue:42175|issue:44279", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:44683|issue:45446", + "issue:43404|issue:45216", + "issue:41950|issue:44016" + ], + "prepared_review_unit_hash": "fa3b0ca0e37f7937ce204c5e1c3bf25c8fac394b61d54aa9da8ca2f62904df01", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35770, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated single-issue reports across different subsystems. The DeepSeek tokenizer pair is the only plausible near-duplicate, but the visible evidence is still too weak to merge it confidently, so it should remain tentative rather than accepted.", + "confidence": 0.73, + "canonical_issue_reason": "issue:46489 is the best canonical issue anchor for the DeepSeek tokenizer cluster because it is the more specific and current report, and it explicitly ties the regression to PR #44801's fix gap.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 is the strongest issue to keep as the cluster anchor: it is more specific than 44779 and better describes the concrete DeepSeek-Coder v1 tokenizer failure, even though the duplicate relationship is not fully established from the available evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "They are thematically close, but the packet shows only soft similarity with no shared files or targets and deterministic_accept=false. That is not enough to treat them as the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it overcommits on the DeepSeek pair. In the packet, 44779/46489 has only soft-similarity evidence (no shared files/targets, deterministic_accept=false), so marking it true and calling it the \"same underlying regression\" is stronger than the visible evidence supports. The reasoning for 46489 also leans on body-level context that is not present here. A more conservative read would keep that pair tentative rather than accepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 36, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "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:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44186", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44734", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515" + ], + "soft_pairs": [ + "issue:27957|issue:35141", + "issue:44186|issue:44734", + "issue:44295|issue:46506", + "issue:43650|issue:44220", + "issue:44016|issue:44220", + "issue:43673|issue:46424", + "issue:43479|issue:45375", + "issue:32090|issue:35141", + "issue:28282|issue:35141", + "issue:43531|issue:45600", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:43381|issue:45593", + "issue:43441|issue:45588", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:43976|issue:44279", + "issue:46123|issue:46369", + "issue:44792|issue:46424", + "issue:44496|issue:45759", + "issue:43824|issue:44933", + "issue:43299|issue:45216", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:42796|issue:43650" + ], + "prepared_review_unit_hash": "db2b47eb43b6fbfcf2db18d5bf98894f2fbb8d9c5b3edf03cd55aef9ff95b9a3", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36339, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the pairs only share broad vocabulary (e.g. cache, flash attention, config, tokenizer) but do not describe the same underlying bug or change. I would not merge any of these soft candidates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different model/features: Flash Attention 2 support for XLM-Roberta vs token-embedding resize reinitialization when embeddings are untied." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer/NER padding crash vs serving KV-cache continuation tensor indexing; unrelated code paths." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer registration/position_ids error vs CPU/CUDA numerical differences in a vision model; not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title vs audio feature extraction failure; no substantive overlap." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs _torch_extract_fbank_features implementation issue; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is chunked_prefill GenerationMixin cache missing and the other is max_cache_length handling in quantized cache." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config bugs in different models: default None handling vs a missing deepstack_visual_indexes field." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer distributed broadcast TypeError vs embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Environment/dependency import error vs model weight reinit behavior; not the same underlying problem." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs stale auto_mappings references to removed configs; different layers of the stack." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper output-length calculation in qwen3_omni_moe vs model output differences on CPU/CUDA; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility vs loading a specific model checkpoint; no shared fix." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Regression in processor.tokenizer/image passing vs resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config vs PIL image processor requiring torchvision; completely different failures." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs documentation mismatch for TextClassificationPipeline." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals vs FlashAttention loading failure for Ministral-3; same family, different bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken duplicate special keyword argument; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs D-FINE auxiliary-loss behavior; not the same code path." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is model loading failure in RC and the other is s_aux=None in sink-less models; distinct bugs." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling vs ANSI color output in loading_report; no overlap." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation note about return_all_scores vs model config recognition error." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python 3.9/3.10 compatibility vs generic dependency issue; not a duplicate." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch mask generation dropping results vs memory overflow in sam3-litetext; unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure vs cache length config behavior; different subsystems." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model_type in config.json vs from_config not unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs nonexistent image_utils import; different import failures." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3 VL/MoE loading regression vs saved checkpoint correctness after save_pretrained; related family but different bug." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; too broad and not the same failure." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug vs Whisper empty transcription after align_special_tokens; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer SGD arguments ignored vs a warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning; not the same issue." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support vs placeholder 'ADD THE DATA' issue; no meaningful relation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 37, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512" + ], + "soft_pairs": [ + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:41950|issue:45020", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:45103|issue:45372", + "issue:41950|issue:45823", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:43299|issue:45357", + "issue:38175|issue:44617", + "issue:44683|issue:45542", + "issue:44242|issue:45200", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:43650|issue:46209", + "issue:44779|issue:45812", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:44521|issue:45325", + "issue:44466|issue:45276", + "issue:43653|issue:45593", + "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:44361|issue:45593" + ], + "prepared_review_unit_hash": "6324d91b00eb611a329c834dfb124181a28aa4e334435886c90b805bbbb9b95d", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35909, + "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 a loose mix of mostly unrelated Transformers regressions across tokenizers, multimodal processors, config handling, quantization, and import/export behavior. I do not see any true duplicate PRs, and only very weak issue-level overlap.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44521 is the most active and broadly relevant open bug in the set, but the cluster is heterogeneous, so this is only a weak canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 has the strongest discussion/inbound activity and is the clearest currently actionable bug, even though it does not subsume the rest of the cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different bugs: LlamaConfig validation vs Qwen3.5 kernel registration crash." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A vague dependency complaint vs a specific PEFT version bump; no shared failure mode." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor mismatch vs generic remote_code regressions." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation vs Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Single missing HybridCache export vs broad import failures after upgrade; not the same bug." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring future-annotations crash vs Gemma processor import failure; unrelated code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup bug vs Gemma4 device placement mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer regression vs Deepseek tokenizer ID regression; different symptoms and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example error and the other is a pipeline deprecation mismatch." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL model-loading failure vs Qwen3.5 save_pretrained key issue." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Probability output bug vs CUDA OOM; not a duplicate." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compile failure vs TensorFlow backend installation issue." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Mixture-of-experts load-balancing loss vs Gemma4 token-type defaults." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility issue vs PEFT dependency pin; unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config head_dim validation vs stale config.dtype after from_config; both config-related but distinct." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue vs FP8 inference failure." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer regressions, but one is Deepseek tokenization output and the other Granite AutoTokenizer IDs; no concrete shared fix." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL load regression vs GLM-4.7-Flash unit-test loading issue." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different model config attributes: default sub-config init vs missing pad_token_id." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both multimodal, but assistant mask generation and temporal position_id scaling are separate bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights vs resize_token_embeddings not propagating; related area, different failure." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration vs D-FINE auxiliary loss omission." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights argument mismatch." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer.json precedence vs Mistral regex patch crash; different loading paths." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 vs OCR long-input index error in Kosmos2.5." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized-model save failure vs dequantized model load/offload failure." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError vs missing auxiliary losses; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 38, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45907", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:45542|issue:45800", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:43901|issue:44246", + "issue:43824|issue:43976", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:44336|issue:44373", + "issue:41628|issue:43976", + "issue:44246|issue:44496", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:44242|issue:45593" + ], + "prepared_review_unit_hash": "25824eabff8a56e2fcab6334fb40ffd0ce98291f6f167b30e4d2446adbdaad04", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36369, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the paired issues are mostly broad-transformers similarity matches, but they describe different regressions, models, or subsystems. No soft edge looks like the same underlying bug/change, so all candidate merges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs and regressions (loading, tokenizers, configs, attention, packaging, docs, tests), so there is no clear duplicate representative for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: there isn\u2019t one issue whose problem statement covers the rest of the cluster; they are only loosely related by Transformers version/similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve Deepspeed, but one is OOM with Adafactor while the other is the optimizer step being called twice; different bugs and fixes." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs repo file revision forwarding; unrelated code paths." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files vs slowdown after upgrading Transformers; different failure modes." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "One is a missing rms_norm_eps precision issue, the other is torch.split return semantics in a different class." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings CI break from removed configs vs leftover dummy classes leaking into dir(transformers); distinct maintenance issues." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Backend dependency installation problem vs torch/transformers version incompatibility; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor files on save vs gemma-4 zero3 from_pretrained; different APIs and symptoms." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend inclusion issue vs Python version compatibility in 5.1.0; unrelated root causes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 PLE device mismatch during forward; different artifacts and code paths." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM regression vs Deepseek tokenizer incorrect results; different models and failures." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs SigLIP2 producing wrong outputs; documentation issue vs model behavior bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Ministral-3 FlashAttention failure in v5 RC vs compiled flex_attention failure on torch >= 2.9; not the same code-path." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs glm-4v-9b loading failure; different model/config defects." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "GenerationMixin cache missing during chunked_prefill vs CLIPVisionModel hidden_states regression; separate generation and vision bugs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading problem vs ESM2 broken workflow issue; unrelated components." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel package revision/version requirement vs Qwen3.5 apply_rotary_pos_emb registration error; different integration failures." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch vs import transformers being slow; documentation and import-performance issues are not duplicates." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL export vs Python version incompatibility; separate packaging/release problems." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs AutoConfig with trust_remote_code losing fields; different config-loading bugs." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention kernel divergence vs ANSI codes leaking from loading_report; unrelated runtime vs logging behavior." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure vs Qwen3.5 chat crash; different model/runtime errors." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch vs gemma-4 zero3 from_pretrained; unrelated save vs load issues." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError vs missing TensorFlow backend installation; different import-time problems." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI codes in loading_report vs wrong docstring for position_ids; logging artifact vs documentation." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error vs Python 3.9/3.10 support issue; different compatibility failures." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import transformers vs unrecognized model/config.json model_type error; unrelated import-performance and model-loading bugs." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist race on captured_info.txt vs stale warning for num_return_sequences; test infrastructure vs generation warning." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring crash with future annotations vs Qwen3.5 rotary-pos embedding registration error; different subsystems." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "MoE load balancing loss omission vs D-FINE auxiliary loss omission; both loss-related but clearly different models and conditions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 39, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "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:45397", + "issue:45561", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:46424", + "issue:42886|issue:46132", + "issue:44734|issue:46424", + "issue:36246|issue:43596", + "issue:44779|issue:45292", + "issue:45859|issue:46399", + "issue:45003|issue:45561", + "issue:43901|issue:45003", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:43257|issue:45137", + "issue:44295|issue:44749", + "issue:43673|issue:44561", + "issue:44496|issue:45003", + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44877|issue:45375" + ], + "prepared_review_unit_hash": "33066546bd42d16eb3fe8ab9f30fbbd527b17543d9a60d7472c13bfe0bdbd461", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36275, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes import/export regressions, model-specific loading bugs, config issues, performance complaints, and unrelated pipeline/model behaviors. No pair looks like the same underlying bug/change, so the soft duplicates should all be rejected.", + "confidence": 0.73, + "canonical_issue_reason": "No single true canonical issue for the whole cluster; the items are mostly unrelated. If forced to pick an anchor, issue 36246 is the cleanest public API import-regression report and is closest to the other missing-import issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36246 is the best triage anchor because it is a concrete user-facing import failure and the closest match to the other import-name regressions in the set, even though the broader cluster is not actually cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen/MoE regressions, but one is LoRA compatibility on hf4.x/hf5.x and the other is Qwen3VL loading on 5.0.0.dev0; different failure modes and code paths." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Different problems: buffer registration/position_ids vs Zero3 from_pretrained loading for Gemma-4." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both mention Qwen, but sliding_window behavior and chat crashes are distinct model-path issues." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and audio fbank feature extraction are separate pipelines and bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowness is unrelated to Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output formatting and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is not the same as CPU vs CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different packages; not the same concrete bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports and different import paths; too broad to treat as one duplicate." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal ANSI leakage in loading_report is unrelated to cache max_cache_length behavior." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface registration behavior do not share the same bug." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation crash and cache length configuration are different code paths." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Import failure in qwen2_5_vl is unrelated to ZeRO3 index errors in BertModel." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and embedding resize propagation are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding and missing registration decorator in apply_rotary_pos_emb are different failures." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist file race are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for text classification pipeline is not the same as sys.modules access." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 vision output attribute error and SAM3 litetext memory overflow are distinct issues." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss logic and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion and DeepSpeed ZeRO3 deque errors are different failures." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "position_ids buffer access bug and tokenizer slowdown after upgrade are not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked prefill cache missing and removal of is_torch_fx_available affect different APIs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and sys.modules access are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific Nemotron Flash Attention support limitation is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are different model/config problems." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing deepstack_visual_indexes in config and text_config unwrapping in from_config are separate composite-config issues." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling rate behavior is unrelated to import performance." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection for granite_speech and missing deepstack_visual_indexes are different config-schema problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 40, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44561", + "issue:44623", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45701", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46399", + "issue:46421", + "issue:46431", + "issue:46506" + ], + "soft_pairs": [ + "issue:45292|issue:45584", + "issue:44038|issue:46506", + "issue:45292|issue:45701", + "issue:44561|issue:46399", + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:45412|issue:46123", + "issue:44987|issue:45459", + "issue:44479|issue:46170", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:44995|issue:45200", + "issue:45397|issue:45656", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45685|issue:46431", + "issue:42886|issue:45229", + "issue:44995|issue:45588", + "issue:44877|issue:46170", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:43906|issue:46202", + "issue:43931|issue:44368", + "issue:44483|issue:46202", + "issue:44188|issue:46202", + "issue:45987|issue:46082", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:43065|issue:46123", + "issue:44297|issue:44623" + ], + "prepared_review_unit_hash": "d4222bba4e64075defb8f0301971b8a8d634063d3af23f9bb72515bcf135a4f4", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36631, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of distinct regressions rather than a tight duplicate cluster. The soft pairs share only broad subsystem similarity in most cases, so I reject them all as duplicates. The best umbrella issue is the broad tokenization-regression report.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 45701 is the broadest, most umbrella-like report in the set: it is open, actively referenced, and describes a general tokenization regression rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the strongest representative candidate because its scope is wider than the other reports and it can plausibly subsume a family of tokenizer/version-behavior regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Both touch tokenization/embedding behavior, but one is a resize_token_embeddings/output_embeddings bug and the other is Whisper empty transcription after align_special_tokens; different code paths and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "These are unrelated model/runtime issues: Qwen3-VL-Moe on transformers 5.0 versus PPDocLayoutV3 CPU/CUDA output differences." