diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 49604cf218af49174fb519977b0c58e081247e56..ccb8790eeafe6fc481a6cc06a3bfaceaa28d3e6c 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": "20260607T120016Z", - "generated_at": "2026-06-07T12:08:25Z", + "snapshot_id": "20260607T180020Z", + "generated_at": "2026-06-07T18:05:42Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1780,11 +1780,69 @@ } ] }, + { + "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": 0.638, + "size_similarity": 0.424, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.353, + "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": 0.55, + "confidence": 0.8, "canonical_issue_number": 45561, "canonical_pr_number": 45645, "issue_numbers": [ @@ -1795,7 +1853,9 @@ 45645 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { @@ -1970,6 +2030,80 @@ } ] }, + { + "cluster_id": "cluster-46234-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46234.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46234, + "canonical_pr_number": 46343, + "issue_numbers": [ + 46234 + ], + "pr_numbers": [ + 46343, + 46475 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46343, + "right_pr_number": 46475, + "code_similarity": 0.619, + "size_similarity": 0.568, + "file_overlap": 0.667, + "area_overlap": 0.727, + "patch_similarity": 0.337, + "shared_filenames": [ + "src/transformers/models/falcon_mamba/modeling_falcon_mamba.py", + "src/transformers/models/falcon_mamba/modular_falcon_mamba.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/falcon_mamba/modeling_falcon_mamba.py", + "left_ranges": [ + [ + 182, + 190 + ], + [ + 193, + 202 + ] + ], + "right_ranges": [ + [ + 181, + 199 + ] + ] + }, + { + "filename": "src/transformers/models/falcon_mamba/modular_falcon_mamba.py", + "left_ranges": [ + [ + 135, + 143 + ], + [ + 146, + 155 + ] + ], + "right_ranges": [ + [ + 134, + 152 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-46463-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46463.", @@ -2076,110 +2210,6 @@ } ] }, - { - "cluster_id": "cluster-43656-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43656, - "issue_numbers": [], - "pr_numbers": [ - 43656, - 43842 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-44002-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44002, - "issue_numbers": [], - "pr_numbers": [ - 44002, - 44029 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44002, - "right_pr_number": 44029, - "code_similarity": 0.135, - "size_similarity": 0.43, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.329, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2485,15 +2515,6 @@ "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-43656-2", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2520,15 +2541,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44002-2", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44029 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2564,7 +2576,7 @@ 45639 ], "target_issue_number": 45561, - "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference evidence." + "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", @@ -2575,6 +2587,24 @@ "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-46234-3", + "canonical_pr_number": 46343, + "duplicate_pr_numbers": [ + 46475 + ], + "target_issue_number": 46234, + "reason": "PRs in cluster-46234-3 are treated as duplicates because they converge on issue #46234 with closing_reference, shared_issue_target evidence." + }, { "cluster_id": "cluster-46463-3", "canonical_pr_number": 46465, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 212343d31ea5961508145c12dc8beb6f2096692a..ad34cf9ca9fa724fefa17b8d7573e9871ff30b03 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": "20260607T120016Z", - "generated_at": "2026-06-07T12:08:25Z", + "snapshot_id": "20260607T180020Z", + "generated_at": "2026-06-07T18:05:42Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -134,7 +134,7 @@ "issue:41762|issue:43596", "issue:39290|issue:41720" ], - "prepared_review_unit_hash": "8cb746d2b977866aed72a267fc6eca5ad93cf15a412264ceb38fcb9b8467a521", + "prepared_review_unit_hash": "9c4e115b0e734759578c76ad8548784ff55018e36cac48bd9bf3be5118fe8a69", "component_budget": { "node_count": 453, "item_count": 453, @@ -156,345 +156,351 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly loose similarity across unrelated model, docs, dtype, and distributed-training reports. The best-supported duplicate candidates are 43596/43638 (same ZeRO-3/Bert zero-size index error family) and 45859/45902 (same Qwen3.5 MoE rotary-embedding/offload bug).", - "confidence": 0.81, - "canonical_issue_reason": "issue:43596 is the likely canonical for the ZeRO-3/Bert zero-size index-error cluster: it is broader and better-scoped than 43638, which reads like a narrower Bert/non-pretrained variant of the same failure mode.", + "summary": "Most pairs are only loose semantic matches. The clear duplicates are the DeepSpeed ZeRO-3 index-out-of-bounds reports and the Qwen3_5Moe rotary-embedding materialization/offload reports; the rest differ by model, backend, or feature area.", + "confidence": 0.7, + "canonical_issue_reason": "issue:41762 is the broadest concrete repro of the DeepSpeed ZeRO-3 index-0-out-of-bounds bug, and it cleanly captures the shared failure mode across the BertModel variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best issue representative overall because it is the broadest clear fit for the ZeRO-3/Bert index-error family; this is a likely duplicate candidate, not a confirmed duplicate pair.", + "best_issue_reason": "Best issue to keep as the anchor for the strongest duplicate subgroup: it has a specific repro, a clear failure signature, and the most general model-level framing among the ZeRO-3 index-error reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different bugs: Qwen3.5 config attribute error vs streaming chat/completions failure." + "reason": "Different models and failures: missing config attr vs streaming chat/completions bug." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/runtime failures: AMD GPU issue vs MPS histogram on Int." + "reason": "Different backend issues; AMD GPU failure vs MPS histogram kernel limitation." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Gemma3 dtype mismatch in preprocessing is unrelated to GPT-OSS AMD GPU failure." + "reason": "Both are model-specific runtime failures, but the symptoms and code paths are unrelated." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU failure are different code paths." + "reason": "Different problems: autocast dtype mismatch vs AMD GPU support failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Unrelated: GPT-OSS AMD GPU bug vs Nemotron example breakage." + "reason": "Different model/application area; no shared bug signature." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different problems: AMD GPU support vs invalid method call in GraniteMoEHybrid." + "reason": "Different failure modes in different models; only broad MoE/GPU similarity." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated." + "reason": "DeepSpeed collectives mismatch vs ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT export issue vs Qwen3Moe FP8 failure; same broad area only." + "reason": "Different export/runtime issues for different models." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export bug vs Qwen3 device-mapping CUDA assert." + "reason": "ONNX export bug vs auto device-map CUDA assert are different paths." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG examples are different issues." + "reason": "Different feature areas: table QA crash vs outdated RAG examples." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they target different removed v5 references and are not the same concrete issue." + "reason": "Both are v5 docs cleanups, but they cover different doc topics and removals." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export error vs GenerationMixin import error are unrelated." + "reason": "ONNX export issue vs GenerationMixin import error are unrelated." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL input-embeddings bug vs resume-training/trust_remote_code issue." + "reason": "Different problems: SFT embedding unpacking vs training-resume with trust-remote-code." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape mismatch and Gemma4 PLE device mismatch are different failures." + "reason": "Generic shape-mask error vs Gemma4 PLE device mismatch; not the same bug." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Bert ZeRO-3 index error is unrelated to tensor mask shape mismatch." + "reason": "Different failure signatures and code paths." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Different problems: Bert ZeRO-3 loading vs model resume/trust_remote_code." + "reason": "ZeRO-3 index error vs training-resume issue are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3 Bert index error vs mask/index shape mismatch are not the same bug." + "reason": "Both are runtime errors, but the concrete bug and model context differ." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to video feature/token mismatch." + "reason": "Mask/index shape mismatch vs video feature/token mismatch are different." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different failures: tensor shape mismatch vs GPT-OSS tensor-parallel issue." + "reason": "Different code paths: tensor mask error vs TP-only MoE issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training issue vs Nemotron example breakage are unrelated." + "reason": "Different model/training context; not the same underlying bug." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to resume training." + "reason": "Video chat-template failure vs training-resume issue are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Bert ZeRO-3 loading bug vs training-resume issue; not the same code path." + "reason": "Different model/loading failures; only generic training/setup similarity." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice preset bug vs ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Collective mismatch in Jamba/ZeRO-3 is different from Bert zero-size index error." + "reason": "Different DeepSpeed symptoms: collective mismatch vs index-out-of-bounds on load." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying ZeRO-3/Bert zero-size index error; 43638 is the narrower non-pretrained Bert variant." + "reason": "Same DeepSpeed ZeRO-3 index-0-out-of-bounds failure with only the model/repro varying." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch bug vs GPT-OSS TP issue." + "reason": "Liger kernel cross-entropy issue vs GPT-OSS TP-only issue are different code paths." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/save mismatch are different issues." + "reason": "Different bugs: detokenization regression vs LoRA merge/save/load mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime issue is unrelated to LoRA save/reload inconsistency." + "reason": "Different model/runtime failures with no shared concrete bug." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP checkpointing size mismatch is not the same as mask/tensor shape mismatch." + "reason": "FSDP/checkpointing recompute mismatch vs mask-shape mismatch are unrelated." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but they are different model/error scenarios." + "reason": "Both involve DeepSpeed, but the errors are distinct and not the same bug." }, { "left": "issue:45859", "right": "issue:45902", "accept": true, - "reason": "Same Qwen3.5 MoE rotary-embedding/offload bug around inv_freq materialization and device handling." + "reason": "Same Qwen3_5MoeTextRotaryEmbedding bug around offload/materialization; one is the broader symptom, the other the specific memory issue." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 index error vs GPT-OSS MoE TP issue." + "reason": "ZeRO-3 index error vs GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing/FSDP bug vs CustomTrainer kwarg incompatibility." + "reason": "Activation checkpointing/FSDP recompute bug vs custom trainer signature mismatch." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different bugs: Bert ZeRO-3 loading vs GPT-OSS tensor-parallel support." + "reason": "Different model/load failures; no shared concrete code path." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Gemma3 dtype mismatch is unrelated to GraniteMoEHybrid invalid method." + "reason": "Different model families and failure modes; not the same bug." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Expensive reverse-embedding lookup is unrelated to video token/template mismatch." + "reason": "Both are multimodal model issues, but the specific bugs differ (reverse embedding lookup vs video token/template mismatch)." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "NVFP4 runtime error and AMD GPU failure are different issues." + "reason": "Different hardware/backend problems; no same underlying change." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute regression vs Mistral tokenizer regex crash." + "reason": "v4.53/vLLM config attr regression vs Mistral regex patch crash are different issues." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 PLE device mismatch and reverse-embedding slowdown are unrelated." + "reason": "Gemma4 device-map mismatch vs Gemma4 reverse embedding lookup are separate bugs." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch/transformers version incompatibility vs Qwen-3-8B-NVFP4 runtime error." + "reason": "Torch version incompatibility vs Qwen NVFP4 runtime failure are unrelated." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch vs Qwen3 auto device-map CUDA assert." + "reason": "Different DeepSpeed/FSDP vs auto device-map CUDA assert bugs." }, { - "left": "issue:43828", + "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Autocast dtype mismatch vs docs mention of removed run command." + "reason": "Both are v5 docs removals, but they address different removed items and pages." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram issue are unrelated." + "reason": "Autocast dtype mismatch vs MPS histogram kernel limitation are unrelated." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRL input embeddings bug vs MPS histogram issue." + "reason": "TRL SFT trainer embedding issue vs MPS backend kernel limitation are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross-entropy bug vs autocast dtype mismatch." + "reason": "Liger kernel cross-entropy call vs Phi-tiny-MoE autocast mismatch are different failures." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch vs CustomTrainer compute_loss signature change." + "reason": "Different problems: collective mismatch vs trainer compute_loss signature change." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpointing issue vs GenerationMixin import error." + "reason": "Activation checkpointing/FSDP issue vs GenerationMixin import error are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU runtime issue vs outdated RAG docs/examples." + "reason": "AMD GPU runtime failure vs outdated RAG examples are not the same bug." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross-entropy dispatch bug is unrelated to mask shape mismatch." + "reason": "Different model/runtime paths; no concrete duplicate match." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted Ovis checkpoint is unrelated to Sam3Model weights not loading." + "reason": "Checkpoint corruption vs text encoder weights not loading are different issues." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Version incompatibility and USE_DISTRIBUTED=0 breakage are related only at a very broad level." + "reason": "Different torch/transformers compatibility regressions with different triggers." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL/vLLM load failure is unrelated to the distributed-support regression." + "reason": "Different runtime compatibility failures; not the same underlying bug." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3 index errors, but on different models and likely different code paths." + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure; different model repro only." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure; same underlying code path." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute regression vs Qwen3 auto device-mapping CUDA assert." + "reason": "vLLM Gemma3 config attr regression vs Qwen3 device-mapping CUDA assert are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall clustering is conservative, but the rationale overstates evidence in a few places. In particular, calling issue:43596 the \u2018strongest confirmed duplicate pair\u2019 is too strong for a packet with only soft similarity evidence and no explicit duplicate link. Please downgrade that language to \u2018likely\u2019/\u2018best candidate\u2019 and avoid implying confirmation not present in the packet." + "accept": true, + "feedback": "Grounded in the packet overall. The canonical/anchor choice is supported by the titles and the accepted soft pairs stay within two defensible clusters: DeepSpeed ZeRO-3 index-out-of-bounds and Qwen3_5Moe rotary-embedding/offload. The rejected pairs are conservative and the summary does not overstate the evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -507,8 +513,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -822,8 +828,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -1158,8 +1164,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -1479,8 +1485,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -1881,7 +1887,7 @@ "issue:44164|issue:44291", "issue:45276|issue:45335" ], - "prepared_review_unit_hash": "611b492fb3c971fef32030b0cb10f6e9fcb0275314ffc1a9ce89054eae79a71e", + "prepared_review_unit_hash": "f735b4ee5c5b949640285e1f11dc1a2aa7ff5073e2af850a2570f8c841da778d", "component_budget": { "node_count": 453, "item_count": 453, @@ -1903,189 +1909,207 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs look distinct from the metadata alone. The strongest duplicate candidate is 43644/44534: they share the same core wording about Transformers v5 filling non-persistent buffers with junk, so they likely describe the same bug, but the packet does not prove it and should not be treated as confirmed. The rest appear to be separate issues across different models or code paths.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 43644 is the best canonical candidate because it is the clearest, most general title for the non-persistent-buffer junk regression, and 44534 closely mirrors that wording. Based on titles alone, this looks like a probable duplicate pair rather than a confirmed one.", + "summary": "This cluster is mostly heterogeneous; only two soft edges look like true duplicates: the Transformers v5 non-persistent buffer regression and the resize_token_embeddings/output_embeddings regression. No PRs were present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the clearest representative of the non-persistent-buffer regression and is an almost exact duplicate of issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the best representative issue overall because it most directly names the shared regression in a model-agnostic way and is the strongest metadata match for 44534.", + "best_issue_reason": "issue:43644 is the best overall issue candidate: it states the bug directly, is broadly phrased, and has an exact duplicate match.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different bugs: HF init-flag regression vs. a Kosmos2.5 OCR mask/index error." + "reason": "Different bugs: `_is_hf_initialized`/init regression vs long-ocr mask index error." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Both involve loading/training machinery, but one is a ZeRO-3 BertModel indexing failure and the other is tokenizer-mapping/model-registration logic." + "reason": "Unrelated code paths: ZeRO-3/BertModel index error vs tokenizer mapping lookup failure." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different concrete failures: ZeRO-3/BertModel index error vs. a tokenizer-mapping constraint in model registration." + "reason": "Different failures: ZeRO-3 BertModel indexing vs `add-new-model-like` tokenizer mapping logic." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-related, but they affect different models and the failures are not the same code path." + "reason": "Both are config-related, but they concern different models and different validation issues." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping registration bug vs. a tensor/mask shape mismatch at inference time." + "reason": "Tokenizer-mapping bug vs mask/tensor shape mismatch; no shared concrete root cause." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both mention loading/offload or memory, but the specific bugs are different: quantized model offload loading vs. mmap-driven OOM on Strix Halo." + "reason": "Both mention loading/offload, but one is dequantized-model offload failure and the other is Strix Halo mmap OOM." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 output anomaly vs. documentation example errors; not the same underlying bug." + "reason": "Same model family, but one is zero probabilities at inference and the other is a docs example/model-processor mismatch with quantization errors." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Very strong metadata match: the titles are near-paraphrases of the same Transformers v5 non-persistent-buffer junk regression, so this is the only likely duplicate pair in the packet." + "reason": "Near-identical reports of the same Transformers v5 regression filling non-persistent buffers with junk." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different underlying problems: Qwen3 MoE LoRA compatibility vs. BitNet packed-weight loading with accelerate." + "reason": "Different bugs: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading in accelerate." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert is unrelated to the Qwen3Moe FineGrainedFP8Config failure." + "reason": "Both are Qwen3-related, but one is auto device-map CUDA assert and the other is FineGrainedFP8Config failure." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different symptoms: GLM5 issue vs. Qwen3.5 flash-attention generation problem." + "reason": "Unrelated models and symptoms: GLM5 vs Qwen3.5 flash-attention generation." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FP8 config failure and mmap/OOM behavior are distinct bugs." + "reason": "Different subsystems: Qwen3Moe FP8 config vs mmap OOM on Strix Halo." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but the titles do not indicate the same concrete bug or shared code path." + "reason": "Both are model loading failures, but they are different models and no shared code-path bug is evident." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Load-time ZeRO-3 language_model issue vs save_pretrained visual-encoder key regression." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different areas: Qwen3 MoE LoRA loadability vs Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call vs Nemotron example breakage; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both concern specific model/tokenizer loading, but they are different models and likely different regressions." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps math bug vs. optimizer SGD arguments not being used." + "reason": "Trainer checkpoint resume math vs SGD optimizer args not being used." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Buffer initialization regression vs. Jupyter custom-model initialization issue; different failure modes." + "reason": "One is a buffer-initialization regression; the other is a Jupyter custom-model initialization issue." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Docs example errors vs. wrong outputs from AutoModel/pipeline; similar model family, different bug." + "reason": "Both are SigLIP2-related, but the concrete bugs differ: docs/example errors vs nonsensical inference output." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions: ByteLevel/metaspace override in DeepSeek vs. Granite token-ID mismatch." + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and model families." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training-memory inefficiency vs. quantization/offloading behavior; broad memory theme only." + "reason": "Different problems: Qwen3 MoE training memory use vs quantization offload behavior." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different load failures and different model families; no clear shared fix." + "reason": "GLM-4.7-Flash unit-test loading failure vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but they are distinct bugs with different triggers and code paths." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "MoE weight conversion with accelerate+deepspeed is unrelated to GLM-4.7-Flash test loading." + "reason": "Different models and failures: Qwen3 MOE weight conversion vs GLM-4.7-Flash loading in tests." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4 processor attribute error are distinct failures." + "reason": "Qwen3.5 chat crash and Gemma4Processor `_tokenizer` missing are unrelated." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 issue vs. quantized save/load regression after sinq; different affected paths." + "reason": "GLM5 issue vs quantized-model save/load regression; no shared underlying bug." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:42491", + "right": "issue:45292", "accept": false, - "reason": "Both are tokenizer-loading failures, but for different models and without evidence of a shared concrete bug." + "reason": "LoRA/Qwen3 MoE compatibility is unrelated to resize_token_embeddings not updating output embeddings." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:42491", + "right": "issue:43931", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized are separate breakages." + "reason": "Different bugs: Qwen3 MoE LoRA reuse vs Qwen3-VL loading shape mismatch." }, { - "left": "issue:43856", - "right": "issue:44387", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Training-memory issue vs. int4 quantization OOM; related theme only, not the same bug." + "reason": "Save/from_pretrained extra_state handling and init_empty_weights `_is_hf_initialized` are related to loading, but not the same concrete bug." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Both involve resize_token_embeddings, but on different architectures and different embedding/output wiring." - }, - { - "left": "issue:45313", - "right": "issue:45357", - "accept": false, - "reason": "Different Qwen3.5 regressions: ZeRO-3 language_model weight loading vs. incorrect visual encoder keys on save_pretrained." - }, - { - "left": "issue:45507", - "right": "issue:46468", - "accept": false, - "reason": "GraniteMoEHybrid invalid-method bug and Nemotron example breakage are unrelated." + "accept": true, + "reason": "Same resize_token_embeddings regression: output embeddings are not updated across related Gemma4/T5Gemma model variants." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is a bit too strong for the packet. The 43644/44534 pair is the strongest candidate because they share the same title and high similarity, but the packet does not confirm it as a duplicate, so phrases like \u201cconfirmed duplicate,\u201d \u201cone true duplicate pair,\u201d and \u201calmost verbatim\u201d overstate the evidence. The rest of the soft-edge rejections are generally conservative enough, but the canonical/best-issue rationale should be downgraded to probabilistic language grounded only in the metadata." + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge decisions are conservative overall. The two accepted pairs are well-supported by the issue titles/body themes, and the other pairs are rejected with reasonable distinctions. The only slightly strong phrasing is calling the 43644/44534 pair an \"exact duplicate\" in the best_issue_reason; \"near-exact\" would be safer, but it does not materially undermine the evaluation." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2186,7 +2210,7 @@ "issue:45812|issue:46315", "issue:43828|issue:43957" ], - "prepared_review_unit_hash": "acfff889b2fab1228730fd3224488a66852ca145a66055d79a2df27beb3363f2", + "prepared_review_unit_hash": "3d411bfed465e8ca7c03b910aa571bd27c0693859a8d65235e3906ddbd772ef7", "component_budget": { "node_count": 453, "item_count": 453, @@ -2208,150 +2232,150 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous Transformers bug reports, with a couple of tight duplicate families: resize_token_embeddings not propagating to model-specific embeddings, and untied lm_head weights in multimodal generation models. I\u2019d use the generic resize_token_embeddings report as the main canonical issue.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45292 is the broadest, most model-agnostic report in the resize_token_embeddings family and cleanly subsumes the Gemma4/T5Gemma variants.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs and regressions. The only clear duplicate-like subgroup is the resize_token_embeddings / output-embedding propagation issue spanning Gemma4, generic output_embeddings, and t5gemma decoder.embed_tokens.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45292 is the most model-agnostic representative of the resize_token_embeddings propagation bug and sits at the center of the duplicate-like subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best umbrella issue because its title captures the shared core bug without being model-specific, making it the clearest duplicate target.", + "best_issue_reason": "issue:45292 best captures the shared underlying embedding-resize defect without being tied to one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but the failures are different: packed-sequence/position_ids misinterpretation vs s_aux=None handling on sink-less models." + "reason": "Different failures: Qwen3.5 Flash Attention position_ids parsing vs sink-less flash_attention.py AttributeError." }, { "left": "issue:43404", "right": "issue:43454", - "accept": true, - "reason": "Both report untied lm_head weights causing bad generation in multimodal model classes; this looks like the same missing weight-tying bug." + "accept": false, + "reason": "Related to lm_head tying, but these are different model classes and symptoms; not the same concrete bug." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different symptoms and code paths: device-mapping CUDA assert on Qwen3 vs batched-inference token/embedding leakage in AudioFlamingo3." + "reason": "Unrelated issues: device-map CUDA assert on Qwen3 vs batched AudioFlamingo3 inference leakage." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "One is a Torch 2.10 compatibility report, the other is a meta-device model-loading regression; not the same bug." + "reason": "Both mention loading/runtime issues, but torch 2.10 incompatibility and meta-device model loading are distinct problems." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Doc-example errors for SigLIP2 and a separate GLM5 issue are unrelated." + "reason": "SigLIP2 doc example errors and GLM5 are unrelated." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different problems: tokenizer vocab-size mismatch vs a model-loading failure for cjvt/sleng-bert." + "reason": "Different tokenizer/model-loading failures for different models." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5/apex RMSNorm memory leak." + "reason": "Gradient checkpointing with LoRA is unrelated to the apex RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization and memory, but one is offloading behavior and the other is reserved-memory/OOM under int4; not the same concrete bug." + "reason": "Both are quantization-related, but offloading behavior and increased reserved-memory/OOM are not the same bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper pipeline return_language breakage are separate issues." + "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen multimodal text_config unwrapping are different model-init problems." + "reason": "FSDP2 shared_kv_states KeyError vs composite Qwen config unwrapping are different code paths." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected _is_hf_initialized in init_empty_weights is unrelated to the Strix Halo mmap OOM report." + "reason": "init_empty_weights argument mismatch and mmap/OOM on Strix Halo are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different bugs: Gemma4 FSDP2 attention state rebuild vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + "reason": "Different model-specific training/offload bugs." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 token leakage is not the same as Gemma4 PLE device mismatch with device_map=auto." + "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "One is int4 quantization memory regression; the other is mmap/OOM on Strix Halo." + "reason": "Different memory issues: int4 quantization OOM vs mmap causing OOM on Strix Halo." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are loading/quantization issues, but they affect different models and different failure modes (load error vs fallback to bf16)." + "reason": "Loading error due to _is_hf_initialized arg and MXFP4 fallback to bf16 are different quantization/loading bugs." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regression and Strix Halo mmap/OOM are not the same underlying bug." + "reason": "Meta-device loading regression and mmap disablement for OOM are unrelated." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 attention state are unrelated." + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP2 KeyError are different issues." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is an eval-mode restriction." + "reason": "Gradient checkpointing with PEFT LoRA and checkpointing in eval mode are distinct bugs." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MPS int histogram limitation in MoE and the Nemotron example failure are different issues." + "reason": "MPS histogram implementation issue for MoE is unrelated to the Nemotron example breakage." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings bug: the Gemma4-specific report is a narrower manifestation of the general output_embeddings propagation failure." + "reason": "Same underlying resize_token_embeddings bug: resized embeddings are not propagated to output embeddings / related tied weights." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint-loading failure and a broken official Nemotron example are too broad to treat as the same concrete bug." + "reason": "NemotronH checkpoint loading and official Nemotron example breakage are not the same concrete failure." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to disabling mmap to avoid OOM." + "reason": "save/from_pretrained extra_state handling and mmap OOM are unrelated." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash load failure in tests and Qwen3.5 save_pretrained regression are separate model issues." + "reason": "GLM-4.7 loading test failure and Qwen3.5 save_pretrained regression are different issues." }, { "left": "issue:44479", @@ -2363,55 +2387,55 @@ "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing eval-mode prohibition is not the same as the Qwen3.5 RLHF NaN/SDPA fallback regression." + "reason": "Checkpointing in eval mode and Qwen3.5 RLHF gradient explosion are different bugs." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Read-only permission propagation from save_pretrained and wrong custom-module loading after save_pretrained are different bugs." + "reason": "One is a permissions propagation issue in save_pretrained; the other is wrong custom-module loading after save_pretrained." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention s_aux=None handling and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + "reason": "Flash-attention sink-less AttributeError and Gemma4 FSDP2 KeyError are unrelated." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in Transformers 5.0 and Trainer max_steps calculation on resume are different regression classes." + "reason": "Custom model initialization breakage and Trainer max_steps resume miscalculation are unrelated." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook-specific custom-model init breakage is not the same as save/from_pretrained extra_state handling." + "reason": "Jupyter custom-model init breakage and extra_state save/load failure are different problems." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings propagation bug; t5gemma.decoder.embed_tokens is another model-specific target not being updated." + "reason": "Same resize_token_embeddings propagation defect, now observed on t5gemma decoder.embed_tokens." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models and slow convert_tokens_to_ids with many added tokens are separate tokenizer problems." + "reason": "Tokenizer ID regression and convert_tokens_to_ids slowdown are different regressions." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE and meta-device loading regressions are unrelated." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device model loading are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and the accepted soft pairs are conservative. The resize_token_embeddings family is the clearest canonical cluster, and the untied lm_head pair is also reasonably supported by the titles. I don\u2019t see an overstatement that would require rejection." + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate-like subgroup is the resize_token_embeddings/output_embeddings cluster centered on issue:45292, and the other soft-edge rejections are generally cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -2427,8 +2451,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -2862,7 +2886,7 @@ "issue:43994|issue:44610", "issue:43322|issue:43540" ], - "prepared_review_unit_hash": "7dc17ff6832b9bab97b108a477eae5c48b9cf08685a240a829f3941cea283639", + "prepared_review_unit_hash": "9e179f9e4c4a1b373a74600804eb81bb8322c32a9bbafe778a2b6fd8a9fe1a65", "component_budget": { "node_count": 453, "item_count": 453, @@ -2884,214 +2908,211 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: the soft pairs span unrelated tokenizer, model-loading, vision, audio, and backend issues. I only see one likely duplicate pair in the audio feature-extraction path; the rest look like false positives rather than the same underlying bug.", - "confidence": 0.43, - "canonical_issue_reason": "issue:44206 is the clearest concrete bug report in the only likely duplicate family: it names the exact failing audio feature-extraction path, version, and crash mode. The companion issue is more generic, so 44206 is the better anchor.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues that share only superficial wording around v5 regressions, model loading, or tokenizer behavior. None of the soft pairs look like the same underlying bug or mergeable PR change. No PRs are present.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43646 is the broadest representative here: a general Transformers 5.0 custom-model initialization regression, which is more central than the more specialized model- or backend-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44206 is the strongest canonical candidate because it identifies a specific regression (`LasrFeatureExtractor` / `_torch_extract_fbank_features` / unsupported `center` arg) rather than a broad symptom.", + "best_issue_reason": "issue:43646 is the best single issue to keep as the representative because it captures a generic v5 initialization breakage rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different models and failures: CLIP text-model structure inconsistency vs Sam3 text-encoder weights not loading." + "reason": "Different failures: CLIP structure/API inconsistency vs Sam3 text-encoder weights not loading." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Unrelated bugs: image preprocessor dtype mismatch vs Mistral regex patch/tokenizer attribute crash." + "reason": "Different code paths: image preprocessor dtype mismatch vs template compilation error." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on a specific model is not the same as runtime special-token/post-processor update behavior." + "reason": "Unrelated bugs: perplexity regression on gpt-oss-20b vs runtime special-token/post-processor updates." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer class conflict for T5 is unrelated to Qwen3Moe FP8 loading failure." + "reason": "Different components and symptoms: T5 tokenizer load conflict vs Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig missing fields under `trust_remote_code` is a different path from Qwen3.5 PagedAttentionCache group-type crashes." + "reason": "Different root causes: missing fields from AutoConfig vs PagedAttentionCache invalid group type." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking and Qwen2.5-VL multi-image iterable dataset failures are separate problems." + "reason": "Trainer token accounting bug vs multimodal IterableDataset multi-image failure; not the same bug." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but they affect different repos and likely different code paths; not enough to merge as one bug." + "reason": "Both are model-loading complaints, but they concern different repositories and different failure modes." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper, but one is decode skip-special-tokens behavior and the other is empty-transcription generation after align_special_tokens." + "reason": "Whisper decode skipping special tokens is separate from empty-transcription failure after align_special_tokens." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the non-template-node compile error." + "reason": "Torch dynamo grouped_mm tracing error vs Mistral tokenizer regex/backend_tokenizer AttributeError." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Package extra/backend installation coverage is different from an invalid BACKENDS_MAPPING entry for tensorflow_text." + "reason": "Package extras missing tensorflow backend is different from a backend-mapping validation error for tensorflow_text." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Qwen2.5-VL iterable dataset multi-image handling is unrelated to mistral_common continue_final_message behavior." + "reason": "Different surfaces: Qwen2.5-VL multi-image dataset handling vs mistral_common continue_final_message behavior." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different Qwen-family failures: FineGrainedFP8Config loading vs linear_attention group-type crash in PagedAttentionCache." + "reason": "FineGrainedFP8Config failure and invalid group type in PagedAttentionCache are different bugs." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both mention Transformers v5 breakage, but one is about non-persistent buffers and the other about custom model initialization; not the same concrete bug." + "reason": "Related release, but distinct bugs: non-persistent buffer serialization vs custom model initialization." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "GGUF loading is the broad theme, but one is an API/path break around `gguf_file`, while the other is a specific Qwen2.5-GGUF v5 load failure." + "reason": "GGUF loading breakage and Qwen2.5-GGUF v5 load failure are different model-loading paths." }, { "left": "issue:44206", "right": "issue:44220", - "accept": true, - "reason": "These point to the same audio feature-extraction failure path; the generic `_torch_extract_fbank_features()` report matches the unsupported-arg crash described in 44206." + "accept": false, + "reason": "Audio-feature regression on unsupported center arg vs a separate _torch_extract_fbank_features issue." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing `all_tied_weights_keys` in Molmo is unrelated to a model-loading failure for cjvt/sleng-bert." + "reason": "Missing all_tied_weights_keys attribute vs a specific model-loading failure for cjvt/sleng-bert." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token method conflict is unrelated to custom model initialization breaking in notebooks." + "reason": "Tokenizer method conflict is unrelated to notebook-defined custom model initialization." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Device-map/offload loading failure is a different bug from GGUF loading regression in Transformers v5." + "reason": "Dequantized model offload/load failure is separate from Qwen2.5-GGUF v5 loading failure." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Compile-time template-node error is unrelated to GraniteMoEHybrid calling an invalid method." + "reason": "Template compilation error and GraniteMoEHybrid invalid method are different concrete issues." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope-index scaling bug affect different models and code paths." + "reason": "Different Qwen bugs: hidden-state output issue vs rope-index scaling for still images." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are version-related loading failures, but for different models and different tokenizer/model code paths." + "reason": "Both are v5 load regressions, but they affect different models and different tokenizer/model-loading code paths." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked-generation inconsistency under compiled forward is not the same as `StaticCache.get_seq_length()` returning the wrong type." + "reason": "Chunked generation inconsistency under compiled forward is unrelated to StaticCache.get_seq_length returning the wrong type." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local-checkpoint loading for GraniteSpeech is unrelated to mistral_common `continue_final_message` handling." + "reason": "PEFT adapter local-checkpoint loading and mistral_common continue_final_message are unrelated." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor sampling-rate defaults and MIMI encoder padding-mask behavior are different issues." + "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask mismatch are different bugs." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Generic custom-model initialization breakage is not the same as non-persistent buffers being filled with junk." + "reason": "Notebook custom-model initialization breakage is distinct from non-persistent buffer junk in v5." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization regression and junk non-persistent buffers are related only at a high level, not the same underlying bug." + "reason": "Different underlying issues: general custom-model init regression vs buffer initialization/serialization bug." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Weight-tying failure in Mistral3 is different from device-dependent serialization inconsistency for `lm_head.weight`." + "reason": "lm_head weight tying bug in Mistral3 is not the same as device-dependent serialization inconsistency." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different components and failure modes: Molmo tied-weights attribute error vs tokenizer loading for est-roberta." + "reason": "Missing all_tied_weights_keys and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "General loading noise is not the same as a Mistral tokenizer regex patch crash." + "reason": "Log noise while loading transformers is not the same as the Mistral tokenizer backend_tokenizer crash." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 loading and template-node compilation failures are unrelated." + "reason": "Qwen3Moe FP8 failure and non-template-node compilation error do not share a concrete code-path bug." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Nonsensical model outputs and a processor/model input-size mismatch are distinct problems." + "reason": "Nonsensical SigLIP2 outputs and OmDet-Turbo 640px-vs-224px preprocessing mismatch are different problems." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are different code paths and symptoms." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are separate model-loading/media-processing bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is appropriately conservative and grounded in the packet. The only accepted soft pair, issue:44206 vs issue:44220, is supported by closely related audio feature-extraction titles, and the remaining rejects are framed as different models, code paths, or failure modes without overstating equivalence. The canonical choice and low confidence also fit the evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3188,7 +3209,7 @@ "issue:44683|issue:45020", "issue:44079|issue:45663" ], - "prepared_review_unit_hash": "65371c118f57de265cdb65d75bab5f514022acc734533b0f9c61c7889b381b5e", + "prepared_review_unit_hash": "526b26c6e720f4a4aab92163ed808be302c35743c05749de52211932322a84cc", "component_budget": { "node_count": 453, "item_count": 453, @@ -3210,198 +3231,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose similarity set of unrelated Transformers issues across different models/subsystems. I found one plausible duplicate pair around the Qwen3.5 save_pretrained checkpoint regression; the rest should stay separate.", - "confidence": 0.87, - "canonical_issue_reason": "If forced to pick a representative issue, issue 45216 is the best canonical: it states the broader Qwen3.5 save_pretrained checkpoint regression, while 45357 reads like a narrower follow-up about the same broken serialization path.", + "summary": "This cluster is mostly a grab bag of distinct Transformers bugs/regressions, with only one likely duplicate pair around Qwen3.5 save_pretrained checkpoint corruption. No PRs are present.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella report in the set, covering recent-version breakage on remote_code models and serving as the best high-level anchor for this mixed regression cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the best global representative because it is broader, earlier, and more likely to capture the root save_pretrained regression for Qwen3.5; no other issue cleanly covers the rest of the cluster.", + "best_issue_reason": "Issue 45020 is the most representative global issue here: it has the broadest scope, clear regression framing, and fits the overall cluster theme better than the many model-specific one-offs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different bugs: MIMI batching/padding-mask mismatch vs DAC from_latents forward/STE mismatch." + "reason": "Different models and failure modes: batched-vs-single MIMI output mismatch vs DAC forward/from_latents mismatch." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Unrelated symptoms: generation GPU-sync/dispatch overhead vs StaticCache.get_seq_length returning the wrong type." + "reason": "Generation performance overhead is unrelated to a StaticCache return-type contract bug." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading failures, but the model and root cause differ: ScandiBERT load failure vs Mistral regex patch crash." + "reason": "Both involve loading/tokenizer behavior, but they target different models and different crash points." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different failures: loading physical-intelligence/fast vs Mistral tokenizer regex/backend-tokenizer crash." + "reason": "Different loading failures: physical-intelligence/fast vs Mistral regex patch crash." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "One is a tokenizer load failure, the other is a performance regression in convert_tokens_to_ids." + "reason": "Tokenizer load failure is not the same as a convert_tokens_to_ids performance regression." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "Different code paths: torch.export exportability with torch_compilable_check vs a processor/model input-size mismatch." + "reason": "torch.export/torch_compilable_check is unrelated to the OmDet processor image-size mismatch." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio fbank feature extraction bug vs compiled flex_attention regression on newer torch; not the same bug." + "reason": "Audio feature extraction bug and compiled flex_attention failure are separate code paths." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Distinct initialization/runtime problems: FineGrainedFP8Config failure vs unexpected _is_hf_initialized argument in init_empty_weights." + "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized loading failure are different issues." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same underlying save_pretrained serialization regression for Qwen3.5; 45357 looks like a narrower continuation about incorrect visual encoder keys." + "reason": "Same underlying Qwen3.5 save_pretrained regression; 45357 is a narrower report of incorrect serialized visual encoder keys from the same bug." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument conflict is unrelated to loading physical-intelligence/fast." + "reason": "AddedToken keyword conflict is unrelated to a model-loading failure for physical-intelligence/fast." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Different tokenizer/model issues: T5 tokenizer special-token method conflict vs MobileLLM-125M key error on load." + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM-125M KeyError are unrelated loading bugs." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure and missing Float8 storage are separate runtime compatibility issues." + "reason": "Different FP8-related failures with different symptoms and code paths." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Related Qwen VL area, but not the same concrete bug: broad video-input regression across several models vs still-image temporal position scaling in Qwen2.5-VL." + "reason": "Related model family, but one is a broad video-input regression across several Qwen VL variants while the other is a specific still-image temporal position_ids scaling bug." }, { "left": "issue:46209", "right": "issue:46326", "accept": false, - "reason": "Unrelated: FP8 inference on B200 vs continue_final_message behavior for mistral_common tokenizers." + "reason": "FP8 inference on B200 and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer loading conflict is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "Tokenizer load conflict vs Qwen3 auto device mapping cudaErrorAssert are unrelated." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different regressions: _is_hf_initialized handling in Transformers v5 vs mmap/OOM behavior on Strix Halo." + "reason": "Transformers v5 initialization-flag breakage and Strix Halo mmap OOM are different problems." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied embeddings, but the bugs differ: missing lm_head tying in Mistral3 vs LoRA merge collapse with extended vocabulary." + "reason": "Weight-tying bug in Mistral3 is not the same as LoRA merge collapse with extended vocabulary." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and granite_speech strict-config loading are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Multi-image iterable finetuning failure vs Qwen2.5-VL still-image temporal position scaling; different symptoms and code paths." + "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope-index scaling bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading failure is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are different model-specific bugs." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk are separate v5 regressions." + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are separate Transformers v5 regressions." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as noisy transformer loading logs." + "reason": "Torch version incompatibility and noisy transformer loading are unrelated." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "High perplexity on GPT-OSS is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage type are different compatibility bugs." + "reason": "Whisper runtime failure and missing Float8 storage type are different failures." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Loading noise vs tokenizer load failure; not the same issue." + "reason": "Unnecessary load noise is unrelated to tokenizer load failure for EMBEDDIA/est-roberta." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL-family training issues, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning; not the same bug." + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image iterable finetuning are different training scenarios and bugs." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized regression and non-persistent buffer junk are separate Transformers v5 problems." + "reason": "Different v5 regressions: one is _is_hf_initialized handling, the other is non-persistent buffer initialization." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor update support is not the same as add_special_tokens failing to add BOS/EOS for a specific tokenizer." + "reason": "Runtime special-token post-processing and a specific add_special_tokens=True BOS/EOS regression are related only loosely, not the same bug." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and remote_code model loading failures are unrelated." + "reason": "Compiled flex_attention on torch >=2.9 is not the same as broad remote_code loading breakage." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug and Gemma4 shared_kv_states FSDP2 error are unrelated." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays appropriately conservative. The only accepted duplicate pair, issue:45216 and issue:45357, is clearly aligned by title and scope, and the remaining soft-edge rejections are mostly cautious distinctions across different models/subsystems. No obvious overstatement or mergeability problem." + "feedback": "The summary is grounded in the packet: issue 45020 is a reasonable umbrella anchor given its broad remote_code regression framing, and the note that there are no PRs is consistent with the items shown. The soft-edge verdicts are mostly conservative and the one accepted pair (45216/45357) is plausibly the same Qwen3.5 save_pretrained bug family. No clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -3417,8 +3438,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -3732,8 +3753,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -4043,8 +4064,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -4368,8 +4389,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -4666,8 +4687,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -5064,7 +5085,7 @@ "issue:43950|issue:45987", "issue:44821|issue:45084" ], - "prepared_review_unit_hash": "e5386a338e95e8f253d297c84940dfb5c2f8c727d1b1f2e7db5259e51ee46cf1", + "prepared_review_unit_hash": "e64bb15f430dbbbca7ef062e60531698feea6a1db2b8359a50bbdc4d6b87d614", "component_budget": { "node_count": 453, "item_count": 453, @@ -5086,180 +5107,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it mixes unrelated tokenizer, multimodal, config, inference, and training bugs across different models and code paths. I do not see a single canonical issue or PR that would safely represent the whole set.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "No soft-edge pair looks like the same underlying bug or change; most are only loosely similar by subsystem or symptom. I\u2019d keep one broad, well-scoped regression issue as the cluster anchor, but there isn\u2019t a true duplicate group here.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44843 is the cleanest representative bug report: it names a concrete code path (_patch_mistral_regex), has a specific failure mode, and is broadly actionable compared with the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44843 is the strongest single issue to retain as a representative because it is a clear regression with a well-defined trigger and fix surface; the other issues are narrower or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Different subsystems: tokenizer regression vs Hub file-listing revision forwarding. No shared underlying bug." + "reason": "Tokenizer regression vs Hugging Face Hub list_repo_files forwarding; unrelated code paths and symptoms." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "Different models and failures: Qwen3Moe FP8 config vs GraniteSpeech PEFT checkpoint loading." + "reason": "FP8 loading failure in Qwen3MoE vs GraniteSpeech PEFT local checkpoint loading; different models and failures." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are Qwen video issues, but one is a video-processing ValueError and the other is chat-template feature/token mismatch; separate defects." + "reason": "Both are video-input bugs, but one is Qwen3OmniMoe processing and the other is Qwen3.5 chat-template token/feature mismatch." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Unrelated: image processor segmentation-map handling vs GenerationMixin import error." + "reason": "ImageProcessor segmentation-map handling and a GenerationMixin import error are completely unrelated." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different code paths: accelerate loading/unpacked BitNet weights vs DAC forward/from_latents STE mismatch." + "reason": "BitNet packed-weight loading vs DAC latent/STE mismatch; no shared underlying bug." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration issue vs BitNet weight unpacking bug; unrelated." + "reason": "Tokenizer special-token registration issue vs BitNet accelerate-loading issue; different subsystems." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug vs tokenizer mapping lookup failure; no same underlying change." + "reason": "Audio fbank extraction bug vs tokenizer-mapping add-new-model-like failure; not the same defect." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both are model inference bugs, but in different models and mechanisms: SDPA/torch.compile vs bf16 dtype mismatch." + "reason": "Both mention inference/runtime issues, but one is SDPA/torch.compile on Bamba and the other is bfloat16 dtype mismatches in different models." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal regressions, but one is processor.tokenizer/image-to-tokenizer breakage and the other is OCR long-input index error." + "reason": "Processor/tokenizer API regression vs Kosmos2.5 OCR index error; different underlying causes." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Different regressions: CLIP output attentions field vs RTDetrV2 output changes." + "reason": "CLIP attentions assignment regression vs RTDetrV2 output differences; not the same code path." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "One is AddedToken constructor misuse; the other is loading a specific model/tokenizer failure. Symptoms and fixes differ." + "reason": "AddedToken special-arg construction bug vs tokenizer load failure for a specific model; different failures." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Unrelated model bugs: SDPA compile failure vs DAC latent reconstruction mismatch." + "reason": "SDPA compile bug vs DAC from_latents/forward mismatch; unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different multimodal paths: Qwen3OmniMoe video processing vs Gemma3n audio mask variable collision." + "reason": "Qwen3OmniMoe video processing ValueError vs Gemma 3n variable-name collision; different root causes." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer padding/NER crash vs image-classification resolution/interpolation bug; no common root cause." - }, - { - "left": "issue:43653", - "right": "issue:43819", - "accept": false, - "reason": "BigBird special-token registration is unrelated to DAC latent/STE behavior." + "reason": "Tokenizer NER/padding crash vs Perceiver non-default-resolution failure; different components." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Both touch sequence classification, but one is input-validation messaging and the other is zero-loss behavior; distinct bugs." + "reason": "Input validation XOR logic bug vs single-label loss degeneracy; both broad but distinct problems." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Completely different areas: Llava Next load crash vs MPS histogram implementation in MoE." + "reason": "Llava Next segfault vs MPS histogram unsupported for Int; no shared bug." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window issue vs AutoConfig trust_remote_code field-loss regression; unrelated." + "reason": "Sliding-window issue in Qwen3-MoE vs AutoConfig trust_remote_code field loss; unrelated." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve _patch_mistral_regex, but one is offline model_info access and the other is backend_tokenizer AttributeError; separate failure modes." + "reason": "Same helper function family, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; not the same bug." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer-count regression; different model internals." + "reason": "Sparse-layer config bug in SwitchTransformers vs Smollm3 RoPE-layer count mismatch; different model logic." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Evaluation gather/truncation bug vs Mamba2 cache correctness bug; not the same issue." + "reason": "Metric gathering last-batch label truncation vs Mamba2Mixer cache correctness; different layers and symptoms." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different models and mismatches: Mistral image-preprocessor dtype vs Gemma3n audio mask variable collision." + "reason": "Image preprocessor/model dtype mismatch vs Gemma 3n audio mask attribute collision; unrelated." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading regressions, but one is missing fields from trust_remote_code and the other is strict config rejection for granite_speech." + "reason": "AutoConfig missing fields under trust_remote_code vs strict config blocking granite_speech loading; related theme, but not same bug." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor segmentation maps vs CustomTrainer.compute_loss signature change; unrelated." + "reason": "Void segmentation-map processing vs CustomTrainer compute_loss signature mismatch; unrelated." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert vs tokenizer loading failure for a different model; no shared bug." + "reason": "Qwen3 auto device mapping cuda assert vs tokenizer loading failure for EMBEDDIA/est-roberta; different models and failures." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output regressions, but they affect different models and likely different code paths." + "reason": "Both are v5 output regressions, but they affect different models and likely different code paths; too broad to merge." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "from_pretrained buffer restoration bug vs StaticCache return-type contract bug; unrelated." + "reason": "from_pretrained buffer corruption vs StaticCache return-type contract violation; unrelated." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading vs Jinja/template compilation error; different subsystems." + "reason": "AutoImageProcessor URL loading failure vs template compilation TypeError; completely different areas." } ] }, @@ -5363,7 +5378,7 @@ "issue:45372|issue:46326", "issue:43582|issue:44857" ], - "prepared_review_unit_hash": "75328e0aaf8484a3e7736861c176582eaf177cfe4b7f97c1bf2bc571f77c4a3d", + "prepared_review_unit_hash": "9d506f9b9611996a35d59bb2c0332273e92772cf532b713bed0fe99d74bad671", "component_budget": { "node_count": 453, "item_count": 453, @@ -5385,102 +5400,102 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: most pairs are clearly unrelated bugs across different models, tokenizers, loaders, and docs. Only a couple of tokenizer/pipeline-related pairs look plausibly like duplicates or the same upstream change.", - "confidence": 0.76, - "canonical_issue_reason": null, + "summary": "Mostly heterogeneous issue set across unrelated tokenizer, loading, vision/video, dtype, and docs regressions. The tokenizer pair (issue:28218, issue:29159) is only a soft similarity match, not a strong duplicate signal, so it should not be treated as a confirmed same-bug pair.", + "confidence": 0.31, + "canonical_issue_reason": "issue:28218 is the most concrete and symptom-specific tokenizer report; issue:29159 is broader and only loosely overlaps on tokenizer inconsistency.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue cleanly represents the whole cluster. If forced to pick a local representative, issue:43825 is the most concrete of the near-matches, but the cluster is too mixed to treat it as a true canonical.", + "best_issue_reason": "issue:28218 is the best representative issue because it names the exact added-token spacing symptom directly and is more specific than the broader slow-vs-fast inconsistency report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Different bugs and subsystems: BLIP2 dtype handling vs Video-LLaVA weight/temporal-attention issues." + "reason": "Different model families and failures: dtype loading mismatch vs missing temporal attention/weight sharing in Video-LLaVA." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Different tokenizer behaviors: runtime special-token/post-processor sync vs Whisper batch_decode skip_special_tokens." + "reason": "Both involve tokenizers, but one is runtime post-processor syncing and the other is Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Docs/example problems for SigLIP2 vs a Kosmos2.5 OCR index error; not the same bug." + "reason": "Unrelated problems: SigLIP2 docs example errors vs Kosmos2.5 long-OCR index error." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are video-input issues, but they affect different Qwen models and likely different code paths." + "reason": "Both are video-input issues, but they affect different Qwen models and different failure paths." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription failure after align_special_tokens is unrelated to Kosmos2.5 OCR indexing." + "reason": "Whisper empty-transcription generation failure is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Different tokenizer bugs: LayoutLMv2 NER/padding crash vs AutoTokenizer loading failure for a specific tokenizer class." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation bug; different failure modes." + "reason": "Qwen3VL load-time weight_only error is not the same bug as Qwen3.5 flash-attention generation issues." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer corruption and FSDP CPU RAM efficient loading are different loading-time bugs." + "reason": "Both are loading-related, but one is non-persistent buffers being filled incorrectly and the other is FSDP CPU RAM efficient loading." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch in Bark differs from dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Device mismatch under CPU offload is unrelated to dtype mismatch issues in bfloat16 inference." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Qwen video regression and Kosmos2.5 OCR index error are different model families and different failures." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline-task messaging/docs around v5 removals vs SigLIP2 example/model mismatch; not the same issue." + "reason": "One is an error-message/docs problem about pipeline support; the other is a model/pipeline output correctness bug." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video chat-template mismatch and T5 decoder validation messaging are unrelated." + "reason": "Different models and validations: Qwen3.5 video chat-template mismatch vs T5 decoder-input error message." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to the GenerationMixin import error." + "reason": "BarkProcessor voice_preset and GenerationMixin import errors are unrelated." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to trainer.evaluate() failing after train()." + "reason": "Mask/tensor shape IndexError is not the same as trainer.evaluate() failing after train()." }, { "left": "issue:28218", "right": "issue:29159", - "accept": true, - "reason": "Both point to the same tokenizer inconsistency around added tokens / slow-vs-fast behavior, with the extra-space symptom fitting the broader mismatch." + "accept": false, + "reason": "Tokenization-related, but the packet only shows soft similarity and deterministic_accept=false; the overlap is not strong enough to call this the same bug." }, { "left": "issue:44485", @@ -5492,89 +5507,89 @@ "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype retention and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "Different subsystems and symptoms: Blip2 dtype initialization vs Apple Silicon warmup TypeError." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "The former is a specific missing-helper regression; the latter is a broad umbrella for remote_code breakages, not the same concrete bug." + "reason": "Both mention remote_code breakage, but 45020 is a broader umbrella and not clearly the same concrete regression." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache seq-length contract issue is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "StaticCache return type bug and return_tensors being ignored are unrelated API issues." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatches in other models." + "reason": "Packed-weight loading failure for BitNet is unrelated to general dtype mismatch issues." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo processor/model input-size mismatch is unrelated to bfloat16 dtype mismatches." + "reason": "OmDet-Turbo image-size mismatch is a different model bug than bfloat16 dtype mismatches." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression is not the same as a general tokenization-version-change report." + "reason": "CamemBERT masked-LM prediction regression is not the same as a broad tokenization-change report." }, { "left": "issue:43825", "right": "issue:43827", - "accept": true, - "reason": "Both concern the v5 pipeline-removal fallout: one is the runtime error/help text, the other is stale docs still referencing removed pipeline tasks." + "accept": false, + "reason": "Both are about removed pipeline tasks in v5, but one is an error message and the other is stale docs, not one concrete bug." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling are different issues." + "reason": "Qwen3VL loading error is unrelated to Qwen2.5-VL rope/position-id scaling." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM loading failure and init_empty_weights _is_hf_initialized TypeError are distinct model-loading regressions." + "reason": "Both concern loading, but FSDP CPU RAM loading and init_empty_weights argument handling are distinct code-path failures." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral tokenizer regex patch crash is unrelated to Gemma4Processor missing _tokenizer in transformers serve." + "reason": "Different model components and causes: Mistral regex patch crashes vs Gemma4Processor missing _tokenizer." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow in a torch install extra is unrelated to the Mistral tokenizer backend crash." + "reason": "TensorFlow backend packaging and Mistral tokenizer patching are unrelated." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Gemma4 processor import failure due to ReasoningEffort is unrelated to continue_final_message behavior for mistral_common tokenizers." + "reason": "Both touch mistral_common-based processors, but one is an import dependency break and the other is continue_final_message behavior." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to LwDetrImageLoss AMP/CUDA crashes." + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP image-loss crash are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is indeed mostly heterogeneous, and the two accepted pairs are conservative matches based on the titles alone. I don\u2019t see any overstatement of evidence in the soft-edge verdicts." + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates the tokenizer pair. The packet only shows soft similarity between issue:28218 and issue:29159, and the pair is explicitly marked deterministic_accept=false. Calling it the only plausible duplicate pair / same tokenizer bug is too strong. The rest of the rejections look conservative, but the one accepted soft-edge verdict is not supported strongly enough by the packet." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5586,8 +5601,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -5898,8 +5913,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -6289,7 +6304,7 @@ "issue:43756|issue:45325", "issue:45823|issue:46463" ], - "prepared_review_unit_hash": "1882a07dfdbed8eba0c9b543a42bd3206753d28100034f63f5e50ebd2bce3722", + "prepared_review_unit_hash": "3d808ca95c713ae293ba90f914da2f74b7cdaa0d60acd8357b9474c5fa2c3704", "component_budget": { "node_count": 453, "item_count": 453, @@ -6311,190 +6326,190 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers bug reports across different models, features, and code paths. The only plausible duplicate pair is the two SigLIP2 reports; the rest are too model-specific or symptom-only to safely merge.", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical fits the whole cluster cleanly; if one must be chosen, issue 43493 is the best root-cause report because it describes the underlying SigLIP2 implementation discrepancy more directly than the user-facing symptom in 43994.", + "summary": "Mostly unrelated issues. The only plausible near-duplicate area is the SigLIP2 pair, but the packet only supports a loose similarity between a technical discrepancy report and a broader bad-output report; it does not prove a shared root cause. No PRs are present.", + "confidence": 0.69, + "canonical_issue_reason": "If this cluster is anchored on the SigLIP2 reports, issue:43493 is the tighter canonical issue because it is the more specific technical report; issue:43994 is broader and reads more like a symptom-focused user report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43493 is the strongest standalone issue here: concrete, technically specific, and closest to the shared underlying defect in the only plausible duplicate pair.", + "best_issue_reason": "issue:43493 is the best standalone issue candidate because it is the most specific and technically focused SigLIP2 report, making it the most useful anchor if these reports are grouped together.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "Different problems: DeepSpeed ZeRO3 deque failure vs an unrelated PEFT version bump." + "reason": "Different bug classes: DeepSpeed ZeRO3 deque failure vs a PEFT version constraint issue." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both mention video inputs, but they target different Qwen model families and the titles point to separate regressions." + "reason": "Both involve video handling, but they affect different Qwen model families and do not clearly share one code path." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Same general area, but different model families and different failure modes (ValueError vs StopIteration)." + "reason": "Same broad area, but this is a different Qwen video-input failure on a different model path." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "One is a model load failure, the other is a repo-listing API regression; not the same underlying bug." + "reason": "Unrelated: model loading failure vs a hub API forwarding regression." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training error and tokenizer inconsistency are unrelated code paths." + "reason": "Training with DeepSpeed and tokenizer slow/fast inconsistency are unrelated bugs." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Both are loading-time errors, but one is a key lookup for a specific model and the other is an init_empty_weights compatibility issue." + "reason": "Both are load-time failures, but the underlying causes and code paths are different." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to a LayoutLMv3 error-message clarity issue." + "reason": "Missing PyTorch backend import vs a LayoutLMv3 box-validation error message; not the same bug." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Different subsystems: FineGrainedFP8Config on Qwen3Moe vs FSDP CPU RAM efficient loading." + "reason": "Different subsystems: Qwen3 MoE FP8 config failure vs FSDP CPU RAM-efficient loading regression." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and different symptoms; no clear shared code-path bug." + "reason": "Different models and failures: SigLIP2 zero probabilities vs Perceiver interpolation behavior." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet device placement bug and T5 decoder-input validation messaging are unrelated." + "reason": "XLNet positional encoding device placement is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Packaging/backend selection issue vs a model-loading failure; not the same bug." + "reason": "Packaging/backend selection issue vs a specific model loading failure; not the same defect." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both involve dtype, but they affect different models and likely different conversion paths." + "reason": "Both mention dtype, but they affect different models and different loading/inference paths." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "These both point to the same SigLIP2 defect: HF output quality/behavior diverging from the expected JAX behavior for the same model." + "accept": false, + "reason": "Related SigLIP2 reports, but the text only shows a technical discrepancy report and a broad nonsensical-results report; that is not enough to confirm the same underlying bug." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "One is a reproduction of an older issue; the other is a broken example. No evidence they share the same root cause." + "reason": "One is a reproduction of an older issue, the other is a broken official Nemotron example; different artifacts and likely different bugs." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to Smollm3 RoPE layer dropping." + "reason": "Different Qwen3 MoE conversion/loading issue vs a Smollm3 RoPE-layer configuration bug." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights compatibility and loading AutoImageProcessor from URL are different failure modes." + "reason": "Unexpected init argument in model loading vs loading AutoImageProcessor from URL; unrelated failures." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "A fast image-processor label reduction bug is not the same as the sequence-classification zero-loss issue." + "reason": "BeitImageProcessor label reduction bug vs sequence-classification zero-loss degeneracy; different code paths." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer compute_loss signature mismatch are separate trainer issues." + "reason": "TrainerState token accounting and compute_loss signature changes are related to training APIs but not the same bug." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken keyword collision and Mistral regex patching crash are unrelated tokenizer bugs." + "reason": "Tokenizer AddedToken keyword collision vs Mistral regex patch crashing on tokenizer internals; different issues." }, { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3VL weight_only loading error are different code paths." + "reason": "AppleSilicon allocator warmup TypeError is unrelated to Qwen3VL weight_only loading failure." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "XLM-RoBERTa Flash Attention 2 and missing PyTorch ImportError are unrelated." + "reason": "Flash Attention 2 on XLM-Roberta is unrelated to missing PyTorch import in AutoModel." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "A tied-weights bug in Mistral3 and a StaticCache return-type bug are not the same underlying issue." + "reason": "Mistral3 weight tying bug and StaticCache return-type bug are distinct code-path problems." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU tensor allocation and flash_attention sink-less AttributeError are unrelated." + "reason": "XLNet CPU allocation issue vs flash_attention auxiliary-state crash; not the same underlying defect." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus test failure and Phi-4 multimodal loading failure are different models and different bugs." + "reason": "Both are multimodal-related, but one is a janus test failure and the other is a Phi-4 model loading regression." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "RoPE-layer dropping in Smollm3 and missing apply_rotary_pos_emb decorator in Qwen3.5 are unrelated." + "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel registration crash are unrelated." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "A repro of an older issue and a qwen2.5-vl video-position-id bug are not the same bug." + "reason": "A reproduction of an older issue vs a Qwen2.5-VL video position-id bug; different problem sources." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different Qwen2.5-VL position/rope problems; not enough evidence they are the same fix." + "reason": "Different model families and different RoPE/position-id bugs." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device mismatch and T5 decoder validation messaging are unrelated." + "reason": "Gemma4 device-map mismatch and T5 decoder-input error messaging are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is well grounded in the packet, and the lone accepted soft pair (43493/43994) is a conservative, defensible duplicate judgment. The other pairwise rejections are also appropriately cautious and do not overstate evidence." + "accept": false, + "feedback": "The overall cluster summary is mostly conservative, but the SigLIP2 canonicalization claims go beyond the packet. In particular, calling issue:43493 the \"underlying implementation discrepancy\" and describing issue:43994 as a \"downstream symptom\" or \"same model correctness problem\" is not directly supported by the provided text alone. The packet only shows two SigLIP2-related titles and a soft-similarity match; that supports a likely duplicate area, but not the stronger root-cause framing. The soft-edge rejects are otherwise cautious enough." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6506,8 +6521,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -6786,8 +6801,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -7091,8 +7106,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -7412,8 +7427,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -7720,8 +7735,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -8108,7 +8123,7 @@ "issue:43827|issue:43901", "issue:43819|issue:45083" ], - "prepared_review_unit_hash": "b6660799a45ced439a88a72f5f1783221efa2c7c1a1b4744e9310611e4b9f7b3", + "prepared_review_unit_hash": "6ab3ade510014d84db88412c7830e43e8747b498ae2faa55fc5b29148701177e", "component_budget": { "node_count": 453, "item_count": 453, @@ -8130,180 +8145,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All candidate pairs look like near-topic neighbors rather than true duplicates; they share broad subsystems (tokenizers, multimodal chat templates, model loading, docs) but not the same concrete bug or fix path. I would reject every soft edge. For a representative issue, `issue:44521` is the strongest candidate because it is active, specific, and has the most evidence around a concrete multimodal `apply_chat_template` failure.", - "confidence": 0.72, - "canonical_issue_reason": "`issue:44521` is the most representative active bug report in the set: it has a concrete repro, multiple inbound refs, and a focused multimodal `apply_chat_template` failure mode.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues across tokenizers, multimodal chat templates, model configs, processors, and training/runtime edge cases. The soft-similarity links all look like false positives; the closest thing to a representative anchor is the active multimodal chat_template bug (#44521), but it does not unify the rest of the set.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 44521 is the strongest representative anchor: it has the most engagement/references and is a concrete, active multimodal chat_template bug. That said, the surrounding items are largely unrelated, so it should only serve as a loose anchor, not a duplicate bucket for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:44521` is the best standalone issue to keep as the primary reference because it is open, well-scoped, and clearly actionable.", + "best_issue_reason": "44521 is the most suitable global issue anchor because it is substantive, currently open, and has the highest signal for user impact within this mixed set. It is still only a representative issue, not a true canonical duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Different bugs: Perceiver resolution handling vs RT-DETR model memory release; no shared code path." + "reason": "Different subsystems and symptoms: Perceiver interpolation failure vs RT-DETR memory release leak." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor batch-shape bug vs Qwen2 load OOM; unrelated symptoms and fixes." + "reason": "Video processor shape bug and Qwen2 large-model OOM are unrelated runtime issues." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 `mm_token_type_ids` defaulting vs Qwen2.5-VL rope indexing; both multimodal, but different code paths." + "reason": "Gemma 4 token-type defaults vs Qwen2.5-VL temporal position_id scaling are distinct bugs." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash local path warning vs SigLIP2 HF/JAX discrepancy; unrelated issues." + "reason": "Import warning for local-path loading is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing `pad_token_id`, but they affect different model configs and likely need different fixes." + "reason": "Both mention pad_token_id, but they involve different model/config classes and likely different fixes." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Metric-gathering tuple truncation vs BeitImageProcessorFast label reduction; not the same underlying bug." + "reason": "Metric-gathering tuple handling and Beit label reduction are separate data-processing bugs." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure vs Qwen2.5-VL import error; unrelated model-loading problems." + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are different code paths." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure vs stale `num_return_sequences` warning; different generate-path issues." + "reason": "Janus image-generation test failure and stale paged-generate warning are not the same bug." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Importing Qwen2.5-VL class vs DeepSeek detokenization regression; not the same bug." + "reason": "ImportError for a missing class and DeepSeek detokenization regression are unrelated." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is implementation mismatch vs JAX; too broad to merge." + "reason": "Same model family, but zero probabilities vs HF/JAX discrepancy are not clearly the same concrete defect." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added token vs embedding reinit on resize; unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert vs FP8 inference failure on B200; distinct failures." + "reason": "Different hardware/model failures: cudaErrorAssert on A800 vs FP8 inference failure on B200." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Eval dtype regression vs MoE training memory usage; different layers of the stack." + "reason": "Dtype drift in evaluate is not the same as Qwen3 MoE memory usage during training." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs `return_tensors` being ignored; unrelated APIs." + "reason": "Label reduction bug and return_tensors being ignored are different API mistakes." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs GraniteSpeech CI test staleness; not the same code-path problem." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale-test failure are unrelated." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model loading failures for different architectures; no single fix would cover both." + "reason": "Tokenizer load failure for FastSpeech2Conformer and Wav2Vec2 save/tokenization failure are different problems." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default vs video batching shape bug; unrelated processors." + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are unrelated processor bugs." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 output issue vs RT-DETR memory leak; completely different bugs." + "reason": "SigLIP2 zero-probability output and RT-DETR memory cleanup are unrelated." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Python 3.13 `flash_attn` import handling vs Windows ROCm `torch.distributed` dependency; unrelated import issues." + "reason": "Python 3.13 flash_attn import-key handling and Windows ROCm torch.distributed dependency issues are distinct." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both touch `apply_chat_template`, but one is tool-call/no-content crashes and the other is `continue_final_message` on mistral_common; not mergeable as one fix." + "reason": "Both are chat-template related, but one is tool-call/no-content tokenization and the other is continue_final_message behavior; not the same bug." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Composite Qwen config unwrap bug vs CLIP text-model structure inconsistency; different models and code paths." + "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency are different architectural issues." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor input-size mismatch vs float16 AMP crash in a loss module; unrelated." + "reason": "Processor input-size mismatch and AMP/CUDA loss crash are not the same underlying defect." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Removal of `is_torch_fx_available` breaking remote-code models vs missing `is_falcon_mamba_ssm_available`; different import-utils gaps." + "reason": "Removal of is_torch_fx_available and missing is_falcon_mamba_ssm_available are separate import_utils regressions." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent/forward mismatch vs GraniteSpeech CI test failure; unrelated." + "reason": "DAC from_latents/STE mismatch is unrelated to the GraniteSpeech CI device override test." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve `apply_chat_template`, but one crashes on batched padding=False input and the other returns all-zero assistant masks; different failure modes." + "reason": "Both touch apply_chat_template in multimodal Qwen2.5-VL, but one is a batching crash and the other is all-zero assistant masks; not enough evidence they are the same bug." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported `center` arg in LasrFeatureExtractor vs Whisper empty transcription after align_special_tokens; unrelated." + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs regressions, but they refer to different pipeline docs and different deprecated behavior; not the same change." + "reason": "Both are docs regressions, but they concern different API removals and should not be merged." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC consistency bug vs `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe; unrelated." + "reason": "DAC latents mismatch and qwen3_omni_moe helper-length behavior are unrelated code paths." } ] }, @@ -8410,7 +8425,7 @@ "issue:43606|issue:44857", "issue:44360|issue:44561" ], - "prepared_review_unit_hash": "90563a2ac5c0aa685dd70203b7e661839a6933ca17516ede6dea7a10b2e80504", + "prepared_review_unit_hash": "8a5fa7d97a2d62b4d0ef9702e03135f880efb486924f1a0e31a1940f63016b64", "component_budget": { "node_count": 453, "item_count": 453, @@ -8432,198 +8447,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a collection of unrelated issue reports with only one clear duplicate pair: the repeated Qwen3.5 MoE `from_pretrained` error (issue 45310 / 45478). The soft links are generally too broad to merge.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45310 is the earliest and more detailed report of the only clear duplicate pair in this set; issue:45478 repeats the same Qwen3.5 MoE `from_pretrained` failure.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues spanning different models, regressions, and feature areas. Only one soft edge looks like a true duplicate: the two reports of the same Qwen3.5 MoE from_pretrained regression in transformers>=5.4.0.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it matches issue:45478 exactly on the same Qwen3.5 Moe from_pretrained error in transformers>=5.4.0, and it is the earlier report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest canonical issue candidate because it matches the only exact duplicate and is the earlier report. The remaining issues are unrelated enough that none is a better global representative.", + "best_issue_reason": "issue:45310 is the best representative for the cluster because it is an exact duplicate pair with issue:45478 and has the cleaner, earlier bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different models and failure modes: AMP/CUDA loss crash vs missing auxiliary losses in D-FINE." + "reason": "Both are model/loss failures, but they describe different code paths and failure modes: AMP/CUDA crash vs missing auxiliary losses when denoising is off." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Both mention model behavior, but the bugs are unrelated: SwitchTransformers config vs Bamba torch.compile/SDPA." + "reason": "Different models and bugs: a SwitchTransformers config edge case versus Bamba torch.compile+SDPA failure." }, { "left": "issue:43611", "right": "issue:46402", "accept": false, - "reason": "Both are loading-related, but one is a generic v5 `base_model_prefix` regression and the other is Sam3Model text-encoder weights not loading." + "reason": "Both concern loading, but one is a base_model_prefix regression and the other is Sam3 text encoder weights not loading; not the same bug." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Device-offload mismatch in Bark vs a helper-function output-length issue in qwen3_omni_moe; no shared code-path." + "reason": "Different underlying problems: CPU offload device mismatch in bark-small versus a qwen3_omni_moe helper function behavior issue." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Import error for a missing flash-attention helper vs torch 2.10 compatibility; too broad to be the same bug." + "reason": "One is a missing import symbol, the other is a broad Torch 2.10 incompatibility; related theme, not the same defect." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and a Trainer broadcast TypeError are different failures with no concrete overlap." + "reason": "Flash Attention test failures and a Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different models and mechanisms: Pegasus output changes vs Qwen3 recurrent state reset with cache." + "reason": "Both are output/behavior regressions, but they involve different models and different logic paths." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration bug." + "reason": "SwitchTransformers sparse layer creation and BigBirdTokenizer special-token decode are unrelated bugs." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting issue vs flash_attention.py crashing on `s_aux=None`; unrelated." + "reason": "Different components and symptoms: Gemma4 mm_token_type_ids defaulting versus flash_attention.py crashing on s_aux=None." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/extended-vocab collapse and category-count limits are unrelated model-training constraints." + "reason": "LoRA/tied embeddings collapse and category-count overflow are distinct issues." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Both involve CI/model execution, but one is Bamba SDPA compile failure and the other is a GraniteSpeech stale test." + "reason": "Bamba compile/SDPA failure and a GraniteSpeech CI test stale device override are not the same bug." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import/`torch.jit.script` parsing problem vs qwen3_omni_moe feature-length helper behavior." + "reason": "Python 3.13 import/IndentationError in DebertaV2Model versus qwen3_omni_moe length helper behavior; unrelated." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different root causes." + "reason": "Both are import-related, but the missing _flash_supports_window_size symbol is not the same as missing HybridCache." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent/forward mismatch is a different bug from unexpected `position_id` keys." + "reason": "DAC.from_latents mismatch and unexpected position id keys are different functional regressions." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Beit legacy-field loading are separate config/loading issues." + "reason": "SwitchTransformers sparse-layer creation and Beit pretrained legacy-field loading are unrelated." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype regression and pipeline translation messaging are unrelated v5 issues." + "reason": "Embedding dtype drift during evaluate and pipeline translation-support messaging are different issues." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported `center` arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch; different code paths." + "reason": "LasrFeatureExtractor center-arg crash and Gemma4 PLE device mismatch are different code paths." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Clarifying an error message in LayoutLMv3 is not the same bug as `_gpu_broadcast_one` rejecting NoneType." + "reason": "Error-message clarity for layoutlmv3 boxes is not the same as the Trainer broadcast NoneType crash." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation example errors vs BeitImageProcessorFast `reduce_labels` behavior; not the same underlying change." + "reason": "Documentation example errors and BeitImageProcessorFast reduce_labels bug are unrelated." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both touch flash/offload-related areas, but one is `s_aux=None` handling in flash_attention.py and the other is rotary embedding CPU-offload incompatibility." + "reason": "Both touch flash/offload behavior, but one is an AttributeError on s_aux=None and the other is CPU offload incompatibility in a rotary embedding." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video `vision_position_ids` are distinct failures." + "reason": "Chat template tool-call crash and Qwen2.5-VL vision_position_ids issue are different bugs." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "A SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe feature-length output." + "reason": "SwitchTransformers config bug and qwen3_omni_moe feature-length helper bug are unrelated." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading and GraniteSpeech CI stale override tests do not share a concrete code path." + "reason": "BitNet packed-weight loading and GraniteSpeech CI device override are not the same failure." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Both involve import utilities, but one hides tokenizer errors without protobuf and the other is a missing availability helper." + "reason": "Tokenizer error handling with protobuf missing and a missing import_utils availability helper are unrelated." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer/model regressions; similar v5 timing is not enough to merge." + "reason": "Different model families and different regressions: Pegasus output drift vs Deepseek tokenizer correctness." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "These are the same Qwen3.5 MoE `from_pretrained` regression reported twice with matching titles and symptom." + "reason": "Exact same reported bug: transformers>=5.4.0 Qwen3.5 Moe from_pretrained error." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config and GraniteSpeech CI issues are unrelated." + "reason": "SwitchTransformers sparse-layer config bug and GraniteSpeech stale-device CI failure are unrelated." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path trailing-slash warning and GLM-4.7-Flash unit-test loading failure are different loading bugs." + "reason": "Local-path import warning and GLM-4.7-Flash unit-test load failure are different issues." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in Bark vs float16 AMP crash in LwDetrImageLoss; no shared underlying bug." + "reason": "CPU offload device mismatch in bark-small and LwDetrImageLoss AMP crash are unrelated." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer architecture comment and removal of `is_torch_fx_available` affecting trust_remote_code are unrelated." + "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: issue 45310/45478 is the only clearly duplicated pair by title and symptom, and the soft-edge rejections stay appropriately conservative. I didn\u2019t see any unsupported overstatement or an implausibly asserted mergeable pair." + "feedback": "The summary is grounded in the packet: issue:45310 and issue:45478 are the only clearly exact duplicate pair, and choosing the earlier 45310 as canonical is supported. The remaining soft-edge verdicts are conservative and stay within what can be inferred from the titles; no pair is overstated as a duplicate or same bug." }, "evaluator_used": true, "retried": false, @@ -8639,8 +8654,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -8943,8 +8958,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -9255,8 +9270,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -9635,7 +9650,7 @@ "issue:44855|issue:45137", "issue:44190|issue:44496" ], - "prepared_review_unit_hash": "c46279eb56890f3738842754a18e983ba353523fd8b68df001fa214aa1275d5d", + "prepared_review_unit_hash": "963ef6f5507d8652eaf1d32882820023aaa10f326458ff839c3204f81b56841f", "component_budget": { "node_count": 453, "item_count": 453, @@ -9657,180 +9672,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous set of unrelated Transformers issues with only superficial overlap in themes like loading, generation, and config handling. I found no true duplicates among the soft edges, and there is no clear single canonical issue or PR for the cluster.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The cluster is a loose set of Transformers loading/config/runtime regressions, not a tight duplicate set. Most pairs share a broad subsystem theme but not the same concrete bug, so they should stay separate.", + "confidence": 0.45, + "canonical_issue_reason": "Issue 45698 is the broadest representative of the cluster\u2019s recurring loading/save regressions around custom modules and model reconstruction, and it has the strongest cross-references among the listed issues.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45698 is the best single issue to anchor this cluster because it captures the most generic and reusable failure mode in the set: incorrect restoration/loading behavior after save_pretrained.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Both mention model initialization/post_init in v5, but one is a broad custom-model init regression and the other is a patchtsmixer-specific post_init policy change." + "reason": "Both touch model initialization semantics, but one is a general v5 custom-model init break and the other is a patchtsmixer-specific post_init policy change." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM with Adafactor+DeepSpeed is unrelated to embedding resize/post_init reinitialization." + "reason": "One is DeepSpeed+Adafactor OOM, the other is embedding reinitialization after resize; different symptoms and code paths." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Optimizer memory blowup and TrainerState token counter not updating are separate bugs." + "reason": "OOM in optimizer/deepspeed is unrelated to TrainerState token counting." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are different execution paths and failure modes." + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate training/runtime bugs." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer-loading failure and Perceiver image-classification resolution failure are unrelated subsystems." + "reason": "Tokenizer loading failure for one tokenizer is unrelated to Perceiver image classification at non-default resolution." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE implementation divergence." + "reason": "sys.modules access safety in modeling_utils is a generic import bug, while DeepseekV3MoE divergence is a model implementation mismatch." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "AutoTokenizer v5 loading regression and single-label classification zero-loss bug do not share the same underlying code path." + "reason": "Tokenizer loading in v5 and single-label classification zero-loss are unrelated defects." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Trailing-slash local model loading warning is unrelated to recurrent-state reset in Qwen3.5 cache handling." + "reason": "Local path import warnings do not share the same underlying bug as recurrent-state resets with cache." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both involve config APIs, but one is a Gemma3TextConfig mismatch and the other is a missing pad_token_id on Llama4Config." + "reason": "Both are config API discrepancies, but they concern different models and different missing/extra attributes." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Torch-only install backend inclusion and a missing import_utils availability helper are different packaging/import issues." + "reason": "Backend installation extras and a missing import-utils availability helper are different package/internals issues." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is model-specific; ModelOutput key assignment bug is a generic container issue." + "reason": "Missing hidden_states in CLIPVisionModel.forward is not the same as ModelOutput key assignment when a key was previously None." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading regressions, but they concern different releases and different causes (Llama 3.2 vision load vs base_model_prefix handling)." + "reason": "Both are model-loading regressions, but they target different mechanisms: a specific Llama vision model break versus base_model_prefix handling." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to a tokenizer class import/load failure." + "reason": "BitNet packed-weight loading and a tokenizer class loading failure are unrelated." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync after sync_gpus and gather_for_metrics label trimming are distinct distributed-training bugs." + "reason": "Generation kwargs synchronization after sync_gpus is unrelated to gather_for_metrics dropping tuple label elements." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch on load and Qwen3.5 save_pretrained corruption are related only at a very broad model-family level." + "reason": "A Qwen3-VL weight-shape mismatch and a Qwen3.5 save_pretrained regression are different failure modes." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden_states omission in CLIPVisionModel and attention-kernel divergence under torch.compile are different issues." + "reason": "CLIP hidden_states omission is not the same as attention-kernel divergence from torch.compile branching." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated model families and code paths." + "reason": "A post_init restriction on one architecture is unrelated to the Qwen VL video-input regression." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + "reason": "SigLIP2 implementation mismatch and outdated docs referencing pipeline() are separate concerns." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Loading a specific model under transformers>=5.1.0 and missing BACKENDS_MAPPING support for tensorflow_text are unrelated failures." + "reason": "Loading a specific model under transformers>=5.1.0 is unrelated to the tensorflow_text backend mapping error." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id configuration mismatch are different bugs." + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id configuration are different bugs." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are not the same defect." + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are related only at a very high level, not the same concrete bug." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading and Fuyu tensor conversion exception handling are unrelated." + "reason": "AutoTokenizer failing for one tokenizer class is unrelated to FuyuBatchFeature swallowing exceptions." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and cache lazy initialization causing recompilation are related only superficially." + "reason": "Inconsistent outputs with compiled forward are not the same as cache lazy initialization causing recompilation." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are separate loading problems." + "reason": "FSDP CPU RAM efficient loading and a specific Qwen VL shape mismatch are distinct loading regressions." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Qwen composite-config unwrapping are both config-related but not the same underlying bug." + "reason": "Both involve config handling, but one is a Gemma3TextConfig API inconsistency and the other is unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression in Qwen VL models and chat-template crashes on tool-call assistant messages are different features." + "reason": "Video input regression in Qwen VL models is unrelated to chat template crashes with tool-call assistant messages." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 JIT parsing/IndentationError and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "A Python 3.13 import/parser issue in DebertaV2Model is unrelated to a DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script and an unrecognized custom model type are unrelated." + "reason": "Local dataset loading in an example script is unrelated to an unrecognized custom model type during from_pretrained." } ] }, @@ -9849,8 +9864,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -10231,7 +10246,7 @@ "issue:44464|issue:45563", "issue:44521|issue:45381" ], - "prepared_review_unit_hash": "87b73cd22c6a783ba4a6150a7134fec1ade35ef397a47de61e81de5bc01efbeb", + "prepared_review_unit_hash": "94429201ffecca6b2cc260888ab4dd95f2d61634944d9c3ee7015b7568d53c71", "component_budget": { "node_count": 453, "item_count": 453, @@ -10253,180 +10268,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster does not cohere around one underlying bug or change. The soft-similarity pairs are mostly unrelated regressions across different models, loaders, and runtime paths, so I reject all candidate duplicate links.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs/regressions (generation/cache, multimodal input, config loading, backend/import errors, docs, and CI/test failures).", + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues with some superficial thematic overlap around generation/cache, config loading, and multimodal regressions. None of the soft pairs look like the same underlying bug/change; they share broad subsystem vocabulary but not the same concrete failing code path.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43673 is the best representative of the cluster\u2019s recurring generation/cache theme: it is a concrete v5.0.0 cache regression with a clear symptom and code-path focus, and several nearby items are also generation/cache-related even if they are not duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "No clear global best issue for deduping; the cluster is too heterogeneous to anchor on one representative bug.", + "best_issue_reason": "43673 is the most suitable single issue to stand in for this set because it is specific, well-scoped, and closest to the most repeated topic in the cluster (generation/cache behavior in v5).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different bugs: batch-label gathering vs auxiliary-loss normalization." + "reason": "Both mention label/loss handling, but one is gather_for_metrics batch truncation and the other is auxiliary-loss normalization; different layers and different bugs." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Different areas: LoRA/vocab merge collapse vs Gemma4 multimodal token defaults." + "reason": "One is LoRA/extended-vocab collapse with tied embeddings; the other is Gemma 4 mm_token_type_ids defaulting. No shared code path." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache/state, but the concrete failures differ (missing cache in chunked prefill vs recurrent state reset with seq_len>1)." + "reason": "Both involve caching, but one is missing GenerationMixin cache in chunked_prefill and the other resets recurrent states in modular_qwen3_5 with seq_len>1. Different mechanisms." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Unrelated: StableLm config field regression vs TensorFlow backend mapping error." + "reason": "Unrelated failures: StableLmConfig missing pad_token_idx versus backend registration for tensorflow_text." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Different models and failures: Sam3Video OOM vs Whisper empty-transcription generation crash." + "reason": "Both are memory/generation-related at a high level, but Sam3Video OOM and Whisper empty-transcription failure are separate code paths and symptoms." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Different load/save bugs: legacy preset field vs wrong custom module selection after save_pretrained." + "reason": "Legacy field preset loading for BEiT semantic segmentation is not the same problem as from_pretrained restoring the wrong custom module after save_pretrained." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serve KV-cache indexing crash is unrelated to Gemma4Processor missing _tokenizer." + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Different import/backend issues: undefined TF backend vs missing falcon-mamba availability helper." + "reason": "TensorBoard/TensorFlow backend detection and missing is_falcon_mamba_ssm_available are distinct import/backend issues." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is missing cache creation and the other is lazy-init recompilation; not clearly the same bug." + "reason": "Both are cache/chunked-prefill themed, but one is a missing cache in v5.0.0 while the other is lazy cache init causing recompilation. Not the same bug." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/Llama config issues: missing pad_token_id vs sliding_window behavior." + "reason": "pad_token_id missing on Llama4Config and sliding_window issues in Qwen3-MoE are different config regressions." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Different problems: Qwen2.5-VL video position IDs vs Sam3-LiteText memory overflow." + "reason": "Qwen2.5-VL video vision_position_ids corruption is unrelated to Sam3-LiteText memory overflow." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Unrelated model/test failure vs flash-attention generation bug." + "reason": "A failed janus image-generation test and Qwen3.5 flash-attention generation issue do not appear to be the same defect." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Stale generate warning is unrelated to Whisper's empty transcription failure." + "reason": "A stale num_return_sequences warning and Whisper empty-transcription failure are different generation issues." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Hidden-states regression is unrelated to missing load-balancing loss." + "reason": "CLIPVisionModel hidden_states regression and load-balancing loss omission are separate model behaviors." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure is unrelated to broken auto_mappings imports." + "reason": "Failed janus image test versus auto_mappings stale Sam3LiteText references; different areas and fixes." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Both are Qwen3-family issues, but one is a weight-shape load error and the other is an incorrect tied-weights warning." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are both model-loading related but not the same concrete mismatch." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading failure is unrelated to multimodal model load mismatch." + "reason": "Local dataset loading in a training script is unrelated to loading microsoft/Phi-4-multimodal-instruct." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk and rotary_pct reload loss are different config/runtime bugs." + "reason": "Non-persistent buffers filled with junk and GPTNeoX rotary_pct reload regression are distinct state/config bugs." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinit after resizing is unrelated to the trailing-slash local path import warning." + "reason": "Token-embedding resizing/post_init reinit is unrelated to slash-path import warnings." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both are runtime regressions, but one is video-input handling and the other is KV-cache continuation indexing." + "reason": "Video-input regression across Qwen VL models is not the same as serve KV-cache continuation indexing." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs referencing pipeline() is unrelated to siglip2 producing nonsensical outputs." + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsensical outputs with AutoModel/pipeline are not the same bug." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 device-mapping cuda assert is unrelated to the 2^24 category limit runtime error." + "reason": "cudaErrorAssert in Qwen3 auto device mapping and the 2^24 category limit are unrelated runtime errors." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 decorator parsing error is unrelated to the flash_attention s_aux=None crash." + "reason": "Python 3.13 IndentationError in DebertaV2Model import is unrelated to flash_attention crashing on s_aux=None." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo's input-size mismatch." + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor/model input-size mismatch are different model-specific bugs." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Same broad SAM family, but different model variants and different memory issues." + "reason": "Both are Sam3-related, but one is video OOM and the other is LiteText memory overflow; different models and failure modes." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils is unrelated to Qwen3.5-35B chat crashes." + "reason": "Missing import from image_utils and Qwen3.5-35B chat crash are unrelated." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked-generation inconsistency with compiled forward is unrelated to a stale warning about num_return_sequences." + "reason": "Chunked generation inconsistency with compiled forward and a stale paged-generate warning are not the same issue." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "All-zero assistant masks for multimodal inputs is a different bug from Qwen2.5-VL video position IDs." + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids for qwen2.5-vl video inputs are different multimodal bugs." } ] }, @@ -10527,7 +10542,7 @@ "issue:44186|issue:44734", "issue:44683|issue:45446" ], - "prepared_review_unit_hash": "c62e0eeee1d1b3660d6dcd1c962e5ab4486c2454299dca83ef3e8e46a7ee2e17", + "prepared_review_unit_hash": "5523d121e4a52fab4b82c926ca6cf61ab436fe2187d39ce0404767eed488c75c", "component_budget": { "node_count": 453, "item_count": 453, @@ -10549,174 +10564,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of distinct Transformers bugs and regressions, with only superficial similarity around imports, configs, or pipeline behavior. None of the proposed soft pairs look like the same underlying change, so I would not merge any of them as duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "issue:41628 is the cleanest broad, user-facing import regression report in the set, but the overall cluster is too heterogeneous to treat as one duplicate group.", + "summary": "The cluster is highly heterogeneous. The soft-similarity links mostly connect superficially similar Transformers issues, but they are different bugs across imports, configs, pipelines, CI, and model-specific regressions. I would not merge any of the proposed pairs.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 41628 is the closest broad representative because it concerns an import/export regression, which is one of the few themes that recurs in this cluster. That said, the cluster is too mixed to treat it as a safe true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the best anchor issue because it describes a clear top-level API failure with broad impact and easy reproduction compared with the more model-specific reports.", + "best_issue_reason": "41628 is the best overall representative only in a loose sense: it is the broadest, most central import-surface issue among the items. It is still not a good global canonical for the whole cluster because the rest of the issues are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Both involve config/state handling, but one is junk non-persistent buffers and the other is rotary_pct not persisting; different bugs and code paths." + "reason": "Different bugs: non-persistent buffer initialization vs GPTNeoX config reload losing rotary_pct." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Both are Python compatibility failures, but one is a version-loading problem and the other is a DebertaV2 torch.jit parsing IndentationError on 3.13." + "reason": "Unrelated failures: package/version compatibility vs Python 3.13 JIT parsing of DebertaV2." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "One is a Bamba torch.compile/SDPA failure; the other is a local dataset loading issue in an image-classification example script." + "reason": "Different code paths: SDPA/torch.compile model failure vs local dataset loading in an image-classification script." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer.json precedence and list_repo_files revision forwarding are unrelated repository/file-access bugs." + "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is list_repo_files not forwarding revision. Not the same bug." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Top-k pipeline output shape and XLMRoberta Flash Attention 2 are unrelated pipeline/model issues." + "reason": "Pipeline output nesting vs XLMRoberta Flash Attention 2; unrelated behaviors." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "These are both config-related, but one is about disallowing optional post_init and the other about strict config loading for granite_speech." + "reason": "Both are config-related, but they target different models and different validation rules." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and incorrect visual encoder keys in save_pretrained are different save/merge regressions." + "reason": "Different regression scopes: LoRA/tied embeddings collapse vs incorrect Qwen3.5 visual encoder checkpoint keys." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video processing and serve KV-cache continuation indexing are different failures in different stacks." + "reason": "Both involve multimodal inference, but one is video input processing in Qwen3OmniMoe and the other is KV-cache continuation indexing in serve." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "A stale GraniteSpeech CI test and broken auto_mappings references to removed configs are unrelated CI breakages." + "reason": "CI failures in different places: GraniteSpeech stale device override test vs auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and a missing import_utils symbol are not the same bug." + "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import_utils availability helper." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer config creation and a local dataset loading failure are unrelated." + "reason": "SwitchTransformers sparse-layer construction bug vs a dataset-loading example script issue." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU device placement and a bare-except swallowing errors in FuyuBatchFeature are different code-path defects." + "reason": "One is CPU-side tensor creation in XLNet; the other is a bare-except error swallowing bug in FuyuBatchFeature." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "A multi-label classification example returning empty results is unrelated to loading a local dataset in another example script." + "reason": "Different examples and symptoms: multi-label classification empty outputs vs local dataset loading failure." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer access regression and Gemma4 embedding resize propagation are different bugs." + "reason": "Processor/tokenizer API regression vs Gemma4 embedding resize not propagating; different subsystems." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resizing and Whisper empty-transcription generation are unrelated model behaviors." + "reason": "Resize-token-embeddings propagation bug is unrelated to Whisper empty-transcription handling." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend due to tensorboard-only install are separate environment issues." + "reason": "Python 3.14 import/load failure vs missing TensorFlow backend dependency exposure." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different modules; no evidence of one underlying fix." + "reason": "Both are import errors, but one is a missing submodule symbol and the other is a top-level export/import failure; not the same concrete bug." }, { "left": "issue:45632", "right": "issue:46421", "accept": false, - "reason": "Trust-remote-code cache collisions and chunked-prefill lazy cache initialization are different caching problems." + "reason": "Local cache-path collision is unrelated to lazy cache initialization causing recompilation." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-validation list handling are distinct config-validation bugs." + "reason": "Llama head_dim validation and RoPE ignore-key parsing are different config-validation issues." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "A categories-limit runtime error and Whisper empty transcription are unrelated failures." + "reason": "Category-count limit error vs Whisper generation on empty transcription; unrelated." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 weight tying and Qwen3.5 checkpoint saving are different model serialization/tie-weights issues." + "reason": "Weight-tying bug in Mistral3 is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Missing TensorFlow in the torch extra and a generic dependency issue are not the same concrete bug." + "reason": "Specific backend-install problem vs a vague dependency issue; not the same bug." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "These are different missing-import regressions in different modules, with no shared failing code path." + "reason": "Different missing imports from different modules and symbols." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A pipeline looking for image processors and a notebook syntax error are completely unrelated." + "reason": "Video-classification pipeline bug vs a notebook syntax error." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Slow import and unsafe sys.modules access are different import-time issues with different root causes." + "reason": "Import-time slowness is not the same as unsafe sys.modules access." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and serve KV-cache continuation indexing are unrelated tokenizer/server bugs." + "reason": "Tokenizer crashes on NER/padding vs serve KV-cache indexing; unrelated code paths." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both mention flex_attention, but one is a compiled flex_attention failure on newer torch and the other is a version-check/import bug for AuxRequest." + "reason": "Both mention flex_attention, but one is compiled flex_attention failing on torch>=2.9 and the other is a version-check/import guard for AuxRequest." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription handling are different bugs." } ] }, @@ -10823,7 +10844,7 @@ "issue:43577|issue:45216", "issue:46082|issue:46399" ], - "prepared_review_unit_hash": "aca53eca54d40d4ac5ba212c2c634db28875966f941987c182910290fda52c24", + "prepared_review_unit_hash": "af1ff758e461a0691efd2e2baa6ac7f4bfb7c887314719b919ab664f3b286b4f", "component_budget": { "node_count": 453, "item_count": 453, @@ -10845,204 +10866,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft-pair suggestions are mostly false positives: they share broad keywords like loading, config, cache, or model families, but the underlying bugs and code paths differ. No single issue stands out as a true canonical duplicate target for this heterogeneous set.", - "confidence": 0.88, - "canonical_issue_reason": "No clear canonical issue: the cluster spans many unrelated bugs across different models, processors, configs, and utilities, so none is a reliable duplicate anchor.", - "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: there isn\u2019t a single issue here that represents the whole set or is clearly the central duplicate target.", - "best_pr_reason": null, + "summary": "This set is a loose thematic cluster of Transformers issues (model loading, config handling, cache behavior, FlashAttention, and assorted regressions), but the soft-edge pairs do not look like true duplicates. Most are related only by broad subsystem or shared model families, not the same underlying bug.", + "confidence": 0.32, + "canonical_issue_reason": "If a single issue must represent the cluster, issue #44964 is the clearest high-signal regression report: it names a concrete affected model, a specific failure mode, and a recent transformers change. That said, the cluster is heterogeneous and does not contain a strong duplicate core.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "Issue #44964 is the best overall representative because it is concrete, user-facing, and specific enough to anchor a model-loading regression discussion. It is more representative than the vague or highly specialized reports in the set.