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "One is a specific embedding-resize bug; the other is a broad tokenization-change report. Related theme, but not the same underlying defect." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Different regressions: removal of is_torch_fx_available affecting trust_remote_code versus a missing decorator registration in Qwen3.5 rotary embedding code." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references for removed Sam3LiteText configs are unrelated failures." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern tied/embedding behavior, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory not released on deletion and MaskGenerationPipeline dropping a final partial batch are unrelated lifecycle vs batching bugs." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Both involve tokenizer/save/load flows, but one is a model-loading failure on transformers>=5.1 while the other is protobuf-exception handling masking real tokenizer errors." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression across Qwen variants is not the same as a Windows/ROCm import dependency problem." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal model issues, but they affect different models and different failure modes: missing attribute versus video-input ValueError." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "The tied-weights warning in Qwen3-Next and the patchtsmixer post_init restriction are separate config/validation issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache on second forward and Gemma4 mm_token_type_ids defaulting to zeros are unrelated bugs." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 Zero3 loading and DeepSpeed optimizer double-step are different DeepSpeed-related problems with no shared failure mechanism." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning and a flash-attention generation failure in Qwen3.5 are not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 being broken are unrelated issues." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MoE MPS histogram support and missing chat template in a processor are unrelated errors." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are clearly different problems." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache on second forward is not the same as flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict Granite Speech config loading and Windows/ROCm import failure are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both mention SAM3, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a model-type mismatch warning; different issues." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-weights warning and a stale paged-generate warning are different diagnostics with different triggers." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Both concern tokenization-like behavior, but one is an isolated reproduction of an external issue and the other is a Gemma pipeline roundtrip failure on \u2581; not enough evidence they are the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch is unrelated to the tie_word_embeddings warning in Qwen3.5." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "A /v1/chat/completions request rejection and a Gemma token roundtrip failure are different surfaces and failure modes." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile branching causing diverging attention kernels is unrelated to Gemma \u2581 token roundtrip failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache.get_seq_length contract mismatch and LlamaConfig head_dim validation are separate config/runtime issues." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention compilation behavior, but one is an attention-kernel divergence bug and the other is spurious recompilation from cache lazy initialization." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription handling and a Windows/ROCm import dependency failure are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "A SAM3 pixel-decoder placeholder layer and a MaskGenerationPipeline batch-finalization bug do not describe the same defect." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are both serialization issues, but they affect different artifacts and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 41, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44351", + "issue:44361", + "issue:44623", + "issue:44749", + "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:45656", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:44623|issue:45656", + "issue:43232|issue:43673", + "issue:44871|issue:46132", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:45230|issue:45397", + "issue:44869|issue:45356", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:45375|issue:45478", + "issue:42371|issue:45092", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:43784|issue:46399", + "issue:44964|issue:45137", + "issue:43723|issue:46326", + "issue:45406|issue:46202", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:44945|issue:45753", + "issue:45081|issue:45103", + "issue:42994|issue:43824" + ], + "prepared_review_unit_hash": "11e9da1cea907b827bbf46a27b28cf64c535e328fba46db141e1c21b037dee25", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36481, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue cluster. The only clearly safe duplicate pair is the exact Qwen3ForCausalLM VRAM leak match (42673/43704). The Qwen3.5 MoE reports are related, but 45375 looks like a config-field symptom/root-cause report rather than a proven duplicate, so those soft edges should be rejected conservatively.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45310 is still the best canonical issue for the Qwen3.5 MoE loading regression family: it is the clearest version-scoped from_pretrained failure report, while 45478 is an exact-title duplicate and 45375 appears related but not conclusively the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue to anchor this cluster because it is concrete, version-specific, and represents the main Qwen3.5 MoE from_pretrained regression discussed here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different components and symptoms: tokenizer import/task AttributeError vs. post-upgrade filtering slowdown." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad upgrade-regression reports, but they affect different model families and different failure modes." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated behaviors: data filtering slowdown vs. DeepSpeed optimizer-step being called twice." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Different code paths and symptoms; filtering slowdown is not the same underlying Qwen3.5 MoE loading failure." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save-pretrained file emission bug vs. DeepSpeed optimizer-step behavior; no same-bug evidence." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but the concrete failures differ: sync_gpus/update_kwargs vs. missing cache in chunked prefill." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma EOS config mismatch and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized saving failure and Qwen2.5-GGUF loading failure are opposite directions with different root causes." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different model paths and different missing-field contexts; not enough to treat as the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs. Gemma-4 ZeRO3 from_pretrained issue; no evidence they are the same problem." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing import error vs. Sentence Transformers loading hang; distinct failures." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports from different modules/symbols; too broad to merge." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe/v5 compatibility bug vs. processor.save_pretrained missing files; different code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 vision encoder missing field vs. qwen2.5-vl video position-id bug; unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same title family, but 45375 only shows a missing config field and does not by itself prove it is the same duplicate as the from_pretrained error." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings warning and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same broad Qwen3.5 MoE area, but the config-field report could be a root-cause/symptom rather than a confirmed duplicate of the loading error." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure vs. Llama4Config missing pad_token_id; different model paths." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 use_kernels registration error are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading issue vs. DeepSpeed ZeRO3 deque IndexError; different subsystems." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading regression vs. mistral_common continue_final_message behavior; not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor crash in serve vs. Gemma pipeline roundtrip tokenization issue; distinct code paths." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and attention-kernel divergence under torch.compile are different problems." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior vs. pipeline parallelism output correctness; different bugs." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports and different symbols; not the same underlying import bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output bug vs. Qwen3_5 image-specific infinite loop; unrelated symptoms." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring annotation crash are different AttributeError sites." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure vs. missing Qwen2_5_VL symbol on import; unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is partly grounded, but the Qwen3.5 MoE links are overstated. In the packet, issue:45310 and issue:45478 do share the same title, but issue:45375 only indicates a missing config field and does not by itself prove it is the same duplicate rather than a related root-cause/symptom report. The accepted soft-edge verdicts for 45310\u219445375 and 45375\u219445478 are therefore too confident. The exact-title duplicate 42673\u219443704 is fine, but the overall triage is not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 42, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231" + ], + "soft_pairs": [ + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:43278|issue:45137", + "issue:42175|issue:44933", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:46077|issue:46123", + "issue:43377|issue:44242", + "issue:42898|issue:44568", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:44016|issue:46231", + "issue:43784|issue:43824", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:44075|issue:46231", + "issue:42898|issue:45356" + ], + "prepared_review_unit_hash": "3c998aaf8b36a257c7124b740aa91f9a3a8a572c019162d726604945e1127c62", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36215, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose thematic cluster, not a duplicate set: most items are distinct regressions across different models, tokenizers, configs, and runtime paths. All soft-similarity candidate merges should be rejected.", + "confidence": 0.71, + "canonical_issue_reason": "issue:42898 is the most representative standalone regression here: a concrete v5 behavior change in tokenization with clear user impact, while the rest of the items are mostly unrelated model- or subsystem-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best global issue representative because it is self-contained, well-scoped, and aligns with the broad v5-regression theme present in several other issues without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention FP8/MoE-related failures, but one is about FP8 save_pretrained behavior and the other is a Qwen3.5 from_pretrained import/error path; different bugs." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different models and failure modes: Qwen3-VL-Moe vs Qwen3.5 MoE from_pretrained. Similar naming, not the same code-path bug." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is missing GenerationMixin and the other is missing AutoImageProcessor; unrelated API symbols." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "One is a generation kwargs update bug after sync_gpus; the other is a janus image-generation test failure. Different paths and symptoms." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "One is an accuracy regression in FineGrainedFP8, the other is FP8 save_pretrained for MoE; related domain, but not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype mismatch in eval versus a DeepSpeed ZeRO3 deque error; completely different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend install/dependency packaging issue vs a non-existent import from image_utils; different affected surfaces." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Both touch packaging/import availability, but one is about missing TensorFlow in the torch extra and the other is dummy classes leaking into dir()/repo checks." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading error vs pytest-xdist race on captured_info.txt; no shared underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy field preventing BEiT preset loading is unrelated to a test-worker file race." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test infrastructure race in patched testing utils vs auto_mappings referencing removed configs; different root causes." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python/version compatibility issue vs missing import export; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow job status reporting after training failure vs OOM with Adafactor in DeepSpeed; distinct problems." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang vs embedding resize/post_init weight reinitialization; different code paths." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction bug vs MaskGenerationPipeline partial-batch result dropping; not the same issue." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI encoder batched-vs-single padding-mask discrepancy vs MoE load-balancing loss omission; unrelated bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenization-space cleanup behavior change is not the same as BOS/EOS tokens missing for mdeberta-v3." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files from processor.save_pretrained is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization bug vs Whisper timestamp decode crash on trailing replacement character; different subsystems." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage vs Gemma 4 mm_token_type_ids defaulting; distinct model families and failures." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization on None is unrelated to ModelOutput key assignment behavior." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch-count method in an image processor vs remote-code checkpoint/meta-init incompatibility; different bugs." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation mismatch for set_training parameters; not duplicates." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Missing nn import during sentence-transformers import vs missing Qwen2_5_VLForConditionalGeneration export; different missing symbols." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Tokenization cleanup semantics vs Granite token IDs regression; both tokenizer-related but not the same underlying change." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading issue in v5 vs missing BOS/EOS behavior for one tokenizer; different symptoms and fix scope." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior change versus Deepseek incorrect tokenization outputs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve-time KV-cache tensor indexing crash vs auto_docstring annotation handling crash; unrelated code paths." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD optimizer arguments ignored vs documentation mismatch in set_training; one is runtime behavior, the other docs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change is not the same as Kimi-K2.5 codec handling and warning 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": 21, + "review_unit_index": 43, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43232", + "issue:43295", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:44295|issue:45656", + "issue:42898|issue:43295", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:44297|issue:45656", + "issue:22355|issue:28282", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:43475|issue:46305", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:45381|issue:46305", + "issue:46209|issue:46431", + "issue:44373|issue:44485", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:44206|issue:45103", + "issue:43232|issue:46424" + ], + "prepared_review_unit_hash": "0cd360e4daf82e6b8d69265b36cf6dec869abcd263f91afef4cd8724d26abf72", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36773, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated v5 regressions, import errors, tokenizer quirks, or model-specific bugs. There is no strong duplicate set across the whole cluster; at best, a few are loosely related by broad tokenizer/v5 behavior changes.", + "confidence": 0.18, + "canonical_issue_reason": "If one issue must represent the cluster, issue 43122 is the least-bad choice because it is a broad, user-facing tokenizer regression tied to the v4.57.3\u2192v5 transition and has some inbound attention. But it is not a true duplicate umbrella for the many unrelated issues here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the best representative only in a weak sense: it is general, version-regression-oriented, and closest to the shared tokenizer/theme seen in part of the set. It should not be treated as a canonical duplicate for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different subsystems: buffer registration/position_ids vs DeepSpeed optimizer stepping. Not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both involve v5 behavior changes, but one is tokenizer cleanup semantics and the other is processor/tokenizer API breakage. Distinct issues." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated: Flash Attention 2 model support vs MLflow reporting on failed training jobs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Different failure modes and code paths: MLflow reporting vs model loading regression for a specific Llama checkpoint." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning problem vs leftover dummy classes leaking into imports; no common bug." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but one is a tied-weights warning and the other is missing tensor-parallel plan metadata. Not the same change." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch import/export surface, but one is a missing image_utils import and the other is dummy class cleanup. Too different." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MOE checkpoint saving and the other is tokenizer class metadata. Distinct bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting vs Trainer compute_loss signature breakage. Unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting vs embedding resize/post_init reinitialization. Different code paths." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata vs optimizer stepping. No overlap." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch for AutoModel. Not duplicates." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue vs processor.save_pretrained missing files. Different behaviors." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config initialization bug vs non-persistent buffer junk in v5. Separate problems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but they concern different objects and failure modes." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different output regression for Pegasus vs altered behavior of AttentionInterface.register. Not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer-related, but one is a model-specific BPE marker bug and the other is a generic AutoTokenizer loading issue." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Categories limit runtime error vs attention interface registration behavior. Unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM video encoder missing attribute vs Moonshine streaming mask off-by-one. Different models and bugs." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Import errors in different packages/APIs: AutoImageProcessor vs is_offline_mode from huggingface_hub." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer metadata mismatch vs Qwen3.5 MoE from_pretrained failure. Too weakly related." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "General PretrainedConfig type checking regression vs LlamaConfig head_dim validation. Separate validation bugs." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL video position_ids regression vs Moonshine streaming window mask bug. Different functionality." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 vs missing chat template error. No shared code path." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring error for position_ids vs GLM-5 RoPE implementation discussion. Not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output regression vs FP8 hardware inference issue. Unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split indexing bug vs remote-code checkpoint/meta-init incompatibility. Different issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MOE save bug vs save_pretrained shard-size question. Not duplicates." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Generic AutoTokenizer loading failure vs Qwen3.5 flash-attention generation bug. Different layers." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "FeatureExtractor center argument regression vs auto_docstring crash with future annotations. Unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs cache config max_cache_length behavior. Different generation/cache issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 44, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46305", + "issue:46328", + "issue:46402", + "issue:46421" + ], + "soft_pairs": [ + "issue:44734|issue:46421", + "issue:44190|issue:46082", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:44279|issue:46328", + "issue:42907|issue:46050", + "issue:43644|issue:46305", + "issue:44261|issue:45092", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:44829|issue:46002", + "issue:44483|issue:45406", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:22355|issue:27957", + "issue:43479|issue:44913", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:42757|issue:45278", + "issue:39401|issue:44568", + "issue:44368|issue:46305", + "issue:27957|issue:30990", + "issue:42886|issue:43066" + ], + "prepared_review_unit_hash": "59f59a06f45f956148e9eb6ee338f9b8bac053ee8279bf8055ffcee105511827", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35813, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a real duplicate group: the issues cover unrelated tokenizer, config, serving, quantization, and model-specific bugs. All soft pairs are false positives and should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are unrelated reports rather than duplicates of one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue; none of these reports is a representative merge target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Different bugs: KV-cache continuation tensor indexing in serve vs cache lazy-init causing recompilation." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Unrelated: local dataset loading in an example script vs LlamaConfig head_dim validation." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different code paths: generation kwargs after sync_gpus vs a long-ocr index error in Kosmos2.5." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "One is a position_ids buffer read error; the other is missing files from processor.save_pretrained()." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure in v5 is not the same as Gemma-3 eos_token_id list/single-value mismatch." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is torch.split return values and the other is a missing ReLU; not the same bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: remote-code/meta-init incompatibility vs incorrect visual encoder keys on save_pretrained()." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang is unrelated to SIGLIP2 zero-probability outputs." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency issue vs a pad() performance bug; no shared underlying defect." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load of quantized models, but they are different quantization stacks and failure modes." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk values and a sliding-window off-by-one are distinct bugs." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is not the same as Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Torch.split return values in a model indexer and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both mention training instability, but one is flash_attention_3 degeneracy and the other NaNs at checkout/init; too different to merge." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request handling and Gemma4Processor missing _tokenizer are different serve failures." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different problems: FP8 accuracy regression vs Qwen3-VL-Moe import/loading issues." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different breakages." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "No module transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config default initialization bug and rotary_pct not persisting on reload are different serialization issues." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "SAM3 model-type warning during instantiation is unrelated to text encoder weights not loading." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific huggingface_hub import regression; the other is a broad set of import errors after upgrade." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 offset_mapping is a tokenizer alignment bug, not the same as missing BOS/EOS insertion." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A tie_word_embeddings warning in LoRA fine-tuning is unrelated to the MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and a Sentence Transformers loading hang are not the same underlying issue." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are both tokenizer-related but separate bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 45, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42796", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46132", + "issue:46326", + "issue:46369", + "issue:46614" + ], + "soft_pairs": [ + "issue:43408|issue:46369", + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:44261|issue:44373", + "issue:44117|issue:44704", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:39401|issue:44488", + "issue:43784|issue:45600", + "issue:43976|issue:44945", + "issue:42907|issue:43937", + "issue:42907|issue:44964", + "issue:44704|issue:45290", + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:39401|issue:44521", + "issue:43122|issue:46326", + "issue:44625|issue:44829", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:39401|issue:46614" + ], + "prepared_review_unit_hash": "a04f71b8d075ec64199624675aaead976e87eecc1ea18e2df6e49a8115bd8b8d", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36276, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: tokenizer regressions, import/API breakages, generation bugs, quantization/save-load issues, and model-specific quirks. None of the soft pairs look like the same concrete bug/change, so I would not collapse any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "If a placeholder canonical is needed, issue 42994 is the broadest user-facing save-failure report, but the cluster is too mixed for a real canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42994 is the closest to a general, actionable bug report, but it is still too narrow to serve as a global representative for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both involve Sam3 variants, but one is a model-type/config warning and the other is a memory overflow; different bugs." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE marker handling for a specific model and the other is a version-to-version tokenization regression." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated code paths." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different failures." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel branching and a docstring typo are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different issues." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "A Bamba torch.compile/SDPA bug is not the same as AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env command and a NameError during sentence-transformers import are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a torch.split/indexer bug are not the same underlying problem." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A missing rms_norm_eps in MLA vs a wrong docstring are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping returning None and AutoProcessor kwarg forwarding are different API paths." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access for position_ids and tokenizer save_pretrained metadata mismatch are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized/dequantized model saving and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence-transformers loading hang and a MacOS bus error on CLIP are not the same failure." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE layer count mismatch and tied-weights warning behavior are different model issues." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A missing AutoImageProcessor import and a broader import-error report after upgrade are not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping and inability to load a specific model are unrelated tokenizer/model-loading bugs." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError and CI breakage from removed auto_mappings references are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel incorrect outputs are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models and invalid GenerationConfig errors are different code paths." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "A save failure and a multimodal model load failure are not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Kwarg forwarding in AutoProcessor and chat-template crashes on tool-call messages are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in a DSA indexer and a GLM-5 RoPE discussion are not the same issue." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization drift across versions and all-zero assistant masks for multimodal inputs are different failures." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping errors and multimodal assistant-mask generation are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "General tokenization differences and continue_final_message with mistral_common are different bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and tokenizer save_pretrained metadata mismatch are different code paths." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification example behavior and Gemma 4 mm_token_type_ids defaults are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer offset mapping and stale phonemizer backend state are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 46, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:42907|issue:43452", + "issue:43408|issue:43475", + "issue:44038|issue:44295", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:43122|issue:44514", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:44188|issue:46328", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:43992|issue:44704", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:42371|issue:43874", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:44625|issue:46002" + ], + "prepared_review_unit_hash": "7fd0bd07bb50659ee501fb79f23ace65d4d5df5d0fdeb02b666ce7bfea9556d8", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35721, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is fairly heterogeneous: many issues are version-5 regressions or model-specific bugs, but the soft pairs do not look like the same underlying defect or change. If forced to pick one representative, 45278 is the broadest umbrella for the recurring import-regression theme.", + "confidence": 0.42, + "canonical_issue_reason": "45278 is the broadest umbrella issue in the set: it reports many import failures after upgrading from 4.57.0 to 5.5.0, which is the closest shared failure mode among the cluster, even though the cluster is not truly duplicate-heavy.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the best representative because it is the most general user-facing regression report and aligns with several other import/version-breakage complaints, while the rest are narrower model- or API-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different failures: dequantized-save vs AutoTokenizer/AutoModel loading from gguf_file." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM3 area, but one is a model-type warning and the other is a missing attribute crash." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Both are model bugs, but the symptoms and code paths are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "One is a Qwen3-VL-Moe bug report, the other is FP8 save_pretrained behavior; not the same defect." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different missing exports." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5 MoE context, but save_pretrained corruption and from_pretrained error are distinct issues." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Unrelated: ONNX module import failure vs tokenizer fast/slow inconsistency." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Different tokenizer regression vs processor chat-template batching crash." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/symbols." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Unrelated: tensor-parallel training bug vs example script output issue." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different symptoms: dtype change across train/eval vs incorrect pipeline-parallel output." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different compatibility problems: TF backend packaging vs Python 3.14 load failure." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No shared underlying bug; import error vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3.5-family models, but one is a SigLIP2 implementation mismatch and the other is an infinite-loop image bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer behavior regressions affecting different APIs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but GenerationConfig validation and RoPE implementation are separate issues." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Distinct code paths: attention-kernel branching under compile vs padding performance in feature extractor." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is broader, but 38617 is a specific missing symbol; not enough evidence they are the same exact bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failure modes: VRAM leak in dataloader threads vs dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different tokenizers and symptoms." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression vs NaNs in classification-head init are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different APIs and bugs: missing checkpoint weight vs kwarg forwarding in AutoProcessor." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification output issue is unrelated to SigLIP2 implementation divergence." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-Python error reports vs docs parameter-name mismatch are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance vs GLM image-patch counting bug are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same Qwen3.5/Moe neighborhood, but from_pretrained failure and generic Qwen3-VL-Moe bug report are not the same concrete defect." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version support regression vs incorrect PyTorch version check for a specific import path." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Different issues in different model/config paths: Qwen3.5 label propagation vs NaNs in classification heads." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 47, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43116", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46328", + "issue:46512", + "issue:46614" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:42222|issue:43441", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:42673|issue:42796", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:43827|issue:45446", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:45356|issue:46614", + "issue:44117|issue:45588", + "issue:45071|issue:46614", + "issue:43673|issue:46328", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:38617|issue:41628", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:42222|issue:46178", + "issue:42617|issue:45341" + ], + "prepared_review_unit_hash": "c2ea041bd6c747e05e5a22b39a72682536e48146c53958fb1d29040b9f21cedd", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37107, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous Transformers bug reports. The only mild overlap is around tokenizer/regression themes, but the soft pairs do not appear to be the same underlying bug or change.", + "confidence": 0.71, + "canonical_issue_reason": "issue:33453 is the broadest tokenizer-regression umbrella in the set, so it is the best representative for the tokenizer-loading subset.", + "canonical_pr_reason": null, + "best_issue_reason": "A generic, high-level regression title makes issue:33453 the most suitable issue to stand in for the small tokenizer-related subgroup, though the overall cluster is mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer-argument handling and trainer post-training evaluation failure are different problems." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "One is a save_pretrained serialization bug; the other is a from_pretrained loading error for a different Qwen3.5 path." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label behavior and a v5 pipeline error message are not the same bug." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A qwen3_omni_moe helper-function issue and a flex_attention import version check are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in dataloader threads and tokenizer BPE-marker handling are different code paths." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Trainer/FSDP optimizer-state corruption and generation cache behavior are separate failures." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are not the same issue." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing pipeline() and a PyTorch version check in flex_attention are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention, but GPT2 scaling and Gemma4 bidirectional masking are different concrete bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but loading regression and wrong offset_mapping are distinct symptoms and likely distinct fixes." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi tokenizer codec/warning regression and phonemizer language-state staleness are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES fallback handling and flash_attention sink-less-model crash are different subsystems." + }, + { + "left": "issue:45071", + "right": "issue:46614", + "accept": false, + "reason": "PretrainedConfig type-checking regression and phonemizer backend state bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing during chunked prefill and a padding performance issue are not the same change." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A VRAM leak in threaded dataloader use does not match an isolated reproduction issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument mismatch and config type-checking breakage are different loading/config bugs." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "State serialization inconsistency and NaNs in classification heads are not the same underlying defect." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but Qwen3 offset_mapping and Deepseek incorrect results are model-specific and distinct." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor output shape and missing-torchvision crash are different video-processing failures." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and Qwen3.5 FlashAttention generation behavior are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT version bump issue and a flex_attention import-version check are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 Moe from_pretrained errors are not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different APIs." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing-utils bug and a SequenceFeatureExtractor padding inefficiency are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and incorrect save_pretrained checkpoint serialization are different problems." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing-utils note does not match the xdist race on captured_info.txt." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Config type-checking regression and stale config.dtype after from_config are different issues." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Missing tokenizer mapping fallback and a backend_tokenizer AttributeError in _patch_mistral_regex are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and BACKENDS_MAPPING rejecting tensorflow_text are different import/backend issues." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py failure and a small testing_utils bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 48, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43408", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46617" + ], + "soft_pairs": [ + "issue:43122|issue:46298", + "issue:43408|issue:43742", + "issue:45362|issue:46328", + "issue:42371|issue:44261", + "issue:42490|issue:42673", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:42371|issue:46617", + "issue:38617|issue:44220", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:44410|issue:45478", + "issue:42222|issue:45542", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:42175|issue:42222", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:27957|issue:43352", + "issue:44483|issue:45464", + "issue:44263|issue:46172", + "issue:44484|issue:45478" + ], + "prepared_review_unit_hash": "5a3e639f3bd946a135e61be77a84cd598b9e011cc99c698452c86b97005c38e1", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35733, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers issues with weak overlap. I found one plausible duplicate pair around tokenizer regression in v5; the rest look unrelated or only superficially similar.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43122 is the closest representative of the only clearly overlapping subtopic (tokenizer behavior regression in v5). Even so, the cluster overall is too mixed to support a single strong canonical issue for all items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the broadest and most representative of the tokenizer-regression pair, but it should not be treated as a universal canonical for the full cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different tokenization regression vs a noisy logging complaint; no shared code-path bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 tracker/model-type warning is unrelated to MobileLLM loading key errors." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen chat crash and feature-extractor performance are different subsystems and bugs." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API behavior and MLA layernorm epsilon handling are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path import warning is unrelated to VRAM leakage in Qwen3ForCausalLM." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size behavior and Qwen3.5-Moe from_pretrained errors do not share a concrete failure mode." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings warning and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing layer_type_validation import and audio feature extraction issues are different problems." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model/config issues are separate loading/validation failures." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import and broad import errors after upgrade are not clearly the same defect." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing Qwen3Next projections and Qwen3.5-Moe from_pretrained errors are different model-loading bugs." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to TensorFlow backend installation issues." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Unused SGD args and double optimizer stepping with deepspeed are not the same code path." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "Both report a v5 tokenizer regression; 'wrong tokenizer decoder type' plausibly explains the changed tokenization behavior." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/backend dependency selection is unrelated to VitPose model breakage." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings API and unexpected position-id keys are not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling and GLM-5 RoPE implementation are separate issues." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Compilation warning for bf16 models and Blip2 dtype propagation are related only loosely, not a single concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked-prefill cache regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor export and PreTrainedConfig type-checking breakage are different API regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper in GLM46V and MLA layernorm epsilon handling are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Config type-checking and TensorFlow backend dependency issues do not share a code path." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-definition problems." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are different model support requests/issues." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a generic API acceptance issue and the other is a Qwen3.5-0.8B streaming failure." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "GLM torch.split behavior and deepseek-v4 comb transpose/dtype handling are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size question and Qwen3.5-Moe from_pretrained failure are not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted overlap (43066/43122) is a plausible tokenizer-regression duplicate, and the rest of the pairwise rejections do not overstate evidence from the titles/body metadata alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 49, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44704", + "issue:44829", + "issue:44933", + "issue:44936", + "issue:44987", + "issue:45003", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:44360|issue:46172", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:45753|issue:46369", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:44261|issue:44485", + "issue:44117|issue:44987", + "issue:43673|issue:46123", + "issue:43986|issue:44484", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:43097|issue:45588", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "issue:43502|issue:43992", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:44380|issue:46421" + ], + "prepared_review_unit_hash": "c5d61b9861faa684850b412b2444f1cba763ce9393ec5ce4996bbc7b779a0bd9", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36850, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated bugs across different models, import paths, training flows, and utilities. None of the soft-similarity pairs looks like the same underlying issue closely enough to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43502 is a clear, reproducible, well-scoped bug with an obvious expected-vs-actual mismatch around respecting local_files_only=True.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the strongest representative issue here: concrete, user-facing, and narrowly actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Different model/code paths and symptoms; one is about a DSA indexer activation detail, the other a DeepSeek-v4 tensor operation." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but the affected models and failures differ: Ministral-3 load failure vs degenerate training in sequence classification." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same broad Qwen3-VL family, but one is a weight-shape mismatch and the other is a model-specific transformers 5.0 bug; not the same concrete defect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Different bugs: one is a missing/removed embedding-tie API signal, the other is gguf_file handling in from_pretrained loaders." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated subsystems; sys.modules access in modeling_utils is not the same as a testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Completely different areas: AutoProcessor/video-model torchvision dependency vs a testing_utils issue." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: one is an infinite loop on a specific Qwen3_5 image, the other is a memory overflow in sam3-litetext." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "An import/export bug in image_utils is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both touch GLM-related code, but they are different missing-return/shape issues in different components." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different numerical/modeling bugs: rms_norm_eps precision handling vs RoPE implementation for GLM-5." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading-related, but the reported failures are different: tokenizer mapping None vs a specific model load failure." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Different cache/pipeline behaviors; chunked_prefill cache missing is not the same as final-batch is_last handling." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "No overlap beyond being general API issues; torchvision absence is unrelated to max_shard_size behavior." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated bugs: Qwen3-MoE sliding_window behavior vs a small testing_utils issue." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-related, but they describe different model implementations and different tensor/code-path problems." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training-stack problems: FSDP2/PEFT optimizer-state corruption vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols in different modules; they do not appear to share one root cause." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated issues: tie_embeddings API removal vs flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different missing dependency/import failures affecting different processors and packages." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One concerns an API removal notice, the other a quantization save/load corruption issue." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3_5/MoE vision configs, but the concrete missing fields and failure modes are different." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Same general model family, but one is a Qwen3-VL-Moe bug and the other is missing projections in qwen3next layer 0." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different namespaces; not enough evidence of a shared underlying export bug." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different from_pretrained bugs: network access despite local_files_only versus a missing embed_tokens.weight in UMT5Encoder." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test needing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction argument conflict and tokenizer mapping None are different bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different topics: API removal around tie_embeddings versus offloading behavior with quantization." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate after train and inability to import Trainer due to datasets are different failure modes." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different call sites and bugs: kwargs not forwarded to cached_file vs AttributeError in auto_docstring processing with future annotations." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "No common underlying defect: video-model processor loading dependency issue vs tokenizer mapping assumption." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Different cache/attention problems; GPT2 attention scaling under SDPA/FlashAttention is not the same as lazy cache initialization recompilation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 50, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45600", + "issue:45698", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:43986|issue:44016", + "issue:44938|issue:46178", + "issue:43208|issue:43550", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:42907|issue:45753", + "issue:43992|issue:44484", + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44483|issue:44514", + "issue:45600|issue:46298", + "issue:44038|issue:44230", + "issue:45698|issue:46172" + ], + "prepared_review_unit_hash": "2fdb4c31733d7e89b8707c5a5d9eecc6781daaf547df2e565eba5a4729ac0000", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37035, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct Transformers bug reports across unrelated subsystems. None of the soft-edge pairs look like the same underlying bug/change, so I would keep them separate. If one issue must represent the cluster, issue:45698 is the best anchor because it is the most active and broadly about save/load module resolution.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45698 has the strongest discussion/inbound activity and is the broadest, most representative save/load serialization bug in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most central issue here: it is open, highly discussed, and addresses a general from_pretrained/save_pretrained correctness problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Different failures: one is an AutoProcessor video-model import crash, the other is a notebook syntax error." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated problems: Python 3.14 import/load failure vs backend-mapping error for tensorflow_text." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failure modes: xLSTM training bugs vs Bamba torch.compile/SDPA issue." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is dequantized model save failure and the other is Pipeline.save_pretrained support; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "One is a bfloat16 compilation warning, the other is a model compile failure with SDPA." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save failure and Qwen3_5 infinite-loop-on-image are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "UMT5 missing embed weights on load is unrelated to the max_shard_size question." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different concerns: PyTorch precision warning vs tie_word_embeddings warning in a separate model/config context." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-message bug is unrelated to Pipeline.save_pretrained serialization." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy-class cleanup/CI leak is unrelated to a noisy logging message." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction issue are not the same underlying defect." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron Flash Attention support error is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder behavior is unrelated to a logging complaint." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support error and Python version compatibility failure are different issues." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 training breakage is not the same as a dtype/transpose bug in deepseek-v4." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to importing Trainer being affected by datasets." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend-specific attention scaling bug is different from AttentionInterface.register changing function behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init restriction and Trainer import conflict are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained moe and Qwen3.5 Moe from_pretrained error concern different code paths." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling being ignored is unrelated to the degenerate zero-loss classification bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state placement bug is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "PyTorch precision warning and compiled flex_attention failure are different issues." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to a Trainer import conflict involving datasets." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to a bfloat16 compile warning." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "is_offline_mode import failure and Qwen2_5_VLForConditionalGeneration import failure are different missing-symbol problems." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "layer_type_validation import breakage is unrelated to local_files_only still making API requests." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "OpenAI-compatible chat endpoint request handling and Qwen2_5_VLProcessor batched chat-template crash are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "auto_mappings CI breakage from removed configs is unrelated to a noisy logging message." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "General transformers 5.0/Qwen3-VL-Moe bug and fp8 inference support request are not the same bug." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "from_pretrained selecting the wrong custom module after save_pretrained is unrelated to the deepseek dtype/transpose bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 51, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45375", + "issue:45561", + "issue:45593", + "issue:45850", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46365" + ], + "soft_pairs": [ + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:44483|issue:45290", + "issue:42994|issue:44655", + "issue:36683|issue:43475", + "issue:43756|issue:44485", + "issue:42898|issue:43066", + "issue:44625|issue:46365", + "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:43352|issue:45593", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43010|issue:45850" + ], + "prepared_review_unit_hash": "bd27a9955c029c1bd9eb899d87a35a7390dcbd4ab1869d372e32963dbbd86768", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36938, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose Transformers v5 regression cluster, but the items span many unrelated models and code paths. The soft edges mostly reflect superficial similarity (imports, save/load, configs, attention outputs) rather than true duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest concrete umbrella in the set: it explicitly reports widespread import failures after upgrading to v5.5.0, making it the best representative triage anchor, though it still does not cover the model-specific bugs here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different bugs: CLIP output attentions missing vs GPT2 attention scaling ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP output regressions, but one is missing attentions and the other missing hidden_states; not enough evidence of one shared bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading failure and a generic state_dict-sorting load error are different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat-completions request validation and apply_chat_template tool-call crashes are distinct layers of the stack." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized checkpoint saving and saving Pipeline objects are different serialization problems." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Unrelated model attribute bugs: Gemma3 vocab_size vs Sam3VisionEncoderOutput fpn_position_embeddings." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation bugs." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cleanup behavior change and wrong tokenizer decoder type are separate regression reports." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import failure via datasets are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize behavior and Gemma4 attention-mask construction are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages: GenerationMixin vs is_offline_mode." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention 2 support gating and invalid GenerationConfig are unrelated failures." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix loading regression and Pipeline.save_pretrained failure are different serialization/load issues." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline save_pretrained and quantized-model roundtrip after save/load are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different problems in different subsystems: config attribute missing vs optimizer args ignored." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A generic state_dict ordering load error is not the same as Qwen3.5's incorrect saved checkpoint regression." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility issues, but for different Python releases and failure modes." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention are separate features/bugs." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask logic and LlamaConfig head_dim validation do not share the same underlying change." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different config-attribute omissions in different models; no shared code-path evidence." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output field regression and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different missing/propagation config fields in different model families." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is missing embed_tokens.weight in UMT5Encoder and the other is a MoE from_pretrained error." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption and a typo in cache strategies are completely different issues." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad semantics and broad post-upgrade import failures are not the same code path." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer SGD args not being used is unrelated to Trainer import failing because of datasets." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled .py file execution errors and Python 3.13 torch.jit.script parsing/IndentationError are different failures." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Model load failure from sorted state_dict is not the same as a missing vision-config field being dropped." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Different regressions: Python 3.14 import/load failure vs v5.4 PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict ordering load issues and Gemma pipeline roundtrip failure on \u2581 are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "A config attribute regression and a distributed optimizer-state bug do not share a concrete code path." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Flaky tests due to missing set_seed and xdist race on captured_info.txt are separate testing issues." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache-update bug and a vague broad complaint that v5 breaks many models are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 52, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44857", + "issue:44961", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132", + "issue:46285", + "issue:46617" + ], + "soft_pairs": [ + "issue:41669|issue:44246", + "issue:36296|issue:43575", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44387|issue:44556", + "issue:43723|issue:44556", + "issue:43874|issue:46617", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:43824|issue:46617", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:30990|issue:31795", + "issue:43299|issue:44556" + ], + "prepared_review_unit_hash": "8885489afd73d90ef63cdd9f6b419504cccd60fded6100600f55ceb67005417c", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37159, + "estimated_input_tokens": 9290, + "estimated_eval_tokens": 18836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set; the only strong duplicate-looking pair is the import-time slowdown report. No pull requests are present.", + "confidence": 0.83, + "canonical_issue_reason": "issue:41669 is the clearest duplicate target: it states the root symptom (slow `import transformers`) and has the broadest, most actionable description of the import-time regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best representative issue overall because it captures the broad performance regression that another report directly points to.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying problem: both report slow `import transformers`; 41669 already identifies the likely cause in model imports." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is a specific load-time OOM for Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs and code paths: sorted state_dict load failure vs incorrect visual encoder keys saved by Qwen3.5 `save_pretrained`." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Same API (`from_pretrained`) but different models and symptoms; no evidence they stem from the same root cause." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated: cache/update no_grad behavior versus a Python version compatibility issue." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different subsystems and failures: CLIP output attentions assignment vs `patchtsmixer` post-init validation." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for missing PyTorch dependency is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP internals, but one is about attentions not being assigned and the other is a structure inconsistency between CLIP text models." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different models and failures: CLIP attentions bug vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different code paths and symptoms; DSA indexer ReLU discussion is not the same as DeepSeekV3 MoE divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test-seed flakiness in SAM HQ is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "One is network access despite `local_files_only=True`; the other is a tokenizer `AddedToken` argument error." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test issues, but they concern different models and failure modes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SAM HQ seed flakiness is unrelated to auto-mapping references to removed configs." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different regressions: int4 CUDA memory OOM vs inability to reload old checkpoints after upgrade." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload incompatibility are distinct problems." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper in GLM46V is unrelated to cache loading FileNotFoundError for trust_remote_code models." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different issues: FP8 `save_pretrained` behavior vs missing `_tp_plan` for tensor parallelism." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Serving KV-cache continuation crash is not the same bug as loading a remote-code model from cache." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different model components and bug types; no shared underlying change." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` command is unrelated to attention registration behavior changes." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Different areas: offline loading bug versus GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Both are load-time import failures, but one is a missing top-level symbol and the other is a cache/remote-code file lookup error." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but one is specifically missing `_tp_plan` and the other is a broad `from_pretrained` error; not enough evidence of the same concrete bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors are unrelated to the reported 10x slowdown after upgrading from 4.57.3 to 5.3.0." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different exported symbols and likely different regressions." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow job reporting on failure is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and missing vision config field are distinct Qwen3.5 issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both are generation-related, but they target different logic paths and symptoms." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline network access bug and FP8 save_pretrained bug are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful overlap; `racoon` is not a duplicate of the local_files_only networking bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading failure and old-checkpoint reload failure are different regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The only clearly supported duplicate-looking pair is issue:41669 with issue:44246, and the false soft-edge verdicts are appropriately cautious. No pull requests are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 53, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617" + ], + "soft_pairs": [ + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:36296|issue:43901", + "issue:41628|issue:42548", + "issue:36296|issue:43526", + "issue:43475|issue:46617", + "issue:44315|issue:46209", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850" + ], + "prepared_review_unit_hash": "8ddd5533cee53e0be36b6d897a8168c95aab222d2128af81652b7b057624d53c", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 36580, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues. I rejected all soft pairs as non-duplicates, and the best representative issue is the broad v5 breakage report.", + "confidence": 0.36, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella report in the set, covering general v5 regressions affecting many models, whereas the other issues are narrower import, model-specific, docs, or tooling bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the most suitable cluster representative because it captures the common high-level theme of widespread v5 breakage without overfitting to one model or subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs about pipeline removals and a generic 'racoon' issue are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training bugs." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file loading errors and PretrainedConfig type-checking regressions are different failures." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors are unrelated to pipeline save_pretrained behavior." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading are different model-loading problems." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "A missing huggingface_hub import and the transformers env command are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type checking do not share the same code path." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with model_init is unrelated to the DSA indexer ReLU discussion." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The env command issue is unrelated to the Qwen2.5-VL import error." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Confusing forward docs and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "These are different topics: a placeholder issue and a Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different import/load issues." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the 'racoon' issue." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are not the same underlying bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and the 'racoon' issue are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained behavior and FP8 inference support for Qwen3-VL-Moe are related by theme but not the same concrete bug." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Missing kwargs passthrough and not using the attention interface are adjacent RoFormer issues, but not the same fix." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bugs and docs about return_all_scores are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are separate API export issues." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are different subsystems." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 video attribute errors and trust_remote_code cache loading errors are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application with model_init and FP8 inference on B200 are different model/runtime problems." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5-35B chat crash is not the same as a broad 'many models break' report." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "GenerationMixin cache missing during chunked_prefill and a typo in cache strategies are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files and a generic bug report are not duplicates." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problems and an undefined tf backend error are different failures." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and missing tensor-parallel plan for Qwen3_5Moe are different issues." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box hallucinations and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading and unsafe sys.modules access are separate implementation bugs." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Bounding-box output errors and infinite-loop behavior on a specific image are different Qwen3-VL failures." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload failures after upgrading to v5.2/v5.3 are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is a narrow model-specific bug, not the broad v5 regression report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 54, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44230|issue:46095", + "issue:43572|issue:45850", + "issue:45278|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44246|issue:44273", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:46018|issue:46172", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:45850|issue:46218" + ], + "prepared_review_unit_hash": "7f2a3ee970cdada93863f6f6430ed89ac8a1e3900f09c1ad4aae70a7a7e90766", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 40255, + "estimated_input_tokens": 10064, + "estimated_eval_tokens": 20384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers bug reports, but many revolve around v5-era loading/import regressions. Only the lazy-loading/import slowness pair looks like a likely duplicate; the rest are too specific or unrelated.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45850 is the broadest representative of the repeated v5 breakage reports and best captures the cluster\u2019s dominant theme, even though it is vague.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best cluster anchor because it summarizes the common pattern of widespread model-loading regressions after v5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Both are import-related, but one is import-time cost from model imports and the other is a chunked_prefill cache regression; not the same bug." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 checkpoint loading failures, but they describe different concrete failure modes and code paths." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "One is fp8 inference support, the other asks for a weight conversion script; not the same issue." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A specific missing config field is not the same as a broad complaint about many models breaking in v5." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "This is a general upgrade/import regression report, but it is not the same concrete bug as the broad v5 breakage complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the broad v5 model-breakage report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import slowness from star imports is not the same as a module import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type mismatch warning and Liger kernel application are different problems." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention support for Nemotron and Qwen3-VL bbox issues are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Both point to the same import/lazy-loading regression: slow or problematic importing of transformers due to lazy loading behavior." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL bbox output are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler argument handling and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer-reading bug is too specific to merge with a generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to a generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-time slowdown from star imports and an AttributeError on HybridCache import are different failures." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import performance and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python support breakage and broad v5 model breakage overlap only at a high level, not as the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen/vision problems with different symptoms and code paths." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility and module import failure are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init support and list handling in tied weights are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() and scheduler kwargs are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel application with model_init and flash_attention_3 training degeneration are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading/import behavior are not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained and tied-weight-key handling are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report and a specific Qwen3.5 MoE from_pretrained error are not the same issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy-loading/import issues and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and Qwen3_5 module import failure are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-time slowdown from star imports and VRAM leak in dataloader threads are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating behavior and a comb dtype/transpose bug are different issues." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion and Llama 3.2 Vision model loading failure are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-doc confusion are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different bug types." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings and VRAM leak are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage and a specific Qwen3_5 import failure overlap only at a very high level; not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The cluster anchor choice is conservative and supported by the packet, and the summary does not overclaim beyond the evidence. The single accepted soft-edge pair (import slowness / lazy loading) is plausible, while the rejected pairs are framed cautiously and mostly reflect genuinely different bug types or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 55, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "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: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:46218" + ], + "soft_pairs": [ + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43298|issue:46095", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "7903515f6210906f1edbc7d775a2b7baed6ae1e2acd5049580230fcf47c3d451", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889318, + "estimated_input_tokens": 222330, + "estimated_eval_tokens": 444916 + }, + "budget": { + "node_count": 41, + "item_count": 41, + "soft_pair_count": 37, + "serialized_chars": 33966, + "estimated_input_tokens": 8492, + "estimated_eval_tokens": 17240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of unrelated issues, with a few superficial theme overlaps around tokenizer/v5 regressions and model-specific loading bugs, but no soft pair looks like a true duplicate underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43240 is the most concrete and actionable bug report in the set: it describes a specific failing code path (kwargs not reaching loss calculation) and has inbound references, making it a better anchor than broader or more speculative reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43240 is the strongest standalone issue for triage because it is precise, reproducible, and clearly scoped to one code path; many others are either model-specific edge cases or broad version-regression complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Different symptoms and subsystems: local_files_only network access vs Qwen3VL timestamp math." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp calculation and processor.save_pretrained file emission are unrelated bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp handling is unrelated to VRAM leakage across dataloader threads." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different models and code paths: GLM MoE indexer split logic vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support is not the same as a DeepSeek-V4 weight conversion script question." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in suno/bark-small is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm rms_norm_eps precision issue is a different model bug from Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Import errors for HybridCache and Qwen3_5ForCausalLM are separate missing-symbol/model-import issues." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for Nemotron is unrelated to importing Qwen3_5ForCausalLM." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer/v5 behavior, but one is a broad behavior regression and the other is a specific decoder-type mismatch; not enough to call the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to the generic 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the unrelated 'Unemployment' report." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment is unrelated to the unrelated 'Unemployment' report." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A nonsense title and a broad '5.0 breaks too many models' complaint are not the same concrete bug." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to the unrelated 'Unemployment' report." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "A tied-weights AttributeError and a chat-template crash with tool calls are distinct failures." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to _get_tied_weight_keys crashing on list-valued keys." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is unrelated to the layer_type_validation import error." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key handling." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support for qwen3-vl/qwen3.5 moe is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading speed and tensor parallel training are different problems." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and a Qwen3.5 MoE from_pretrained error are different issues." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Loading slowness and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio-model continuous batching support and FP8 model support are unrelated feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior is unrelated to RoFormer attention-interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT type-hint issue is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value behavior is unrelated to loss kwargs propagation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention-interface usage are unrelated code paths." + }, + { + "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 ignore_value handling is unrelated to RoFormer attention-interface usage." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former ignore_value behavior is unrelated to a quantization-operation typo." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation is unrelated to a ModernBERT type-hint typo." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint issue and a quantization typo are different bugs." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4TextL2Norm semantics is unrelated to ModernBERT norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value behavior is unrelated to ModernBERT norm_eps typing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "6f33204ed8e49a861d0be855869a8ba56399f02378bcb2ec484ead6ce20b1d4f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are unrelated feature requests in different areas (tokenizer truncation, learning-rate scheduling, and Wav2Vec2 word offsets). They do not look like duplicates of one another, so this cluster should not be merged into a single canonical issue.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different requests: truncation behavior in tokenization vs. Wav2Vec2 word boundary timing. No shared underlying bug or fix." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated topics: tokenizer truncation direction vs. ReduceLROnPlateau-like scheduler behavior." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler feature request and Wav2Vec2 offset extraction are distinct areas with no common 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": 3, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "fcca4c61fe6fd32e00a433b6b2d80ff77d73e3b05d92eb819bef837498c656e7", + "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": "These issues are not true duplicates as a group: #13244 is about Tapas tokenization behavior and is unrelated to model loading, while #15980 and #16618 both mention model-loading/download failures but appear to describe different failure modes. The safest representative issue is #16618 because it is the broadest/generalized report and has the most discussion.", + "confidence": 0.83, + "canonical_issue_reason": "#16618 is the broadest issue in the set and has the highest discussion activity, so it best represents the cluster if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best issue to keep as the representative ticket because its title is the most general and most likely to capture the common user-facing symptom in this weakly related set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: Tapas tokenization vs. model loading for bert-base-uncased. No evidence they share the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both concern model loading/download errors, but #15980 is specifically a private-model authentication/error-message issue, while #16618 is a generic loading failure. Not clearly the same code-path bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "0f634109e2014c1a60dbadcdbf22ae6aac0a8f97d48ca4bfe59d477ea95c127a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about adding Flash Attention 2 support for more architectures, the other about adding GGUF support for more architectures. They are both broad community-contribution feature requests, but they target different capabilities and code paths.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #26350 is the better canonical issue because it is older and has substantially more discussion/activity, making it the more established tracking thread for its specific feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the best issue candidate overall for the same reason: it is the more active and mature thread, but only for the Flash Attention 2 request, not as a duplicate of #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Same broad theme of community contributions, but they request different features for different backend support areas (Flash Attention 2 vs GGUF). 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": 5, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "f4a180012aff0e267e95799340a34e866fa81e73e4db836945158123760cbc18", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of separate i18n translation-request issues for different languages, with one clear exact duplicate pair in Thai. Most soft-similarity edges are only template/title overlap and should not be merged.", + "confidence": 0.79, + "canonical_issue_reason": "issue:46222 is the best canonical issue because it is the earliest of the exact duplicate Thai translation-request pair and cleanly represents that duplicated request.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46222 is the strongest issue representative in the cluster: it is an exact duplicate candidate with 46226, while the other items are only loosely similar i18n translation requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation request entries; similarity is only from the shared i18n docs template, not the same underlying language/task." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same broad translation-template pattern, but no evidence they refer to the same language or request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Only template-level similarity; this appears to be a separate localization request." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "These are translation requests for different languages, so they are not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target language (Turkish vs Spanish); same subsystem, but not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Shared i18n translation framing only; no sign of the same concrete request." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Generic template similarity is not enough to treat these as the same issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language translation request; not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Only broad localization overlap; insufficient evidence of duplication." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Template/title similarity only; likely separate translation requests." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Same i18n docs pattern, but no proof they are the same request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "No concrete evidence of duplication beyond a generic template." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language/issue content; not the same request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/issue content; not the same request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Placeholder-like titles are highly similar, but there is no concrete evidence they are the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "High template similarity only; could easily be separate translation tasks." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "No evidence beyond generic i18n translation wording." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "No evidence beyond generic i18n translation wording." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same template and similar metadata, but not enough to conclude the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic similarity only; not clearly the same request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic similarity only; not clearly the same request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic similarity only; not clearly the same request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic similarity only; not clearly the same request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same exact title and matching body size strongly indicate the same Thai translation request duplicated twice." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The Thai pair 46222/46226 is the only clearly supported duplicate candidate, while the other edges are reasonably rejected as template-level i18n similarity without enough evidence of a shared underlying request. The canonical choice of the earlier Thai issue is also justified." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "2f8a36b4f166c6e171e25b94ab815d07c582f04944a7a7fc3378ba2c0a05a7d0", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21662, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21662, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of model-request issues for different architectures and modalities (BERT-like, vision, audio, OCR, TTS/ASR, etc.). They share a broad \u201cadd model support\u201d pattern, but they are not duplicates of the same underlying request.", + "confidence": 0.94, + "canonical_issue_reason": "Best representative issue is #42738 because it is the broadest architectural request in the set (\u201cBERT-like models with RoPE\u201d) and most cleanly reflects the general model-support theme.", + "canonical_pr_reason": null, + "best_issue_reason": "#42738 is the best global issue representative since it is the most general, cluster-like request rather than a single narrowly scoped model addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert configuration and Qwen3-TTS support are different models and different modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are unrelated architectures." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct detection/vision model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer support are not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR target different model types and code paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct requested models." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model additions, not the same underlying request." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are unrelated." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are not the same model or code change." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE are related only loosely, not duplicates." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS and ASR support for Qwen3 are related by family but not the same underlying request." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models and implementations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and a weight-sparse transformer request are different code paths." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio model additions." + }, + { + "left": "issue:43837", + "right": "issue:44205", + "accept": false, + "reason": "Qwen3-ASR and SAM3-LiteText are different tasks and architectures." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct speech/audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and weight-sparse transformer support are unrelated changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "aa0d610f4d2503333ba5d8d86c99d54b77de87b9d0b71aa8dcd6be4c1a184e2e", + "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 not duplicates: one is a docs request about adding Pruna, the other is a Vision RoPE refactor. The only link is weak topical similarity, not the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: these are unrelated topics, so neither should serve as the cluster's representative duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global best for this cluster because they do not describe the same bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Reject: the titles and contexts are unrelated (documentation/integration request vs model architecture refactor), so this is not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "6aafdcfcca6c5486bc7d3e804cd180b8b537166312b09ca9b63aabf7987fe433", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated feature requests: one asks for set block decoding, the other for DeepSeek v3.2 support. There is no duplicate relationship.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the titles and problem statements refer to different features and different workstreams.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for a duplicate cluster here; both are standalone requests, not the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests: block decoding behavior vs model/version 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": 9, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "a7da9882ef1ef1ba075c98052fde3e42f90398b6557664c4b1f63bd093d0dbd0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern Trainer customization, but they address different problems: one is about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers. They are related in theme, not the same underlying bug.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #43598 is the more direct and general Trainer customization concern; it better represents the shared theme if these were grouped.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the stronger tracking issue because it targets a concrete Trainer configurability behavior rather than a secondary metric-estimation effect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "The titles and descriptions point to different failures: unused-column removal customizability vs FLOPs estimation for custom trainers. Shared Trainer context is not enough to treat them 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": 10, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "4a2e09b63ff10d5b9d1ce94c62eebfc4031b268c64cdabacb920314e0ba76ae1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are related only at a very high level (auto-class support for Qwen models) but they target different model families and different registration paths, so they are not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43684 is the more general request: it asks for model registration in core auto classes, whereas 44405 is a narrower, task-specific addition for sequence classification on Qwen3.5.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the best representative issue because it covers the broader auto-model registration problem and is more likely to subsume related follow-up requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni auto registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Different model/config targets and different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "1c0a0df4ea2839d6a2308ccce5bc902c3b40a55ccc6280083c3791e014d521a6", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues titled \"huggingface \" look like the same duplicate report; \"Fett\" appears unrelated. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43845 is the earliest and most representative of the identical-title \"huggingface \" cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 best fits as the cluster representative because it is an early, clear duplicate target with the same title as the other matching issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete evidence of the same underlying issue; similarity is too weak." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence they report the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Only weak textual overlap; no sign of the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Identical titles and very similar issue shape suggest the same report duplicated." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and highly similar sparse content indicate the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and similar minimal content make these look like duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:43845 is the earliest of the identical-title 'huggingface ' issues, issue:43835 is clearly different, and no PRs are present. The soft-edge verdicts are conservative enough given the title/body signals available." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "e861051e5dfa36ddaaddaf76b0a151e96eff8913d76374eac543a6634d38f797", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like unrelated low-information/spam issues rather than a real duplicate set. No pair has enough shared substance to justify merging.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 44418 is the most meaningful-looking item by title ('Documentation Enhancement Suggestion'); the others are clearly spam-like or similarly content-free.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the best representative only because it is the least spam-like, but the record is far too thin to treat as a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled '' with no body detail; identical placeholder titles are not enough to infer the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders and provide no concrete bug/change description to match." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam, the other is a generic documentation suggestion; no evidence they describe the same problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' are unrelated titles with no shared technical context." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same underlying item as a spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete overlap beyond low-quality metadata; insufficient to treat as duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are '' placeholders, but there is no actual issue content linking them to the same underlying bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated 'Google LLC' title; no shared issue semantics." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete shared bug/change evidence; the titles 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": 13, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "b552f9f2eb6206e063144c14bbdf6f19dcc15945163ecf8d495625c9abd40cbf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The pair is duplicate-like: same title and similar metadata, but the packet only shows soft similarity and no stronger linking evidence, so I would treat them as likely related rather than definitively the same issue. #45145 remains the best canonical issue because it was created first and already has an inbound reference.", + "confidence": 0.78, + "canonical_issue_reason": "#45145 is the best canonical issue because it was created earlier and already has an inbound reference; the available evidence suggests duplicate-like overlap, but not enough to claim more than a likely match.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to keep as the primary tracker because it is earlier and has the only inbound reference, making it the most established thread for follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Identical titles and a soft-similarity signal suggest overlap, but the packet lacks stronger evidence such as linked references, shared targets, or content/diff details. That is not enough to confidently say they are the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is reasonably grounded: the titles are identical, #45145 is earlier, and it has an inbound reference. However, the summary and soft-edge verdict overstate the evidence by calling them \"near-exact duplicates\" / \"same underlying issue\" / \"no meaningful differences\" when the packet only provides metadata and a soft_similarity signal (Jaccard 0.63) with deterministic_accept=false. A more conservative reading would be that they are likely related or duplicate-like, not definitively the same issue." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "35fe6b8a2f44c8a85b760edf9129a1dc58a19a3683cd5362da1d5e647f1deae6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one reports a Gemma4/audio-module uint8 weight path hitting torch.finfo() in 4-bit NF4 inference, while the other reports BitsAndBytesConfig.llm_int8_skip_modules dropping the default lm_head exclusion and triggering an AssertionError. They share the broad 4-bit inference context but not the same bug or fix path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the better anchor because it describes a clearer, more general configuration-level failure mode with an explicit cause and outcome.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs and code paths: torch.finfo() on uint8 audio-module weights versus BitsAndBytesConfig skipping the default lm_head exclusion. Shared 4-bit inference context is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "0fbb0692ff191467393eb3a14e357aef844b661eb21e391db8d4a859bdfdc4ea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues look unrelated and appear to be accidental, person-name-style entries rather than the same underlying bug or change. No duplicate/canonical artifact is evident.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Titles reference different people and different dates; there is no shared bug report, code path, or problem statement tying them together." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "a2f676c17bc8860bae18f7e01874c9bdbe4adab772f1ae9f022962b8a3ffdff0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated low-information tickets with different names and dates; there is no evidence they describe the same bug or task.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue contains actionable bug/task details, so there is no strong canonical issue; if one must be chosen, issue #45764 is as good a representative as #45765 due to no distinguishing technical content.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45764 is marginally preferable only because it appears first and is equally non-technical; there is no substantive basis to prefer either issue on content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are just different personal-name/date strings with no shared technical subject, code path, or reproducible problem, so they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "b5ac19473f58660fc8ee8551b4287cd41ba4b7c08ad817425678500b682c67a4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "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 Qwen3_5 token-classification/value-model feature, while the other asks for FP8 training support. There is no duplicate relationship here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature areas and code paths: model head support vs mixed-precision training support; no evidence they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "419064dfd36eaad62439e1b7bcb652697b8eff5033e3f9ed62b0f18a6dd21181", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster appears to contain two likely duplicate issue pairs (45870/45871 and 45872/45873) plus a separate financial dataset request (45869). No single canonical issue cleanly covers all three topics, but 45870 is the best anchor for the identical-title pair.", + "confidence": 0.77, + "canonical_issue_reason": "No single canonical issue for the whole cluster because it mixes two separate likely duplicate topics and a third, different request. If one representative is needed, 45870 is the best anchor for the identical-title 45870/45871 pair because it is the earlier post.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single issue to keep as the representative of the clearest duplicate pair: it is the earlier of the identical-title 45870/45871 issues. It does not represent the separate 45872/45873 pair or the unrelated 45869 post.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different request/topic: a financial data bundle versus a DataForge prediction example. They share finance language but do not look like the same issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same mismatch as 45869/45870: related theme, but the dataset bundle and the example request are not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical titles and matching body length make these look like likely duplicates, though the body text is not available here." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention finance/DataForge, but the titles describe different asks: a prediction example versus a scraping-service request. Not enough to treat as the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: thematically related, but the concrete request appears different." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Shared finance/DataForge context is not enough; the title suggests a different request, so this does not look like a duplicate." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45871/45872: similar domain, but the issue titles point to different topics." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical titles and matching body length make these look like likely duplicates, though the available evidence is limited to metadata." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall split is plausible, but several judgments are a bit too strong for the packet. In particular, 45870/45871 and 45872/45873 can be defended as likely duplicates from identical titles plus matching body lengths, but the rationale overstates this as \"essentially identical issue content\" / \"same underlying issue\" without body text. Likewise, 45869 is better described as a different request or different topic rather than conclusively unrelated. Please hedge the soft-edge verdicts more conservatively based only on the available evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "79922d215231725e648fb184f6e2e72b1c3a4352cf368a1080e31a95c5441a08", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are plausibly related because both mention static-cache failures around `linear_attention`, but the evidence is limited to title-level similarity and does not confirm a shared root cause. I would treat them as potentially related rather than duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it is broader and describes the `early_initialization` / shape-corruption failure mode without tying it to one model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest representative for the cluster since it names the affected path more directly and is less specific than the Qwen3.5 crash report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "The overlap is suggestive, but the packet only provides soft similarity and title-level alignment. That is not enough to conclude these are the same underlying bug, so I would leave this pair unmerged." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The linkage is plausible but not conservative enough for the evidence provided. The packet only shows title-level overlap and a soft-similarity signal; it does not establish that these are duplicate manifestations of the same underlying bug. Please downgrade phrasing from certainty (\u201csame underlying bug\u201d / \u201cduplicate manifestations\u201d) to a cautious \u201cmay be related\u201d or leave the pair unaccepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "d17d3623b63c980cee22268d21c479d9c26111420f79896bde30b7415bd1c9f0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The issues look like duplicates based on identical titles and strong soft-similarity signals, but the packet does not expose the body text, so the match should be stated conservatively. #46552 is the better live tracker because it is open and already has inbound references.", + "confidence": 0.92, + "canonical_issue_reason": "#46552 is open and already has inbound references, so it is the better canonical tracker for this likely duplicate issue cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue in the cluster because it is the active, open report with inbound references and the same title as #46551.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Identical titles plus the provided soft-similarity signal make this a plausible duplicate pair; however, the body text is not available here, so the match is based on title/similarity rather than confirmed identical descriptions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment is plausible, but the response overstates the evidence. The packet directly supports identical titles and strong soft-similarity, plus #46552 being open with inbound references. It does not directly show the two bodies contain the same description, so phrases like \u201csame underlying tokenizer bug description\u201d and \u201csame described bug\u201d are too strong. Please keep the verdict more conservative unless the body text is available." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "1b2bb795d2323c958a9c145736439484baa580e6a0f8f98192cf347d85b81ffa", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38088, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38088, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs; the only true duplicate-like pair is the two loss_utils fixes for `fixed_cross_entropy` kwargs. Everything else appears to be separate model additions, refactors, docs, or tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR spans the whole set. For the lone duplicate pair, PR 43251 is the better representative because it explicitly targets issue 43240 and presents the fuller `fixed_cross_entropy` fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best standalone representative in this cluster: it has the clearest problem statement, explicit issue linkage, and overlaps directly with the only accepted duplicate PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different code paths: new VideoPrism model integration vs an ExecuTorch export test. Same broad testing/modeling area is not enough for duplicate status." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer missing methods vs adding MobileLLM are unrelated model/tokenizer work; no shared underlying bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions and ExecuTorch dynamic-shape testing are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs adding a new model are different fixes in different areas." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss helper kwargs fix vs adding MobileLLM are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes address different subsystems and bugs." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export tests and Mistral4 test/integration fixes are not the same underlying change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition and `cls.config` resolution ordering are unrelated issues." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM implementation and Falcon output-interface refactor are unrelated model changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring and a model-creation skill doc are not the same code-path fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output refactor and Mistral4 test/integration fixes are separate changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs `layrnorm`\u2192`layernorm` renaming are different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and chat parsing updates do not overlap on the same concrete issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and adding a TDT loss kernel are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config-resolution ordering changes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model-specific test fix and a model-creation skill draft are not duplicates." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM and adding a model-creation skill are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same concrete bug in `fixed_cross_entropy`: exposing/passing through supported `cross_entropy` kwargs in `loss_utils.py`, and they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The only accepted duplicate-like pair is PR 43251 and PR 43254, and both modify `fixed_cross_entropy` in `loss_utils.py` to pass supported `cross_entropy` kwargs, so treating them as mergeable for the same bugfix is conservative. The remaining pairwise rejections are appropriately cautious and match the diffs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "70adbf5b553674a09bb88278aa5288951ce896ba9020c8e69317c16941b90dd0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they are not duplicates: one adds the base model, the other adds a realtime variant with additional tokenizer/generation work.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the broader foundational VibeVoice implementation and is the better canonical representative for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the most complete stand-alone implementation; PR 42781 looks like a follow-up extending the same model family rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They overlap on VibeVoice package and docs, but 42781 is a distinct realtime extension with extra acoustic tokenizer and generation changes, not the same concrete bug/change as 40546." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "be7ab77760b46e92c722250236e38e485f00f0b551879884c1b6abe3e768c84e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not look like duplicates or the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items target different models, different code paths, and different user-facing features, so there is no duplicate cluster representative here.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for this cluster because the cluster is not a single change set; if forced, 41224 is the more focused PR, but it is still unrelated to 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different features in different subsystems: TimesFM covariate forecasting vs. DINOv3 image classification. No shared bug, code path, or concrete mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "f40593cfb38addaa27618a8173ec168b4ce22e3f3528e299129a080b3e37b3c7", + "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 distinct model-addition PRs for unrelated models (DeepSeek OCR, Isaac, and Kimi2-6). They share common Transformers integration files, but the code and docs target different models and changes, so this cluster is not a duplicate set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate PR: each PR adds a different model and associated integration/tests, so they should remain separate.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR is needed, #45630 is the strongest candidate because it has the highest review activity and the broadest integration footprint, but it is still a distinct model-addition change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac) with separate model files and docs; shared auto-registry wiring is boilerplate, not the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6). They touch similar Transformers integration paths, but they implement unrelated models and cannot 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": 6, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "eb25af6d8876e606917901b3440cf47b1d406e6644e7bb885ffd1cce4e3fa14b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5933, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5933, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both refresh GitHub Actions dependencies, but they target different action families and different upgrade goals: one is specifically for Node 24 compatibility, the other is a broader latest-version sweep. They are related maintenance, not the same change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more canonical representative because it has the narrower, well-defined purpose of Node 24 compatibility and a coherent set of workflow action bumps.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative PR for this cluster because its intent is explicit and internally consistent, whereas 42976 is a broader dependency refresh with less specific scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are workflow-action upgrade PRs, but they update different actions (checkout/cache/upload-artifact vs docker/build-push-action and others) and have different stated goals. They are related maintenance, not the same underlying fix and not something that should be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562" + ], + "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", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "ace4cae9f82360e742f2558cb1d085e3c368568e6456ed3bd69b6aa921d6ac74", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17574, + "estimated_input_tokens": 4394, + "estimated_eval_tokens": 9044 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17574, + "estimated_input_tokens": 4394, + "estimated_eval_tokens": 9044 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all separate model-addition/documentation efforts that share boilerplate files, but they do not appear to fix the same underlying bug or implement the same change. The soft links are generic similarity only, not duplicate evidence.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 is the most substantial and heavily reviewed representative of the cluster, but it is still a distinct Molmo2 model-addition PR rather than a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must serve as the cluster anchor, 43451 is the strongest representative because it has the broadest implementation and the most review activity. It is not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA vs Molmo: different model families, different model directories, and different files/tests. Shared auto/docs plumbing is just standard model-registration boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model additions; they do not target the same code-path problem or change set." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are separate model implementations with no concrete shared bug/change beyond generic Transformers registration files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model releases with separate implementation directories and tests; this is not the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions. Similar auto/docs edits are not enough to treat them as duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM address different models and different codepaths; the overlap is only in shared model-registration scaffolding." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are separate model additions with different architectures, files, and tests, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579" + ], + "prepared_review_unit_hash": "3ee0927bf723f019e970eeefbb9554f12628544c414bb9c1c16c95bbb0061c28", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23154, + "estimated_input_tokens": 5789, + "estimated_eval_tokens": 11834 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23154, + "estimated_input_tokens": 5789, + "estimated_eval_tokens": 11834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a bundle of unrelated pull requests that only share superficial similarity signals. The apparent overlaps are mostly broad wording like \u201cfix\u201d or \u201ctypos,\u201d plus shared subsystems such as generation/modeling, but the concrete code paths and bugs are different.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out: the PRs cover distinct changes (Whisper decoding/tests, backward-compatibility for tie_weights, FP8 dequantization, doctest cleanup, generation validation, CI memory handling, and typo fixes).", + "best_issue_reason": null, + "best_pr_reason": "If one PR must anchor the cluster, 46579 is the broadest/general cleanup PR, but it is still not a duplicate of the others and should not subsume them.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper decoding/tests vs. CLIP/ViT test edits are unrelated; same broad label of \u201cfix\u201d is not enough." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer decode logic and FP8 dequantization/model loading are different bug classes and code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test fixes and generation/watermarking validation changes do not target the same underlying issue." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compatibility shim for tie_weights is unrelated to a broad typo cleanup PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Placeholder test assertions in CLIP/ViT are not the same change as CI memory limiting and Phimoe integration-test setup." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-file edits in image models do not fix the FP8 dequant/model-loading problem." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "These touch different model tests and a different generation/configuration bug; not the same concrete fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Synthetic test failures in CLIP/ViT are not the same as repository-wide typo corrections." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/model-loading work and Phimoe CI memory handling are unrelated changes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Although both touch generation/modeling-related files, they address different concrete bugs and should not be merged as one PR." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "FP8 dequantization fixes are not the same underlying change as typo cleanup across many files." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest formatting/documentation updates do not duplicate broad code-typo fixes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation validation/Whisper changes are unrelated to CI CPU-memory limiting and Phimoe test stabilization." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "A generation-config bug fix is not the same as a wide typo-only cleanup 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": 9, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "576d3d7641d514945d5260e10a7b1c65077a4f673808f19a6c4fee824fb498c3", + "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": "Two open '[don't merge]' PRs were soft-linked only by a shared Vit test file, but they change different parts of the repo and address different concerns: one is a packaging/version-bump/bot-format check, the other is a broader workflow/notification/test-infrastructure diff.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: they do not look like the same underlying fix/change. PR 43488 is a small repo-bot/version-format check with setup.py and dependency-table edits, while PR 43532 rewrites CI/workflow and related test/notification code; the only overlap is a shared Vit test filename." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "66ac09db38acd104027e90e6704ca06b3b02ac7fd7eba9731333998f447c3772", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closely related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share docs and pipeline plumbing, but target different tasks, different classes, and different model/test coverage.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are separate feature additions for different segmentation tasks, so they should not be deduplicated into one change.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR is needed, #43613 is slightly broader and more infrastructure-heavy, but it still addresses a different feature than #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Related theme only, not the same change: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation with different pipeline classes, task docs, and model/test files. They do not look mergeable into one PR or the same code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "d1db55dd9b1e2aba103a4fc2c05ecbadad2b73c06d4976b4ca306b491d698bd7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs edit `src/transformers/trainer.py`, but they address different trainer behaviors: 43651 changes gradient-accumulation loss scaling, while 43663 extracts signature-column filtering into an overrideable method. They are related by file/subsystem, not by the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the changes are about different code paths and different extensibility points in `Trainer`, so they should not be collapsed together as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the more central standalone change by activity and behavioral impact, but it is still not a duplicate of 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different fixes: 43651 adjusts loss scaling during training, while 43663 refactors how input columns are derived from the model signature. Same file, different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "2cfc68f901dcce7ac9b77612a66c1e1ea5553f87b96f11ee3680121135186094", + "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 open PRs touch the same CLI file but address different typing/runtime problems: one is a broader annotation cleanup, the other is a targeted fix for TypeAdapter when pydantic is absent. They should not be deduplicated.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the better representative because it directly fixes the reported TypeAdapter NameError with a minimal, concrete change and clear issue linkage.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the strongest standalone candidate for merge because it addresses a specific runtime failure path in the CLI and is narrowly scoped.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch src/transformers/cli/serve.py, but 43656 is a broader typing/annotation cleanup while 43842 specifically fixes the TypeAdapter NameError when pydantic is not installed. They are related, not the same underlying bug, and would not naturally collapse into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request: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:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "3e24bec631f93882e5f077321cf70a56757c7709ab39a308aa2b5f26a5abeec9", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84899, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75095, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly an umbrella of model-by-model refactors for standardized output tracing, not one single bug. The only strong duplicates are within the GPT-Neo and GPT-J/CodeGen subthreads; most other soft edges are just thematically similar refactors across different architectures.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43979 is the common umbrella tracker for the standardized output-tracing migration referenced by the PRs, so it best represents the cluster\u2019s shared intent.", + "canonical_pr_reason": "PR 44722 is the clearest representative of the most concrete overlapping duplicate set: it targets the GPT-J/CodeGen output-tracing refactor with the same issue target and a broader, later implementation than the narrower GPT-J variants.", + "best_issue_reason": "43979 is the only clear shared tracking issue and matches the cluster\u2019s common theme, making it the best global issue anchor.", + "best_pr_reason": "44722 is the best global PR anchor because it is a substantial, concrete implementation of the output-tracing refactor and overlaps closely with the other GPT-J/CodeGen candidates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same tracing theme is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "FNet/CVT versus DeBERTa are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same code path; 44085 looks like a narrower/renamed variant of 44066." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet and EfficientNet are separate model refactors, not one shared fix." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing is unrelated to the GPT-J/CodeGen refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model paths; only the refactor pattern is shared." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa_v2 are different concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; same infrastructure theme, different bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing in the same file and are highly overlapping implementations of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different models and different concrete code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor does not overlap the GPT-J/CodeGen change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are separate model-specific refactors." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo versus ResNet; shared pattern only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo does not share the same code path as GPT-J/CodeGen." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model-specific refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are distinct refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different model-specific changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT versus Flaubert/XLM; same theme only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 output tracing is a separate model refactor from GPT-J/CodeGen." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44722", + "accept": false, + "reason": "VisualBert and GPT-J/CodeGen are different model-specific refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR do not share the same underlying bug/change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are separate model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are separate model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model-specific refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated concrete refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are separate model-specific changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are unrelated refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 do not share the same underlying bug/change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44071", + "accept": false, + "reason": "MPNet and MPT are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are different concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and Segformer are different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are separate changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model-specific refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa_v2 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa_v2 and TextNet are different model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the broader later version of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both hit the same GPT-J output-tracing path, and 44722 is a broader implementation of that same refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and ResNet are separate model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa_v2 and SpeechT5 are different model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa_v2 and VITS are unrelated refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issue 43979 is the only clear umbrella tracker, and 44722 is a reasonable canonical PR anchor because it is a later, broader GPT-J/CodeGen implementation that overlaps the same file set and issue. The soft-edge verdicts are mostly conservative, and the accepted pairs (GPT-Neo and GPT-J/CodeGen variants) do look mergeable as the same standardized output-tracing bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 36, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "8008abb817f7c29fc1fa69a6a9923bdfb0b1d54d6e43e9f71830298eb1e949e8", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84899, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "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 separate model-by-model refactors to standardized output tracing/capture_outputs, not the same underlying bug or code change. They share a migration theme, but each PR touches a different model implementation and would not plausibly be merged as one fix.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it explicitly targets standardized output tracing, adds capture_outputs/can_return_tuple wiring, and has a broad model refactor scope with the same migration pattern seen elsewhere in the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best single representative because its title and diff clearly describe the standardized output-tracing migration theme without being narrowly tied to a test or a side change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing migrations, but for different models (FocalNet vs ImageGPT) with different code paths; this is a shared pattern, not the same fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are distinct model implementations; these PRs refactor similar output capture logic but do not address one common bug or change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate model-specific refactors. The similarity is only the standardized tracing mechanism, not a shared concrete defect." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different forward/output plumbing; too broad a thematic match to count as the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated code paths. Both migrate output handling, but they are not the same bug or mergeable PR." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 target different architectures and output semantics; the explicit issue link on SpeechT5 does not make this a duplicate of SqueezeBert." + } + ] + }, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "a81c432593e4536e14b156a403ee598a971562571c7435905e43ab0948cec9d8", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are separate model-specific refactors around output tracing, not the same underlying bug/change. They share a theme and similar helper usage, but the touched code paths are different enough that none should be merged as duplicates. PR 44003 is the broadest representative, but it is still not a duplicate of the others.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for deduplication: these are independent per-model refactors across different architectures. If one must represent the cluster, 44003 is the broadest because it spans both Mamba and FalconMamba and introduces the shared output-capturing plumbing.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the best cluster representative because it is the most comprehensive example of the shared output-tracing refactor pattern, but it still addresses a distinct code path from the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and code paths (timm_backbone vs upernet); same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures (timm_backbone vs vision_text_dual_encoder); not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "timm_backbone and univnet are unrelated model paths; only the output-tracing pattern matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems (timm_backbone vs mamba/falcon_mamba); not mergeable as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model families (timm_backbone vs rwkv); similar refactor idea, different code change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model implementations; same generic refactor only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "MobileNetV1 vs UperNet are different code paths and different model tasks." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and DepthAnything are separate vision models; not the same concrete bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families (mobilenet_v1 vs vision_encoder_decoder); no shared code path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and speech_encoder_decoder are unrelated; only broad output-refactor similarity." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "vision_text_dual_encoder and univnet have different forward paths and outputs." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "vision_text_dual_encoder vs upernet are distinct model stacks; not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "CLIP-style dual encoder and Mamba/FalconMamba are different code paths; not one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different vision models with different forward signatures; not a duplicate change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated architectures; same refactor motif only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet audio model vs Mamba language model; no shared concrete bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet and DepthAnything are different model families and code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet segmentation and RWKV language modeling are unrelated changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet and Mamba/FalconMamba are different subsystems; not mergeable as one PR." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba versus SuperPoint are unrelated model implementations." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/FalconMamba refactor and CodeGen refactor are separate code paths, even if both alter output handling." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and codegen are entirely different subsystems; same theme only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated architectures and output contracts." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen touch different tasks and model flows; not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "vision_text_dual_encoder and codegen do not share a concrete code path." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are different vision model families; not a duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything and SpeechEncoderDecoder are separate code paths and tasks." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are unrelated vision models; same refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV are different model families with different forward logic." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are separate encoder stacks; not the same underlying change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are distinct wrapper models, not one concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint are separate model implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are different model families with different output handling." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated tasks and forward paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder and RWKV are different model families; not the same change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are distinct encoder/decoder code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated architectures; only generic refactor similarity." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are different models and tasks; not a shared bug." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR have different forward contracts and 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": 16, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "2e46b642fb61ef9c853171bdcd1fb238c4dcbe9024748606aa1dba79cef0231a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6549, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6549, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs that only overlap on shared Transformers integration files and docs plumbing. They do not look like duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the better representative PR because it is explicitly tied to issue 45027 and is a focused implementation for one model release; PR 44662 is a separate PenguinVL model addition.", + "best_issue_reason": null, + "best_pr_reason": "45401 is the most canonical-looking PR in this cluster due to its explicit issue linkage and narrower scope, but it is still not a duplicate of 44662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and code paths: PenguinVL vs Voxtral TTS. Shared auto-registration/docs files are incidental and not enough to indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "7502af51cf28f80a04088ded2e2d75ec90cac8735ffc62b5fc2c392b591b113c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related fusion-feature PRs, but they are not the same underlying change: #44979 introduces a new module-fusion API and tests, while #45363 wires a specific KernelConfig-based n-to-1 kernel fusion path through model loading and integrations.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the cleaner umbrella PR: it adds the core fusion abstraction itself in one place, whereas #45363 is a more specific downstream integration/example built around a particular KernelConfig workflow.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best representative of the cluster because it is the foundational, reusable API change with a focused code surface and tests; #45363 is narrower and draft-oriented.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Do not merge: #44979 defines a generic module-fusion API, while #45363 adds a separate KernelConfig-driven n-to-1 fusion integration path. They share a theme but not the same concrete code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "ef6c875e6e548c578bc3ff44c3e60929e778ca961484d1db4cb771c94715aadf", + "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": "Two PRs implement the same Mistral pre-tokenizer fix for the same issue, with 45317 appearing to be the fuller follow-up version that includes tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45317 is the better canonical PR: it targets the same issue as 45086, carries the same code fix, and adds test coverage/context, making it the more complete representative.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45317 is the best PR candidate because it fixes the same concrete AttributeError in the same code path and is the more complete patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same file-level fix for _patch_mistral_regex; 45317 is a direct superset/follow-up of 45086 rather than a different change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-4", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46332", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565", + "pull_request:46332|pull_request:46565" + ], + "prepared_review_unit_hash": "a5d604de7508cf197ef400f9b0e285dba19828f3882a4a0565fa80a71f4cf65e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13473, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13473, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are Nemotron-related, but they target different model variants and different kinds of changes: NemotronH refactoring/conversion, NemotronH model split/refactor, Nemotron ASR streaming, and Nemotron 3.5 ASR streaming. They share subsystems and filenames, but not the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broadest and most central Nemotron model-family refactor in the set, covering the major NemotronH split and model wiring; it is the best representative of the cluster even though the others are not duplicates of it.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the most substantial and architecture-defining PR here, so it is the strongest single representative for the Nemotron cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but 45115 is a conversion-mapping/refactor patch while 45569 introduces the model split and docs. Different concrete changes, not one mergeable duplicate PR." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "45569 is NemotronH architecture/model refactoring; 46565 adds Nemotron 3.5 ASR streaming. Same family, different model and code path." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are ASR streaming PRs, but for different generations (Nemotron ASR vs Nemotron 3.5 ASR). Overlap is shared infra, not the same underlying feature change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "0e6e264d1950d44b9434f3c2621ab4fcd8bc68de8f1a10f3b9d19228b65e1ce5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related feature PRs for heterogeneous-model support, but they are not duplicates: one adds per-layer configuration plumbing, while the other adds broader modeling/runtime support that consumes it.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the better canonical representative because it is the broader end-to-end feature implementation and includes the runtime/modeling changes; PR 45333 is mainly the config-layer foundation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the strongest standalone PR for the cluster since it covers the larger concrete change set across cache/modeling/masking code paths, not just config serialization.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying change: 45333 is per-layer config support, while 45332 implements heterogeneous model/runtime handling that depends on that config. They would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "58903a804a26dda969e3d878b7e2d7f13b6327744c7faaacf6ed9fac1f513409", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are typing-related, but they address different concrete changes: one broadly enables/expands type checking across many `src/transformers/*.py` files and configures mypy-like ignores, while the other adds specific typing protocols/helpers and hooks them into a few implementation files. They overlap in subsystem and shared files, but not enough to be the same fix or safely merged into one PR.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "No strong canonical PR duplicate here; the broader type-checking sweep in PR #45415 is the more umbrella-like change, while PR #45425 is a narrower typing-helper/support PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the best representative of the cluster because it covers the larger end-to-end typing rollout and is the more comprehensive change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing subsystem and a few files, but the PRs fix different concrete problems: broad type-checking cleanup vs. adding specific typing protocols/helpers. They would not naturally collapse into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "709c284769f2caf8fac460b12a279b099f4c5bd8d79aa8eccca687ff9688849b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs both address cache-aware forward passes, but they fix different model families and different concrete bugs: Qwen3.5/Qwen3-next/OlmoHybrid multi-token cached forward versus Mamba2 use_cache with seq_len>1. They are not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46084 is the cleaner representative: it has an explicit issue target, a focused Mamba2 cache-path fix, and a narrower scope than the multi-model PR 45513.", + "best_issue_reason": null, + "best_pr_reason": "PR 46084 is the strongest standalone fix because it is tightly scoped to one concrete bug in one code path and is directly tied to issue #46032.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both mention cache/seq_len>1, but they target different architectures and code paths. 45513 fixes multi-token cached forward in Qwen/OlmoHybrid linear attention modules, while 46084 fixes Mamba2 CUDA cached forward behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "7059a198d2ee06ee07af0b22b9cde2e951df0061e17cf9f7ebca9fdf62c0c67b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about EP-related loading, but they fix different bugs: PR 45548 targets Accelerate/DeepSpeed ZeRO-3 serialization of `distributed_config`, while PR 45662 fixes expert tensors being overwritten by a rank-0 broadcast/FSDP2 path. They share a subsystem and one filename, but not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better standalone representative because it addresses a concrete code-path bug in parameter loading (`post_shard_wrap` / rank-0 broadcast overwriting experts) with a broader, more explicit fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest PR in the set: it has the more specific failure mode and directly patches the loading path where experts were being clobbered. PR 45548 is a separate EP/ZeRO-3 config-serialization fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different bugs and code paths: 45548 removes `distributed_config` from serialization and adds `has_ep` for Accelerate/ZeRO-3 loading; 45662 changes parameter assignment to avoid rank-0 broadcast overwriting experts during FSDP2/EP loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "6ccd14737e50a92ed2746c3a8435634b9a87e1146daec13e0ba22bc4dd3ed822", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info collision in transformers testing utilities; PR 45645 is a broader superset that also updates CI collection of the debug artifacts.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core testing_utils xdist-safe fix plus the downstream CI/workflow handling needed to consume multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the cluster since it covers the underlying bug and the related artifact-preservation changes, making it the most complete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist collision for captured_info artifacts in testing_utils; 45645 appears to extend the same fix into CI log collection, so the two could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "c896d1663dcbfe5cd66d2144bfed7c87b3ba63c0683b6eb6005c6a31749f9e01", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7524, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7524, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three distinct pull requests: one auto-model registration tweak and two separate attn_implementation support additions for different model families. The two attn_implementation PRs are thematically similar but not the same concrete change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits the cluster: 45670 is about AutoModel registration, while 46320 and 46401 add attn_implementation dispatch for different architectures and code paths.", + "best_issue_reason": null, + "best_pr_reason": "If a representative is needed, PR 46320 is the clearest exemplar of the attn_implementation work, but it should not be treated as a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes and code paths: AutoModel mapping for glmasr/dia vs. RecurrentGemma attention-dispatch support." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Different scope: model registration in auto modeling vs. BLIP-2/InstructBLIP attention-dispatch implementation." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both add attn_implementation support, but for different model families and files; they are related feature work, 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": 26, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "12376f6c98bef6e21665bba7b5341e0c67b412581079ff543c1d4513bf0c9390", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs for unrelated linter/chore rules in Transformers. They overlap in some model files, but one targets `can_return_tuple`/forward signatures (TRF003) while the other targets weight initialization patterns (TRF018), so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other. If forced to pick the more cluster-representative change, PR #45720 is the cleaner representative of the shared pattern because it consistently applies a single forward-signature rule across multiple model files; PR #46259 is a separate initialization-rule refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: #45720 adds `can_return_tuple` / removes `return_dict` in model forward methods, while #46259 rewrites `_init_weights` initialization logic for a different linter rule. Overlapping model filenames do not mean the same bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "55c267df4a3e52cb53bb507e5e8754ad766e715769dd01949aed51002c50d06e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5083, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5083, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one is a mixed workflow/model change set with telemetry and model edits, while the other is a ViT test-migration PR. They do not appear to address the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the more substantial and representative change set, with concrete code/workflow modifications rather than mostly test migration, so it is the better cluster representative if one must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the stronger standalone PR to keep as representative because it contains actual implementation/workflow changes; PR 46100 is primarily a test migration and is less suitable as the canonical artifact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: these PRs touch different areas and different purposes. 45932 changes CI/workflows and multiple model implementations/configs, while 46100 adds/migrates ViT tests. There is no shared concrete code-path problem or change that would plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "723aceaa718ed591e1131fc76b596c1555197f8a2c4831577264e9b81f99775c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8400, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8400, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share the same high-level theme\u2014adding attn_implementation dispatch support\u2014but they are model-specific changes for different architectures (CTRL, T5, wav2vec2) and should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for duplicate-triage purposes: each PR targets a different model family and a different concrete attention code path, so they are not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46154 is the best representative if one must be chosen: it is the most focused single-model SDPA dispatch change, with matching model code plus tests/docs, unlike the broader wav2vec2 PR or the different CTRL implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Same broad feature, but different models/code paths (CTRL vs T5); not the same underlying bug or change and not mergeable as one PR." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "Different architectures and attention implementations (CTRL vs wav2vec2); too broad a similarity to count as a duplicate." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Both add SDPA dispatch, but to different model stacks and concrete forward paths; this is a shared theme, not a duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "fc9c3ae3ac756887f6a7bb6f2230b72259bc8ed90c5f81e01aee238cdbbe1eb3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap in distributed/tensor-parallel plumbing, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a broad distributed-branch base touching FSDP, CI, and multiple integration layers.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46269 is the broader umbrella distributed-branch PR and the best representative of the shared subsystem work; #46126 is a narrower EP/Trainer feature PR.", + "best_issue_reason": null, + "best_pr_reason": "#46269 is the strongest single representative of the cluster because it spans the widest set of distributed components and shared filenames, but it still is not a duplicate of #46126.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the overlap is only in broad distributed/tensor-parallel files. #46126 targets EP routing + Trainer integration, while #46269 is a much larger distributed base branch spanning FSDP, CI, and multiple model/integration changes; they do not appear to fix the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-9", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46558|pull_request:46563", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563" + ], + "prepared_review_unit_hash": "fda1231b6e97901612e2fa16f33a1dc9f9a7ada2e4de8f6efbbb51aeb4913f0a", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23363, + "estimated_input_tokens": 5841, + "estimated_eval_tokens": 11938 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23363, + "estimated_input_tokens": 5841, + "estimated_eval_tokens": 11938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is noisy: it contains several unrelated workflow maintenance PRs, and the apparent similarity is mostly from shared CI filenames or broad workflow/security themes. None of the soft edges look like the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster is heterogeneous, and the only strong overlaps are false positives from shared workflow files rather than the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the closest thing to a representative because it makes the most concrete `pr-ci-security-gate.yml` change, but it still is not a true duplicate anchor for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different concerns: self-comment CI message piping vs PR CI security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows; the changes are unrelated CI maintenance in separate files." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows; self-comment CI update is unrelated to a security-gate workflow note." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different code paths: self-comment CI input handling vs build-ci-docker-images command quoting." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflows and different fixes; no shared underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening vs benchmark trigger enabling; not the same change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows: SSH runner secret handling vs anti-slop permissions scoping." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and purposes: SSH runner changes vs reviewer checkout ref." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH runner workflow vs PR CI security-gate workflow; unrelated fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different security concerns; not the same code-path problem." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permissions change vs benchmark dispatch support; unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows: anti-slop permissions vs assign-reviewers checkout behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and fixes; permissions scoping is unrelated to docker-image tagging input handling." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Same general CI area, but different workflows and different problems." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer assignment checkout ref change vs benchmark trigger addition; not a duplicate." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows with no shared underlying bug." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers checkout ref change is unrelated to PR security-gate logic." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark workflow trigger change vs build-ci-docker-images shell quoting fix; unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behavior changes; not mergeable as one PR." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci-docker-images input quoting vs PR security-gate logic; unrelated code paths." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different fixes; not the same change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different edits: one adds security checks, the other tweaks permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one adds concrete checks while the other only adds a safety note/comment; not the same fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but permissions/if-guard changes are unrelated to adding explanatory comments." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated maintenance changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows; SSH runner changes are unrelated to the PR CI security-gate note." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "774853b03528c6a11d0b290d5a5aa34fab5f58accca68ba5592f993c63c5a8da", + "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 address avoiding direct file-open source inspection, but they fix different code paths: one in package resource resolution, the other in attention-implementation capability detection. They are related in theme, not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the more complete and self-contained source-reading fix: it targets a specific runtime heuristic in modeling_utils and includes tests, making it a better representative of the cluster theme.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the strongest standalone change in this cluster because it fixes a concrete behavior in a user-facing model utility and appears less infrastructural than #46152.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Related theme, but different underlying bugs/code paths: #46152 changes import_utils resource-path resolution, while #46207 changes _can_set_attn_implementation in modeling_utils. They would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "2d948267a7e323bf2d7ad07531aaed3f8f31646dead6a15384605607edbe1786", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are near-duplicates of the same StaticLayer type-hint fix in cache_utils; the third PR is a separate static-cache configuration bugfix in generation code and should not be clustered with them.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the better canonical representative for the duplicate pair because it clearly states the StaticLayer.get_seq_length return-type fix and links the tracking issue #45987; PR #46474 makes the same code change with a shorter, less descriptive title.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the best overall representative of the cluster's duplicate bugfix: same file, same method, same issue target, and the exact type-annotation correction. PR #46436 is unrelated to that bug and addresses cache length config handling instead.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different bugs and code paths: #46436 changes static-cache max length selection in generation/utils, while #46474 only adjusts the return type annotation for StaticLayer.get_seq_length in cache_utils." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying change: both update StaticLayer.get_seq_length in src/transformers/cache_utils.py to return int | torch.Tensor and reference the same issue #45987." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst summary is well grounded in the packet. PRs #46173 and #46474 have the same diff in src/transformers/cache_utils.py, the same target issue #45987, and differ only in title/detailing; treating them as near-duplicates is conservative and supported. PR #46436 touches a different file and a different bugfix path in generation/utils, so excluding it from the cluster is also justified. No overstatement detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "8eb8e4e48c6bc81c8b76b8840eca653bea1d4f11da02fadded83a0ea5f9d3fa9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same sliding-window right-boundary off-by-one in Moonshine streaming (`-dist <= right_window_size`), with 46546 extending the same fix to Gemma4 and adding tests.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR because it contains the Moonshine streaming boundary fix plus the same fix in Gemma4 and a test update, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the strongest representative of the fix: it addresses the same boundary bug, covers the shared implementation more broadly, and includes tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Both PRs correct the same right-window off-by-one in Moonshine streaming by changing `< right_window_size` to `<= right_window_size`; 46546 is a superset with the same fix plus Gemma4/test coverage, so they are 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": 35, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "727aacd2be7e669bb726111f328f56b4d6bba5263f4eb2343d3e8a068306415f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests: one is a draft infra change for continuous batching multimodal support, the other adds a new HunYuan VL model with docs/tests. They do not fix the same code path and should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the better canonical representative because it is a self-contained, feature-complete model addition with implementation, docs, and tests, whereas 46376 is a draft lower-level batching change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the strongest representative of the cluster: it has a clear deliverable, broad but coherent file set, and substantial review activity. PR 46376 is draft infrastructure work and not comparable as a stable duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes: continuous batching multimodal infrastructure vs adding the HunYuan VL model. They touch unrelated code paths and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "6cc512fb2018f75fe93a8523b6e1081aaaf8f6da150fdaafa2429c17ed9f6e3c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch the Mistral integration, but they address different changes: #46603 is a refactor/move of the MistralConverter into the integrations package, while #46604 adds tekken tokenizer detection, conversion, and save utilities. They share files because they overlap in the same subsystem, but they are not the same underlying fix or mergeable as one PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the more substantive user-facing change; #46603 is a packaging/refactor move of the converter rather than the main tokenizer feature work.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 best represents the cluster because it introduces the actual new Mistral tokenizer behavior, whereas #46603 is only restructuring existing converter code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Different code-path changes: one relocates/refactors MistralConverter, the other implements tekken tokenizer detection/conversion/save support. Shared Mistral files alone are not enough to treat them as duplicates or a single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260613T060032Z/analysis-runs/hybrid-model-20260613t060032z/manifest.json b/snapshots/20260613T060032Z/analysis-runs/hybrid-model-20260613t060032z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6f4f9a0f8cee383542dfa8cc5fe13d4641db00ec --- /dev/null +++ b/snapshots/20260613T060032Z/analysis-runs/hybrid-model-20260613t060032z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260613t060032z", + "artifacts": { + "hybrid": "snapshots/20260613T060032Z/analysis-runs/hybrid-model-20260613t060032z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260613T060032Z/analysis-runs/hybrid-model-20260613t060032z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-13T06:09:10Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260613T060032Z", + "variant": "hybrid" +} diff --git a/snapshots/20260613T060032Z/manifest.json b/snapshots/20260613T060032Z/manifest.json index 5fd0b5c3327d170155b9c07aa46e33304de84f2c..5a444c29854cf7e2c4a22d6237dadeec7bf481d6 100644 --- a/snapshots/20260613T060032Z/manifest.json +++ b/snapshots/20260613T060032Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 86 }, "extracted_at": "2026-06-13T06:00:32Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260613t060032z", + "runs": { + "hybrid-model-20260613t060032z": { + "analysis_id": "hybrid-model-20260613t060032z", + "artifacts": { + "hybrid": "snapshots/20260613T060032Z/analysis-runs/hybrid-model-20260613t060032z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260613T060032Z/analysis-runs/hybrid-model-20260613t060032z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260613T060032Z/analysis-runs/hybrid-model-20260613t060032z/manifest.json", + "model": null, + "published_at": "2026-06-13T06:09:10Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260613T060032Z", "watermark": {