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache behavior, but one is about chunked_prefill cache availability and the other about max_cache_length on quantized cache only; different bugs." + "reason": "Both involve cache-related behavior, but one is about missing GenerationMixin cache during chunked prefill and the other about max_cache_length only applying to quantized cache. Different code paths and symptoms." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Unrelated: one is a vague data request, the other is a specific _torch_extract_fbank_features() issue in audio preprocessing." + "reason": "#43650 is too generic to identify a bug; #44220 is a specific _torch_extract_fbank_features() problem. No shared underlying issue is evident." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different failures: Phi-4 multimodal loading vs auto_mappings referencing removed Sam3LiteText configs." + "reason": "One is a Phi-4 multimodal model-loading regression; the other is an auto_mappings/removed-config CI break. Different failures and fixes." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config-loading problems, but one is about trust_remote_code dropping fields and the other about an unrecognized model missing model_type." + "reason": "Both are config/loading-related, but one is missing fields with trust_remote_code and the other is an unrecognized model due to a missing model_type key. Not the same bug." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different models and failure modes: Qwen2.5-VL import error vs Phi-4 multimodal load issue." + "reason": "Different models and different failure modes: GLM-4.7-Flash unit-test loading versus Phi-4 multimodal loading on latest transformers." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale test failure is unrelated to Phi-4 multimodal model loading." + "reason": "CI stale device-override test failure is unrelated to Phi-4 multimodal model loading." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + "reason": "Notebook syntax error and audio feature extraction issue are unrelated." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "XLMRoberta FlashAttention support and token-embedding reinit on resize are different code paths." + "reason": "XLMRoberta Flash Attention 2 support and embedding reinitialization after resize_token_embeddings are different bugs." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are multimodal config issues, but they affect different fields and model families; not the same underlying bug." + "reason": "Both concern multimodal config fields, but they affect different models and different mechanisms (default init versus strict-field dropping). Too broad to merge." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "MaskGenerationPipeline batch-handling bug is unrelated to sam3-litetext memory overflow." + "reason": "MaskGenerationPipeline partial-batch handling and sam3-litetext memory overflow are unrelated." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Same model family, but one is about saving dequantized checkpoints and the other about FlashAttention loading; different bugs." + "reason": "Both mention Ministral, but one is about saving dequantized models and the other is a FlashAttention loading crash. Different concrete problems." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "Qwen3-MoE sliding_window handling and Sam3LiteText auto_mappings cleanup are unrelated." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version support issue and a specific model-loading failure are not the same bug." + "reason": "Python version compatibility and a model-loading failure for physical-intelligence/fast are not the same issue." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "One is a processor/tokenizer regression with images; the other is resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Processor/tokenizer image handling regression and t5gemma embedding-resize behavior are different code paths." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BEiTImageProcessorFast label reduction bug and a docs mismatch for TextClassificationPipeline are unrelated." + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to TextClassificationPipeline documentation drift." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "PyTorch missing import error is unrelated to embedding resizing/reinitialization." + "reason": "Environment PyTorch import error and embedding reinitialization after resizing are unrelated." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config and PIL processor torchvision dependency regression are different problems." + "reason": "Model config recognition and PIL backend torchvision dependency requirements are unrelated." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but the concrete failures and code paths differ: Ministral loading vs s_aux=None crash in flash_attention.py." + "reason": "Both involve flash attention, but the model-loading failure for Ministral-3 and the s_aux=None AttributeError in flash_attention.py are different bugs." }, { "left": "issue:45372", "right": "issue:46234", "accept": false, - "reason": "Different missing-import issues affecting different features and modules." + "reason": "Different missing-import problems in different modules; no shared code-path or fix is apparent." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error is unrelated to AddedToken receiving duplicate special arguments." + "reason": "Notebook syntax error and AddedToken argument collision are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen multimodal models, but one is a loading regression and the other is a save_pretrained checkpoint issue." + "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained checkpoint corruption are distinct failures." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache missing during chunked_prefill and stray ANSI codes in loading_report are unrelated." + "reason": "Cache missing in chunked_prefill and ANSI code emission in loading_report are unrelated." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure is unrelated to max_cache_length handling." + "reason": "Janus image-generation test failure and cache max length behavior are different bugs." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Both mention dependency problems, but they are not the same concrete issue." + "reason": "Python version support regression versus dependency issues is too broad to treat as a duplicate." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and missing auxiliary losses in D-FINE are unrelated." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they concern different symbols and modules." + "reason": "Both are import errors, but one is a missing exported class and the other is a nonexistent image_utils import. Different underlying defects." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs for return_all_scores and an unrecognized model config are unrelated." + "reason": "Docs mismatch for return_all_scores and model config recognition failure are unrelated." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Different model-specific bugs: t5gemma embedding resize vs Whisper empty-transcription generation failure." + "reason": "t5gemma embedding resize and Whisper empty-transcription generation after align_special_tokens are unrelated." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both are config/model instantiation issues, but one is an unrecognized model and the other is failure to unwrap text_config." + "reason": "Both involve composite model/config handling, but one is generic unrecognized-model loading and the other is AutoModelForCausalLM not unwrapping text_config. Different root causes." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer SGD args not being used is unrelated to the Qwen3.5 tie_word_embeddings warning." + "reason": "Optimizer SGD args not used and a tie_word_embeddings warning are unrelated." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype handling and Qwen3.5 checkpoint saving are different bugs." + "reason": "BLIP-2 dtype propagation and Qwen3.5 save_pretrained checkpoint correctness are different issues." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and missing apply_rotary_pos_emb decorator are unrelated." + "reason": "LlamaConfig head_dim validation and a missing decorator for apply_rotary_pos_emb registration are unrelated." } ] }, @@ -11061,8 +11082,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -11358,8 +11379,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -11656,8 +11677,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -12055,7 +12076,7 @@ "issue:44869|issue:45356", "issue:43701|issue:44749" ], - "prepared_review_unit_hash": "827441067ed47529d2259b67bce9f1f4c57295c6ac23ced32903ec23801f9f29", + "prepared_review_unit_hash": "da538194b9b5d684dbed3b17668692dfcd358b5290d9b04db334bd9717fd265c", "component_budget": { "node_count": 453, "item_count": 453, @@ -12077,204 +12098,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenizer/save_pretrained/config regressions, SAM3/Qwen video issues, Gemma/DeepSpeed loading problems, and a few cache/compile bugs. I do not see a safe duplicate set among the soft pairs.", - "confidence": 0.18, - "canonical_issue_reason": "No single canonical issue is safe here; the cluster spans several unrelated bug families, and the strongest similarities are only broad subsystem overlap.", + "summary": "The cluster is highly heterogeneous: tokenizer/save_pretrained, multimodal config loading, DeepSpeed, cache/compile, and model-specific regressions are all mixed together. The soft pairs look like weak topical similarities rather than the same underlying bug or change, so none should be merged.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items are not duplicates and the soft pairs only show loose thematic overlap. If one representative is needed, issue:44623 is the closest user-facing serialization/save_pretrained bug in the set.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is a good canonical representative for the whole cluster; at most, a few pairs form narrow subthemes, but they are not the same underlying defect.", + "best_issue_reason": "issue:44623 is the best representative of the small save_pretrained/serialization subtheme and has a concrete, user-visible failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Same Qwen config area, but different concrete bugs: missing field vs text_config unwrapping." + "reason": "Both involve Qwen multimodal config handling, but one is a missing config field and the other is incorrect text_config unwrapping; different code paths." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both are config-loading problems, but they affect different models and code paths." + "reason": "Both mention strict/config loading, but they affect different models and fail for different reasons." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "Unrelated failures: MPS histogram support vs missing chat template." + "reason": "Unrelated failures: an MPS histogram error versus missing chat-template support in a processor." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Both touch loading/tokenizer behavior, but the root causes are different." + "reason": "One is a model loading regression; the other is tokenizer error masking when protobuf is absent. Not the same bug." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed-related behavior, but they are separate loading/optimizer bugs." + "reason": "Both mention DeepSpeed, but one is a zero3 from_pretrained issue and the other is double optimizer stepping." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve embedding tying/resize behavior, but in different models and mechanisms." + "reason": "Both touch tied weights/embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder.embed_tokens." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Cache state corruption is unrelated to Gemma4 token-type defaults." + "reason": "A stale-cache crash in GlmMoeDsa is unrelated to Gemma4 requiring mm_token_type_ids default zeros." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "Checkpoint resume failure is unrelated to auto_mappings cleanup." + "reason": "DeepSpeed ZeRO3 deque failure versus stale auto_mappings references; no shared underlying bug." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are video/model issues, but they fail in different components and ways." + "reason": "Both are video-related, but they affect different models and different failure modes." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Different model reproductions with unrelated decoding/tokenization behavior." + "reason": "The titles suggest tokenization/roundtrip issues, but one is an isolated reproduction of an older issue and the other is a Gemma-specific Unicode pipeline failure." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Tokenizer offline cache bug and Gemma4 OOM are unrelated." + "reason": "Offline cache loading and CUDA OOM are unrelated." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Both are regressions, but one is video-input handling and the other is Windows/ROCm import dependency." + "reason": "A video-input regression in Qwen models is unrelated to a Windows ROCm import/dependency error." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Tokenizer special-token registration and ESM2 breakage are different bugs." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different subsystems and bugs." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Different features and failures: tied-weights warning vs optional post_init policy." + "reason": "One is a tied-weights warning bug in Qwen3-Next; the other is an unrelated patchtsmixer post_init policy issue." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat API request rejection is unrelated to the Gemma pipeline roundtrip issue." + "reason": "An API request rejection in /v1/chat/completions is not the same as a Gemma pipeline roundtrip tokenization failure." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "These are separate warnings/issues in different code paths." + "reason": "Both involve Qwen3.5, but one is a tied-embedding warning and the other is a flash-attention generation regression." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both SAM3-related, but one is a dummy layer and the other is a wrong-model-type instantiation warning." + "reason": "Same SAM3 family, but a dummy Conv2d in the pixel decoder is a different issue from a sam3_video/sam3_tracker config mismatch." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Cache/indexer state bug is unrelated to flash-attention s_aux handling." + "reason": "A stale indexer-cache crash is unrelated to flash_attention crashing on s_aux=None." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Both are warning-related, but they concern different models and behaviors." + "reason": "Both are warning-related, but about different messages and different generation code paths." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Compile-time attention branching and Gemma tokenizer roundtrip are unrelated." + "reason": "Attention-kernel divergence under torch.compile is unrelated to the Gemma Unicode roundtrip issue." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Config strictness and Windows ROCm import dependency are different problems." + "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm torch.distributed import failure." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type bug and LlamaConfig head_dim validation are unrelated." + "reason": "StaticCache return type contract and LlamaConfig head_dim validation are separate API issues." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Model weight-shape mismatch is unrelated to the tie_word_embeddings warning." + "reason": "Qwen3-VL weight-shape mismatch and a tied-embeddings warning in Qwen3.5 are different problems." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both mention compile/cache behavior, but the concrete failures differ." + "reason": "Both mention cache/compile behavior, but one is diverging kernels and the other is lazy cache init causing recompilation." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel-decoder dummy layer and mask batching logic are unrelated." + "reason": "SAM3 pixel-decoder scaffolding and mask-generation batch handling are unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Similar save_pretrained surface, but tokenizer_class mismatch and missing processor files are distinct defects." + "reason": "Both are save_pretrained/serialization bugs, but one is tokenizer_class metadata mismatch and the other is missing processor files." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to the ROCm import issue." + "reason": "Whisper empty-transcription decoding and a Windows ROCm import error are unrelated." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError and post-upgrade slowdown are unrelated." + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrade are not the same underlying bug." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor serialization and duplicate optimizer steps are different bugs." + "reason": "Processor save_pretrained missing files and double optimizer stepping under DeepSpeed are unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Training slowdown after upgrade does not match the deepspeed step-count bug." + "reason": "A slowdown regression and a DeepSpeed step-count bug do not share the same code path." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding and Kimi tokenizer regression are unrelated." + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer codec regression are different tokenizer bugs." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the tokenizer/filtering slowdown issue." + "reason": "resume_from_checkpoint key mismatch and a transformers performance regression are unrelated." } ] }, @@ -12293,8 +12314,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -12608,8 +12629,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -12934,8 +12955,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -13245,8 +13266,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -13549,8 +13570,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -13868,8 +13889,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -14166,8 +14187,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -14471,8 +14492,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -14818,8 +14839,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -15165,8 +15186,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -15487,8 +15508,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -15816,8 +15837,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -16170,8 +16191,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -16548,8 +16569,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -16978,8 +16999,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -17056,8 +17077,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -17127,8 +17148,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -17190,8 +17211,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26413-2", "nodes": [ @@ -17253,8 +17274,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -17486,8 +17507,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -17808,8 +17829,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -17871,8 +17892,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -17934,8 +17955,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -17997,8 +18018,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -18060,8 +18081,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -18160,8 +18181,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -18282,8 +18303,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -18402,8 +18423,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -18465,8 +18486,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -18528,8 +18549,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -18591,8 +18612,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -18654,8 +18675,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -18772,8 +18793,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -18830,7 +18851,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18876,12 +18897,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "0774dc55518e9ce607d8a143712671358f4ecabf8d2e3e6c5e6dddf7e9369317", + "prepared_review_unit_hash": "c6a71bccbe560dfc18cd1f59c2ccbb9cbf036c099c62d9b5d75657bf6fb894db", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38088, + "serialized_chars": 38085, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -18889,7 +18910,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38088, + "serialized_chars": 38085, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -18898,132 +18919,132 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a false-positive similarity group of unrelated pull requests. The only true duplicate-like pair is the two `fixed_cross_entropy` PRs (#43251 and #43254), which implement the same loss-function kwargs support in the same file and target the same issue. All other pairs are broad-subsystem or surface-level lookalikes and should stay separate.", - "confidence": 0.97, + "summary": "This cluster is mostly a collection of unrelated open PRs across new models, docs, tokenizer/model refactors, and tests. The only true near-duplicate is the pair of cross-entropy loss fixes (43251/43254), which both modify the same fixed_cross_entropy code path to support extra nn.functional.cross_entropy kwargs.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical representative because it has the clearest, most explicit scope (`Fix(43240): pass kwargs to nn.functional.cross_entropy`) and fully covers the same concrete change as #43254.", + "canonical_pr_reason": "PR 43251 is the best canonical PR for the shared loss fix: it has the explicit issue link (43240) and the more complete/targeted propagation of cross-entropy kwargs in src/transformers/loss/loss_utils.py.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best fit for the cluster only because it is the sole legitimate duplicate anchor; it is more precise than #43254 and directly describes the code-path fix in `fixed_cross_entropy`.", + "best_pr_reason": "PR 43251 is the strongest representative of the only genuine duplicate pair in this cluster; the rest are unrelated and should not be merged into the same canonical PR.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated changes: VideoPrism model/docs/Auto wiring vs an ExecuTorch dynamic-shape test." + "reason": "Videoprism model/docs addition vs ExecuTorch dynamic-shape export test; different subsystems and no shared code path." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API additions for MistralCommon vs adding a new MobileLLM model." + "reason": "Mistral tokenizer API additions vs MobileLLM model implementation; unrelated changes." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Missing tokenizer methods vs an ExecuTorch export test; no shared bug/change." + "reason": "Tokenizer missing-methods fix vs ExecuTorch test coverage; not the same bug or change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor/pretrained robustness fixes vs a new model implementation; different code paths." + "reason": "Processor auto-loading robustness vs adding a new model; different functionality." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs support vs adding MobileLLM; unrelated." + "reason": "Cross-entropy loss kwargs fix vs MobileLLM model addition; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs fix vs Mistral4 test/model adjustments; not the same change." + "reason": "Loss helper change vs Mistral4 test/model fixes; different code paths." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export test vs Mistral4 fixes; only superficial similarity around testing." + "reason": "ExecuTorch export test vs Mistral4 changes; unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export test vs new MobileLLM model; different artifacts and intent." + "reason": "ExecuTorch export test vs MobileLLM addition; no overlap beyond being PRs." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Model addition vs `cls.config` resolution fix; unrelated." + "reason": "New model implementation vs config-resolution order fix; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model vs Falcon output-capture refactor; different concerns." + "reason": "MobileLLM model addition vs Falcon output-interface refactor; different model families and problems." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill docs; not the same underlying bug/change." + "reason": "Falcon refactor vs model-creation skill/docs; not the same code change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor vs Mistral4 test fixes; different code paths." + "reason": "Falcon refactor vs Mistral4 fixes; unrelated model-specific work." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model changes vs a conversion-mapping typo fix; only broad model-maintenance similarity." + "reason": "Mistral4 test/model fix vs CLIP-like layrnorm rename conversion fix; different bugs." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 changes vs chat response parsing/serve updates; unrelated." + "reason": "Mistral4 fixes vs chat-response parsing updates; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 changes vs TDT loss kernel integration; different subsystem and goal." + "reason": "Mistral4 model/test work vs TDT loss kernel integration; different areas." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes vs `cls.config` resolution order fix; unrelated implementation areas." + "reason": "Mistral4 changes vs cls.config resolution order fix; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes vs model-creation skill draft; not the same change." + "reason": "Mistral4 fixes vs model-creation skill PR; no shared underlying bug." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs model-creation skill docs and scaffolding; not duplicates." + "reason": "MobileLLM addition vs skill scaffolding PR; different purpose and code paths." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs change `src/transformers/loss/loss_utils.py` to add the same `cross_entropy` kwargs support (`weight`, `label_smoothing`) for the same issue target #43240; these could plausibly be merged into one PR." + "reason": "Both PRs fix the same fixed_cross_entropy helper to forward supported nn.functional.cross_entropy kwargs; they are the same underlying bug/change and could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well-grounded in the packet and the only accepted pair (#43251/#43254) is supported by the shared file and shared issue target. The rejections stay conservative: the other pairs are indeed only soft-similarity matches across unrelated subsystems. No overstatement stands out." + "feedback": "The assessment is grounded in the packet. The only supported duplicate-like pair is 43251/43254: both touch src/transformers/loss/loss_utils.py, share issue target 43240, and make the same cross-entropy kwargs fix. The other pairwise rejections are conservative and align with the distinct files, subsystems, and titles shown in the packet." }, "evaluator_used": true, "retried": false, @@ -19034,7 +19055,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19052,7 +19073,7 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "048c241623a37ccab685e6cf0820bf4958a309a4a7ca2a7ce5045442cadbe6ac", + "prepared_review_unit_hash": "2c645f7764cc5ab21cab7a0f9d4a6ea05c45c330deb341bab0b0ce9f54d856c3", "component_budget": { "node_count": 3, "item_count": 3, @@ -19074,24 +19095,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster contains one base VibeVoice implementation PR, one separate VibeVoice Realtime extension, and one unrelated Parakeet-RNNT PR. The VibeVoice PRs are not duplicates; the Parakeet PR is clearly separate.", - "confidence": 0.92, + "summary": "Two PRs are VibeVoice-related, but they target different deliverables (base model vs realtime extension), and the Parakeet RNNT PR is a separate model addition despite shared auto-registry edits.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the clearest representative because it is the foundational VibeVoice implementation and the earliest, broadest change set in the cluster.", + "canonical_pr_reason": "PR #40546 is the strongest representative: it is the original VibeVoice implementation, non-draft, and has substantial review activity and a broader foundational scope than the later realtime follow-up.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best cluster representative because it introduces the core VibeVoice model support; the other PRs either extend a different VibeVoice variant or belong to a different model family.", + "best_pr_reason": "PR #40546 is the best global representative because it is the most complete and established VibeVoice change set; #42781 is a narrower extension, and #46331 is unrelated to VibeVoice.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Both target VibeVoice, but 42781 is a separate VibeVoice Realtime addition rather than the same concrete bug/change as the base implementation. The scope is overlapping, not duplicate." + "reason": "Related VibeVoice work, but not the same underlying change: one implements the base model, the other adds realtime support with additional tokenizer/feature-extractor/generation changes. They are better treated as separate PRs." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "These are different model families and code paths: VibeVoice Realtime versus Parakeet-RNNT. Shared auto-registration files are too broad to indicate the same change." + "reason": "Different model families and different code paths: VibeVoice realtime vs Parakeet RNNT. Shared auto-files are incidental registry updates, not evidence of duplicate functionality." } ] }, @@ -19105,7 +19126,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19121,12 +19142,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "b2e223d7701d36f399031f0681aa6ab79df050b91868752fc9207a963e16b5f7", + "prepared_review_unit_hash": "ecc64e09f5945734ba67b26fabeba0e9a17df89cb72a14b5e5ce1db6af5b267e", "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 }, @@ -19134,7 +19155,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19143,18 +19164,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions: one adds TimesFM covariate forecasting support, and the other adds DINOv3 image classification support. They should not be clustered as duplicates or merged as the same change.", - "confidence": 0.99, + "summary": "These are two unrelated feature pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not describe the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the PRs address different models, different code paths, and different user-facing features with no meaningful overlap.", + "canonical_pr_reason": "Pick PR #41224 as the representative PR because it is a focused, self-contained feature addition with clear model-specific implementation and tests; the cluster itself is not a duplicate set.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global best representative for this cluster because they are independent, unrelated feature PRs rather than duplicates of one another.", + "best_pr_reason": "PR #41224 is the better overall representative for the cluster only in the sense that it is narrower and more self-contained, but it is not actually related to PR #40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different subsystems and different changes: TimesFM covariate forecasting versus DINOv3 image classification. They do not appear to fix the same underlying bug or implement the same change." + "reason": "Different model families and code paths: TimesFM covariate forecasting vs DINOv3 image classification support. Shared high-level theme of adding functionality is too broad to treat as the same change." } ] }, @@ -19168,7 +19189,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19231,7 +19252,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19249,7 +19270,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "815535a6a04af0fa15091711233a3517a145b1b46cd256c6fdbb067740de30ce", + "prepared_review_unit_hash": "b7e69a1db42731d35ff31bfadcd1e0bdef59b9341c19fde30248fecbaee0087e", "component_budget": { "node_count": 3, "item_count": 3, @@ -19271,24 +19292,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three are distinct model-addition pull requests (DeepSeek OCR, Isaac, Kimi2-6) with separate model directories, docs, and auto-registration changes. They are superficially similar template-style PRs, but not duplicates of the same underlying bug or feature.", + "summary": "These are three unrelated model-addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share common Transformers integration files, but the actual model code, docs, and tests target different architectures, so they are not duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are separate feature PRs for different models, not the same change.", + "canonical_pr_reason": "No canonical PR: each PR adds a different model family and there is no single underlying change to deduplicate.", "best_issue_reason": null, - "best_pr_reason": "No PR is a true duplicate target; 45630 is the most extensive/reviewed, but it still implements a different model than the others.", + "best_pr_reason": "No best PR for duplicate triage; none of these PRs is a substitute for the others because they implement separate model integrations.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "DeepSeek OCR vs Isaac: different model families, different new files under src/transformers/models/deepseek_ocr/ vs src/transformers/models/isaac/, so not the same code-path change." + "reason": "Different model additions (DeepSeek OCR vs Isaac); overlap is only in shared auto-registration/docs scaffolding, not the same code change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac vs Kimi2-6: both add new model scaffolding, but for unrelated models with different implementations, configs, and tests; not mergeable as one duplicate PR." + "reason": "Different model additions (Isaac vs Kimi2-6); shared integration files are generic and do not indicate the same bug or feature." } ] }, @@ -19302,7 +19323,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19318,12 +19339,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "d16b2045a30c238cb12f6443652aa2a2473f90e529de9548343cc26332e402e6", + "prepared_review_unit_hash": "050acccabe36270a553066c722d4964e906d7819a7a5b3985bb8ecad4036258d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -19331,7 +19352,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -19340,18 +19361,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated workflow maintenance PRs: one upgrades many GitHub Actions for Node 24 compatibility, while the other bumps docker/build-push-action in several Docker-related workflows. They overlap in some files but address different actions and different change scopes.", - "confidence": 0.93, + "summary": "Two open PRs both update GitHub Actions, but they target different action families and different problems: one is a broad Node 24 compatibility sweep, the other is a narrower Docker build-push-action bump. They are related in theme, not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader and more representative workflow-actions upgrade, spanning many files and explicitly targeting Node 24 compatibility; PR 42976 is a narrower Docker action version bump.", + "canonical_pr_reason": "PR 42975 is the better cluster representative because it is broader and explicitly about GitHub Actions Node 24 compatibility across many workflows, while 42976 is a narrower docker action version bump.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better cluster representative because its title and diff align with the overarching maintenance theme and it touches the widest set of workflows.", + "best_pr_reason": "PR 42975 is the best fit as the representative PR for this cluster since it covers the wider actions-upgrade effort and has the clearest, most general title.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They are both CI/workflow dependency upgrades, but they change different actions (`actions/*` vs `docker/build-push-action`) and do not fix the same concrete problem, so they should not be merged as duplicates." + "reason": "Both PRs upgrade workflow actions, but they change different concrete dependencies and code paths: 42975 focuses on checkout/cache/upload-artifact and Node 24 compatibility, while 42976 updates docker/build-push-action to v6. They are not the same underlying fix and would not be merged into one PR as duplicates." } ] }, @@ -19365,7 +19386,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19388,7 +19409,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "a438447a3081ee8804976067bb52c18364402eb4edea75d8c70d164c8de5adab", + "prepared_review_unit_hash": "99370cdd71ef1f33c2c8fda05dac7008636dced13cbf766bd40e68250dc5849e", "component_budget": { "node_count": 4, "item_count": 4, @@ -19410,48 +19431,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, and CTSM), not duplicate fixes. The overlap is mostly standard docs/auto-registration boilerplate, not the same underlying change.", + "summary": "All four pull requests are separate model-addition efforts (ViT NEPA, Molmo, Molmo2, CTSM). They share a similar integration pattern in docs/auto-registry files, but each targets a different model and codebase, so they are not duplicates or mergeable into one change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR exists in this set; if a single representative is needed, 43451 (Molmo2) is the broadest and most reviewed model-addition PR.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43451 is the strongest representative by scope and review activity, but it is still a distinct model addition rather than a duplicate of the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo. Shared auto/docs files are boilerplate, not the same code-path or fix." + "reason": "Different models and code paths: ViT NEPA vs Molmo. Shared registry/docs updates are just the standard pattern for adding a new model, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 introduce different models with different configs/tests; no same underlying bug or mergeable single change." + "reason": "Different model additions: ViT NEPA vs Molmo2. They touch overlapping auto/docs files, but the actual implementations, configs, and tests are for distinct models." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Completely different models and subsystems: vision model addition vs timeseries CTSM. Shared registration files are incidental." + "reason": "ViT NEPA and CTSM are unrelated model implementations. Similar documentation/auto-mapping edits do not make this the same bug or change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model families; overlapping docs/auto mappings do not indicate one underlying change." + "reason": "Molmo and Molmo2 are separate model families with different modeling, processing, and test files. They are not one concrete fix and would not plausibly be merged into a single PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions across different domains; no shared concrete bug or code-path." + "reason": "Molmo vs CTSM are distinct model additions. The overlap is only in shared registration/docs infrastructure, which is not enough for duplication." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM touch different model implementations and tests; similarity is limited to generic model-registration boilerplate." + "reason": "Molmo2 and CTSM implement different models and add different feature sets. Shared auto-registration changes are incidental and do not indicate the same underlying change." } ] }, @@ -19465,7 +19486,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19488,70 +19509,70 @@ "pull_request:43665|pull_request:46380", "pull_request:44815|pull_request:46380" ], - "prepared_review_unit_hash": "7aa242bc75b2c851c7564819643451a95426f3435f12dba0c3f44639b725689d", + "prepared_review_unit_hash": "f1d88b1aa2f8309d80efa49fd3341bd184c6eb49be7263497333f975645c8c3b", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 11142, - "estimated_input_tokens": 2786, - "estimated_eval_tokens": 5828 + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 11142, - "estimated_input_tokens": 2786, - "estimated_eval_tokens": 5828 + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These four PRs are not duplicates of one another. PR 43291 is a Whisper decoding fix, PR 43665 is mostly test-file noise with arbitrary failing asserts, PR 44815 is an FP8 dequantization fix, and PR 46380 is a generation/watermarking validation fix. They touch different code paths and solve different problems.", - "confidence": 0.97, + "summary": "All four items are pull requests, but they target different problems: Whisper decode batching, test-file edits, FP8 dequant/padding, and generation watermarking config validation. The soft similarity is too broad to treat any pair as the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the best canonical representative because it is a substantive, self-contained bug fix with real implementation changes and targeted tests; the others are either unrelated or appear to be test-only noise.", + "canonical_pr_reason": "PR 46380 is the strongest representative: it contains a concrete runtime fix in generation config validation, with a clear code-path change and supporting tests across affected models.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the strongest example of a genuine fix: it targets a concrete runtime path in FP8 dequantization, spans the relevant implementation files, and is more coherent than the other PRs.", + "best_pr_reason": "PR 46380 is the best overall representative because it fixes a specific bug in `GenerationConfig.validate()` handling of dict-valued `watermarking_config`, which is a concrete, user-facing code-path issue. The other PRs are either narrower, test-focused, or address unrelated subsystems.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decoding changes are unrelated to the CLIP/ViT test edits; 43665 looks like test-noise rather than the same bug fix." + "reason": "Whisper tokenizer decoding changes are unrelated to the inserted failing assertions in CLIP/ViT tests; no shared concrete bug or mergeable fix path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "One is a Whisper decode/tokenization fix, the other is an FP8 dequantization fix; different subsystems and different concrete bugs." + "reason": "Whisper decode logic and FP8 dequant/padding are different subsystems and different failure modes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper decoding and generation watermarking validation are separate code paths with unrelated failure modes." + "reason": "Whisper tokenization/decode and generation watermarking validation do not describe the same underlying bug or change." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "43665 only injects arbitrary failing asserts into tests, while 44815 fixes FP8 dequantization logic; not the same change or bug." + "reason": "One is test-file noise with failing asserts; the other is a real FP8 runtime fix. They are not the same change." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "The bogus test-only edits in 43665 do not match the generation/watermarking validation fix in 46380." + "reason": "The test-only edits in CLIP/ViT are unrelated to generation config watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 dequantization and generation configuration watermarking validation are unrelated concrete issues and would not be merged as one PR." + "reason": "FP8 dequant/triton padding issues and watermarking config validation are separate concrete bugs in different code paths." } ] }, @@ -19565,7 +19586,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19581,12 +19602,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "08248353b78bca26a3bdcce85fbd0c06dff274849370872add1e09bd1e0d2f7f", + "prepared_review_unit_hash": "6df449339d3e7556bcd8315a5b7f507d1c155942038851410688d8a5ce225fb4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -19594,7 +19615,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -19603,18 +19624,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests do not look like duplicates: one is a narrow repo-bot formatting/check change, while the other is a broader workflow/testing diff. I would not merge them as the same underlying fix.", - "confidence": 0.89, + "summary": "The two pull requests are not duplicates: #43488 is a narrow repo-bot/check-format test PR centered on setup/version/dependency tweaks, while #43532 is a broader CI/workflow and testing-utils change. They only overlap on a shared test filename and do not appear to fix the same concrete problem.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43488 is the cleaner representative: it is a small, focused change around dependency/version formatting and repo-bot checks, with a limited diff and clear intent.", + "canonical_pr_reason": "No canonical PR between these two: they target different changes and do not share the same underlying bug or implementation path.", "best_issue_reason": null, - "best_pr_reason": "PR 43488 is the best PR to keep as the canonical example because it is narrowly scoped and self-contained; PR 43532 touches multiple workflows and test-related files, making it less representative of a single concrete fix.", + "best_pr_reason": "#43532 is the better representative of the cluster because it is the more substantive, concrete change set affecting CI/workflow behavior and test utilities; #43488 is a much narrower repo-bot/format-check PR.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different scopes and likely different purposes: 43488 is a small repo-bot/version-formatting change, while 43532 changes CI/workflow and test infrastructure across several files. They do not appear to fix the same concrete code-path problem." + "reason": "Shared test filename alone is not enough; the diffs address different concerns (repo-bot/version/dependency setup vs CI/workflow and testing utilities), so they are not the same underlying change." } ] }, @@ -19628,7 +19649,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19644,12 +19665,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "7aab7591b25c775b52a198ecc4171b3a69fe9ceade3aa67ba67646fa996c4c9e", + "prepared_review_unit_hash": "f126a0576477c951adaf1dc27ad5c6352612b952a05069c130d7357e432f8919", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -19657,7 +19678,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -19666,18 +19687,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share infrastructure but target different tasks, models, tests, and docs, so they are not duplicates.", + "summary": "These are two related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some scaffolding and docs updates, but they target different tasks, different pipeline modules, and different model/test coverage.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the two PRs implement different pipelines and should remain separate changes.", + "canonical_pr_reason": "No canonical PR for deduping: the PRs implement different segmentation features, not the same concrete bug or change.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the broader representative of the shared multimodal-segmentation theme, but it is still not a duplicate of #43612.", + "best_pr_reason": "PR #43613 is the broader PR, with more model integrations and tests, but it is still not a substitute for #43612; neither should be treated as the duplicate canonical.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features with different concrete targets: concept segmentation vs visual segmentation. Shared docs/registry scaffolding does not make them the same change." + "reason": "Shared docs/pipeline scaffolding alone is not enough: one is for concept segmentation and the other for visual segmentation, with different pipeline modules, task docs, and model/test targets. They do not look like the same code-path fix or a single mergeable PR." } ] }, @@ -19691,7 +19712,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19707,7 +19728,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "2bec84ad19f2ef6eee7c7cfcc7c4037fa487063c3531914cb75dac36fa30523c", + "prepared_review_unit_hash": "730a2cd1940e4aa7bee4b8632310ebbb906a5951349d076e191a6fc9d642a9dd", "component_budget": { "node_count": 2, "item_count": 2, @@ -19729,18 +19750,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate trainer.py enhancement PRs: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT. They share a file and broad subsystem but not the same underlying change.", - "confidence": 0.97, + "summary": "These are two unrelated open PRs that happen to touch `trainer.py`: one changes gradient-accumulation loss scaling behavior, the other refactors signature-column filtering for custom trainers/PEFT models. They do not look like duplicates or the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the better canonical representative because it has more discussion and a clearly scoped functional change in the training loss path.", + "canonical_pr_reason": "No single canonical PR fits well because the cluster is heterogeneous; the PRs address different trainer code paths and different extensibility concerns.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the strongest standalone PR in this cluster due to higher discussion activity and a concrete, user-visible behavior change; 43663 is a different trainer extensibility refactor.", + "best_pr_reason": "If one PR must represent the cluster, `#43651` is slightly better as a concrete behavioral change with a clear code-path fix; `#43663` is a separate refactor around input column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Reject: they touch the same file but fix different code paths\u2014loss scaling during training vs. signature-column filtering for input preprocessing. They would not plausibly be merged as one PR." + "reason": "Different problems: `#43651` changes loss scaling during training steps, while `#43663` changes signature-column derivation for trainer input filtering. Same file, but not the same underlying bug or mergeable change." } ] }, @@ -19754,7 +19775,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19770,7 +19791,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "64d3c9b0be0ac24b2f646f8a90d308a3c6804d2dbbb899f5cd5883773d6d9d6b", + "prepared_review_unit_hash": "23f4d8420a37a636f28ed3cecea4530a810387d09ee19494d549ca4a1c02f82b", "component_budget": { "node_count": 2, "item_count": 2, @@ -19792,35 +19813,32 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same import-time `TypeAdapter` NameError in `src/transformers/cli/serve.py`; they differ mainly in implementation style, not in the underlying bug. PR 43842 is the more focused fix.", - "confidence": 0.77, + "summary": "Two open PRs touch the same CLI file and both relate to annotation/import NameErrors, but they target different concrete fixes and are not safe duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the clearest representative: it directly guards the `TypeAdapter` reference with `TYPE_CHECKING`/string annotations and is narrowly scoped to the import-time failure.", + "canonical_pr_reason": "PR 43842 is the more specific and directly reproducible fix: it addresses the pydantic/TypeAdapter import problem by moving the import under TYPE_CHECKING and stringizing the annotation.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best fit for the cluster because it targets the concrete `TypeAdapter` NameError with minimal collateral changes and an explicit issue link.", + "best_pr_reason": "PR 43842 is the better representative of this cluster because its change is narrowly scoped to the TypeAdapter NameError path and has the clearest bug description.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs fix the same `TypeAdapter` NameError in the CLI serve module. 43656 uses a broader `from __future__ import annotations` approach, while 43842 uses a direct `TYPE_CHECKING`/quoted-annotation guard; these are alternate implementations of the same underlying fix." + "accept": false, + "reason": "Both edit src/transformers/cli/serve.py and mention TypeAdapter-related issues, but 43656 appears to be a broader annotations/typing cleanup, while 43842 specifically fixes the pydantic-not-installed TypeAdapter import path. They are related, but not the same concrete bug or mergeable as one PR." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/serve.py`, both are titled around the `TypeAdapter` NameError, and the soft-edge reasoning stays conservative by describing them as alternate implementations of the same fix. I don\u2019t see an overstatement or a mergeability issue here." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 13, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19886,7 +19904,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -19998,403 +20016,343 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "06c18c038c8dea7dca482fa7227add62ee3956a53f8ba470b4e790bb9006d782", + "prepared_review_unit_hash": "3f529388ecff74548c7ae59ab4cb87dc139c3e6719f27bba485e42f16402aef3", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84890, - "estimated_input_tokens": 21223, - "estimated_eval_tokens": 42702 + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75085, - "estimated_input_tokens": 18772, - "estimated_eval_tokens": 37800 + "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 independent model-by-model output-tracing refactors under the same umbrella issue (#43979). The only clear duplicate subgroup is the GPT-J / CodeGen set, with a smaller duplicate pair in GPT-Neo.", - "confidence": 0.81, + "summary": "This cluster is a broad thematic rollout of standardized output-tracing refactors across many model families, but only a few pairs are true duplicate-like overlaps within the same concrete code path. The conservative duplicate candidates are mostly the GPT-J/CodeGen and GPT-Neo iterations; cross-family links such as Flaubert/XLM vs LongT5 should be rejected.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifact here; for the PR side, 44722 is the best canonical representative because it is the broadest/latest GPT-J/CodeGen output-tracing refactor and overlaps the clear duplicate subgroup.", + "canonical_pr_reason": "PR 44722 is the best representative of the real duplicate family: it is the later, broader GPT-J/CodeGen output-tracing refactor, explicitly tied to #43979, and it overlaps directly with the earlier GPT-J/CodeGen variants.", "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest single PR to represent the duplicate subgroup: it covers the same GPT-J output-tracing change as the other GPT-J PRs and also includes the CodeGen copy, making it the broadest/revised version.", + "best_pr_reason": "PR 44722 is the strongest single anchor for the cluster\u2019s concrete duplicate family because it captures the same standardized output-tracing change in the same GPT-J/CodeGen path, with later and broader coverage than the earlier iterations.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models/files (CVT/FNet vs GPT-J); same tracking issue is not enough." + "reason": "Different model families (CVT/FNet vs GPT-J/CodeGen); sharing the broader refactor theme or issue target is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths; not the same change." + "reason": "CVT/FNet and DeBERTa v2 are unrelated concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in `modeling_gptj.py`; these look like overlapping versions of the same change and could be merged." + "reason": "Same GPT-J/CodeGen output-tracing path and overlapping decorator migration in the same model area; plausible duplicate/superseding iteration." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet vs EfficientNet; separate model-specific migrations." + "reason": "ResNet/RT-DETR ResNet vs EfficientNet are different model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen; unrelated code paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; different models." + "reason": "GPT-J/CodeGen and EfficientNet are different concrete changes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa-v2; unrelated refactors." + "reason": "MobileNetV2 and DeBERTa v2 are separate model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; different model implementations." + "reason": "GPT-J/CodeGen and MGP-STR are unrelated model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; different model families." + "reason": "GPT-J/CodeGen and MPT are different concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo file and same output-tracing migration; one looks like a later variant of the same refactor." + "reason": "Same GPT-Neo file and same output-tracing refactor path; this looks like an overlapping iteration of the same change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; different underlying model code." + "reason": "GPT-Neo vs GPT-J/CodeGen are different model families and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; not the same model or code path." + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; unrelated model changes." + "reason": "ResNet output-tracing cleanup is unrelated to GPT-J/CodeGen." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; different code paths." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; separate model-specific refactors." + "reason": "ResNet and GPT-J/CodeGen are separate model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; different model families." + "reason": "GPT-Neo and ResNet are unrelated concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; unrelated changes." + "reason": "ResNet and MPT are different model-specific refactors." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; different model implementations." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model families." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; not the same refactor." + "reason": "GPT-Neo and GPT-J/CodeGen are different model paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; unrelated model code." + "reason": "GPT-Neo and Flaubert/XLM are unrelated beyond the shared migration theme." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT vs GPT-J/CodeGen; different code paths." + "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; different underlying model." + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; unrelated." + "reason": "GPT-Neo and MGP-STR are unrelated model changes." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; different models." + "reason": "GPT-Neo and MGP-STR are different implementations." }, { "left": "pull_request:44071", - "right": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "MPT vs GPT-J; unrelated." + "reason": "MPT and MGP-STR are unrelated model-specific refactors." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 vs MGP-STR; different code paths." + "reason": "GPT-2 and MGP-STR are different code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; not the same change." + "reason": "GPT-J/CodeGen and MGP-STR are unrelated; same broad refactor pattern is not enough." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen; different transformer blocks." + "reason": "GPT-2 and GPT-J/CodeGen are different concrete model changes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; separate model migrations." + "reason": "ViLT and Flaubert/XLM are unrelated model families." }, { "left": "pull_request:44018", - "right": "pull_request:44071", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo vs MPT; different model families." + "reason": "GPT-Neo and SegFormer are different model implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "SegFormer vs GPT-J/CodeGen; unrelated code paths." + "reason": "RegNet and MPNet are unrelated concrete code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer vs LongT5; separate refactors." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "SegFormer vs VisualBERT; different model code." + "reason": "SegFormer and LongT5 are different model refactors." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo vs MPT; unrelated model changes." + "reason": "TextNet and Flaubert/XLM are unrelated model implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "MPT vs ImageGPT; different implementations." + "reason": "VisualBERT and LongT5 are separate model-specific refactors." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "TextNet vs Flaubert/XLM; not the same change." + "reason": "GPT-Neo and GPT-2 are different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs GPT-Neo; different model-specific refactors." + "reason": "MPNet and LongT5 are separate model-specific changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "MPNet vs LongT5; unrelated code paths." + "reason": "GPT-2 and GPT-Neo are different concrete changes." }, { - "left": "pull_request:43997", + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5; separate model migrations." + "reason": "Flaubert/XLM and LongT5 are unrelated model families with no shared filenames or issue targets; the right-hand PR is LongT5, not a Flaubert variant." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "TextNet vs LongT5; different models." + "reason": "SegFormer and GPT-Neo are unrelated model paths." }, { "left": "pull_request:43997", - "right": "pull_request:44071", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs MPT; unrelated." + "reason": "RegNet and GPT-Neo are different model-specific changes." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert vs MPT; different model families." + "reason": "SqueezeBert and MPT are separate model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo vs SpeechT5; not the same code path." + "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT vs SpeechT5; unrelated model changes." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert vs VisualBERT; separate refactors." + "reason": "MPT and SpeechT5 are different model-specific refactors." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet vs TextNet; different model code." + "reason": "RegNet and TextNet are unrelated code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet vs Flaubert/XLM; unrelated." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT2 vs MPT; different model families." - }, - { - "left": "pull_request:44101", - "right": "pull_request:44161", - "accept": false, - "reason": "Flaubert/XLM vs LongT5; not a duplicate." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44018", + "left": "pull_request:44018", + "right": "pull_request:44010", "accept": false, - "reason": "SegFormer vs GPT-Neo; different underlying model." + "reason": "GPT-Neo and SqueezeBert are different model families." }, { "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet vs MPNet; unrelated changes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44161", "accept": false, - "reason": "MPT vs ImageGPT; different code paths." + "reason": "RegNet and LongT5 are unrelated model-specific changes." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert vs DeBERTa-v2; unrelated refactors." + "reason": "SqueezeBert and DeBERTa v2 are separate model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 vs TextNet; different model-specific changes." + "reason": "DeBERTa v2 and TextNet are unrelated code paths." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Both are GPT-J/CodeGen output-tracing refactors over the same copied block; 44722 looks like the broader/revised version." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J output-tracing change in `modeling_gptj.py`; 44722 subsumes it and also updates the CodeGen copy." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J vs SpeechT5; different model families." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44007", - "accept": false, - "reason": "CVT/FNet vs RegNet/ResNet; unrelated model refactors." - }, - { - "left": "pull_request:43996", + "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet vs SpeechT5; different code paths." + "reason": "DeBERTa v2 and SpeechT5 are separate model code paths." }, { "left": "pull_request:44044", - "right": "pull_request:44129", + "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 vs SpeechT5; not the same underlying change." + "reason": "DeBERTa v2 and VITS are unrelated model implementations." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: most PRs are separate model-specific output-tracing refactors under the same umbrella issue, and the only clearly mergeable overlap clusters are the GPT-J/CodeGen subgroup and the GPT-Neo pair. The soft-edge accept/reject calls are conservative and match the diff scope shown." + "accept": false, + "feedback": "The cluster summary is not fully conservative. Most verdicts are grounded, but at least one accepted soft-edge is clearly unsupported: pull_request:44101 vs pull_request:44161 pairs Flaubert/XLM with LongT5, which the packet shows are unrelated model families with no shared filenames or issue targets. The reason also cites 44116, not the actual right-hand PR, which is a precision error. Because the summary also repeats the unsupported idea that Flaubert/XLM is part of the same duplicate family, I can\u2019t accept this as fully grounded." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20402,7 +20360,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 35, + "component_count": 36, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -20429,14 +20387,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "2ad8556b96deb4e5a57acbba9808c6af32da4e120d15bb7267621818ff112291", + "prepared_review_unit_hash": "2bd0a8570b89fca0ce8ab2f0da105ebb7e19df562e484939376512c416789ed1", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84890, - "estimated_input_tokens": 21223, - "estimated_eval_tokens": 42702 + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, @@ -20451,48 +20409,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors that migrate different architectures to standardized output tracing/capture_outputs patterns. They are related in theme, but they do not describe the same bug or the same code-path change, so they should not be deduplicated together.", - "confidence": 0.93, + "summary": "These are separate model-specific PRs migrating different architectures to standardized output tracing/capture_outputs. They share a refactor pattern, but they do not look like duplicate fixes or mergeable into one PR.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "44129 is the strongest standalone representative because it has the clearest intent, an explicit issue link, and a concrete output-tracing refactor in a single model.", + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared theme because its title and diff directly describe the standardized output-tracing refactor, but it remains model-specific rather than a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "44129 is the best single PR to keep as the representative example of this refactor pattern: it is self-contained, specific, and tied to an explicit tracking issue.", + "best_pr_reason": "PR 44073 is the best cluster anchor: it is a clean, generic example of the output-capture migration and most directly reflects the common refactor pattern across the set.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Different models and different implementation paths; both are similar output-tracing refactors, but they are not the same underlying fix." + "reason": "Same migration theme, but FocalNet and ImageGPT are different model codepaths with distinct implementations; not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are unrelated model codepaths, so these are parallel refactors rather than duplicate changes." + "reason": "VisualBert and TextNet have different forward paths and output handling; this is a shared refactor style, not one duplicate fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same broad standardized-output theme, but MPNet and VisualBert have distinct model-specific tracing logic and are not mergeable as one duplicate PR." + "reason": "MPNet vs VisualBert touches different model internals and output-capture setup; too broad to treat as the same PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These touch different models and different output-capture setups; similarity is thematic only." + "reason": "Different models and different output-tracing codepaths; they are related by refactor pattern only." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are separate architectures with separate output-handling code, so this is not the same change." + "reason": "RegNet and SqueezeBert are separate architectures; this is not the same concrete bug or change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models and code paths; the shared concept is too broad to treat as a duplicate." + "reason": "SqueezeBert and SpeechT5 are different codepaths, and the SpeechT5 diff also changes layer output signatures/cache behavior, so they are not mergeable as one fix." } ] }, @@ -20506,7 +20464,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20577,310 +20535,298 @@ "pull_request:44028|pull_request:46438", "pull_request:43998|pull_request:46438" ], - "prepared_review_unit_hash": "55990ded056047f06528309ba3f83e760ed52f3c5b6e32f14c9b66587765df17", + "prepared_review_unit_hash": "0d9d5eb2badf6a57fd4447495346e436f8825d051222f61cf597cf3a1f3dbf75", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43563, - "estimated_input_tokens": 10891, - "estimated_eval_tokens": 22038 + "serialized_chars": 43567, + "estimated_input_tokens": 10892, + "estimated_eval_tokens": 22040 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43563, - "estimated_input_tokens": 10891, - "estimated_eval_tokens": 22038 + "serialized_chars": 43567, + "estimated_input_tokens": 10892, + "estimated_eval_tokens": 22040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are separate model-specific output-tracing refactors (or one utility speedup), not duplicates of the same bug/change. They share a common theme, but each PR targets different model implementations and code paths, so none should be merged as duplicate PRs.", - "confidence": 0.98, + "summary": "This cluster is a loose theme match around output-tracing refactors, but the PRs are model-specific and not duplicate fixes. They touch different architectures and code paths, so I would not merge them together as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative of the cluster because it is a broader output-tracing refactor touching two related model files (FalconMamba and Mamba) and clearly reflects the common pattern in the set.", + "canonical_pr_reason": "If one representative must be chosen, PR 44003 is the broadest concrete refactor in the set: it spans both `mamba` and `falcon_mamba` and introduces the output-capture plumbing. It is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest single representative of the shared refactor pattern, with the broadest model coverage among the model PRs shown.", + "best_pr_reason": "PR 44003 is the best global representative because it is the most substantial model refactor here and most clearly shows the tracing-pattern change.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model families and files (timm_backbone vs upernet); not the same underlying change." + "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor motif, but unrelated code paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model implementations and code paths; both are output-tracing refactors only at a high level." + "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); only a generic output-tracing cleanup." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model families (timm_backbone vs univnet); no shared concrete bug or mergeable fix." + "reason": "Different architectures (`timm_backbone` vs `univnet`); not the same underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; similar refactor pattern does not make them duplicates." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "Timm backbone refactor vs CodeGen attention/cache refactor are distinct code paths." + "reason": "`timm_backbone` and `mamba`/`falcon_mamba` are unrelated implementations; not one concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model families and implementations; only the generic tracing refactor theme matches." - }, - { - "left": "pull_request:43998", - "right": "pull_request:46438", - "accept": false, - "reason": "Model refactor vs modular-conversion utility speedup are unrelated changes." + "reason": "Different model families (`timm_backbone` vs `rwkv`); same theme only, not the same code path." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model code paths; not the same bug/change." + "reason": "Different models (`mobilenet_v1` vs `univnet`); only a shared refactor pattern." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models and outputs; same broad tracing refactor only." + "reason": "Different models (`mobilenet_v1` vs `upernet`); unrelated implementations." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs Depth Anything are distinct model implementations; not duplicates." + "reason": "Different model families (`mobilenet_v1` vs `depth_anything`); not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and files; only similar refactoring style." + "reason": "Different models (`mobilenet_v1` vs `vision_encoder_decoder`); only similar tracing changes." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and Speech Encoder-Decoder fix different code paths." + "reason": "Different models (`mobilenet_v1` vs `speech_encoder_decoder`); not one underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision/Text dual encoder and UnivNet are unrelated models; no common concrete defect." + "reason": "Different model families (`vision_text_dual_encoder` vs `univnet`); same decorator-style refactor, different code." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and implementations; same tracing refactor theme only." + "reason": "Different models (`vision_text_dual_encoder` vs `upernet`); unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks and files; not plausibly one PR." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision/Text dual encoder vs CodeGen are separate code paths and fixes." + "reason": "Different model families (`vision_text_dual_encoder` vs `mamba`/`falcon_mamba`); not mergeable as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and output semantics; not the same underlying change." + "reason": "Different models (`vision_text_dual_encoder` vs `depth_anything`); no shared implementation bug." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated implementations; no duplicate bug/change." + "reason": "Different models (`univnet` vs `upernet`); only the refactor style is similar." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and model files; same refactor motif only." + "reason": "Different model families (`univnet` vs `mamba`/`falcon_mamba`); not the same code-path problem." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs Depth Anything are distinct model-specific refactors." + "reason": "Different models (`univnet` vs `depth_anything`); only superficial similarity." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44029", "accept": false, - "reason": "UperNet and Mamba/FalconMamba changes are unrelated code paths." + "reason": "Different models (`upernet` vs `rwkv`); unrelated code paths." }, { "left": "pull_request:44002", - "right": "pull_request:44004", + "right": "pull_request:44003", "accept": false, - "reason": "Different models and mechanics; one is segmentation, the other CodeGen cache/output handling." + "reason": "Different models (`upernet` vs `mamba`/`falcon_mamba`); not one underlying fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/FalconMamba output tracing and CodeGen cache/output refactor address different model internals." + "reason": "Different subsystems (`mamba` vs `codegen`); same output-tracing pattern, but not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and concrete changes; same high-level theme is insufficient." + "reason": "Different models (`timm_backbone` vs `codegen`); only generic output-tracing cleanup." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Separate model implementations with different forward paths and return behavior." + "reason": "Different models (`univnet` vs `codegen`); unrelated code paths." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different concrete model code paths; not mergeable as a single duplicate fix." + "reason": "Different models (`upernet` vs `codegen`); not the same bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models (`vision_text_dual_encoder` vs `codegen`); no shared implementation." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and Vision/Encoder-Decoder are unrelated models; similar refactor pattern only." + "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); both refactors, but unrelated code." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder/decoder model families and files; not the same underlying issue." + "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`); not one concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything vs SuperPoint target unrelated model code paths." + "reason": "Different models (`depth_anything` vs `superpoint`); unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and refactor scopes; only generic tracing work overlaps." + "reason": "Different models (`depth_anything` vs `rwkv`); same tracing theme only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are distinct model implementations; not duplicates." + "reason": "Different models (`depth_anything` vs `dpr`); not the same underlying issue." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Vision Encoder-Decoder and Speech Encoder-Decoder are separate models with different code paths." + "reason": "Different model families (`vision_encoder_decoder` vs `rwkv`); no shared code path." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different model families and concrete refactors; not one underlying bug." + "reason": "Different encoder-decoder wrappers (`vision_encoder_decoder` vs `speech_encoder_decoder`); similar pattern, distinct implementations." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Unrelated model internals despite similar output-tracing theme." + "reason": "Different models (`vision_encoder_decoder` vs `superpoint`); not the same bug." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and files; cannot plausibly be merged into one PR." + "reason": "Different models (`vision_encoder_decoder` vs `dpr`); unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech Encoder-Decoder and SuperPoint are unrelated changes." + "reason": "Different models (`speech_encoder_decoder` vs `superpoint`); not the same code path." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and separate output handling code paths." + "reason": "Different models (`speech_encoder_decoder` vs `rwkv`); only superficial similarity." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations; only the general refactor style matches." + "reason": "Different models (`speech_encoder_decoder` vs `dpr`); not mergeable as one PR." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and Mamba/FalconMamba are unrelated model code paths." + "reason": "Different models (`superpoint` vs `rwkv`); unrelated refactors." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models and different forward/output semantics; not duplicates." + "reason": "Different models (`superpoint` vs `dpr`); not the same change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Mamba/FalconMamba and DPR are unrelated model implementations and fixes." + "reason": "Different models (`rwkv` vs `dpr`); same motif, different implementations." }, { "left": "pull_request:44000", "right": "pull_request:46438", "accept": false, - "reason": "Vision/Text dual encoder refactor is unrelated to the modular-conversion pool reuse utility change." + "reason": "A model refactor vs a tooling/performance change in `utils/check_modular_conversion.py`; unrelated." }, { "left": "pull_request:44027", "right": "pull_request:46438", "accept": false, - "reason": "Speech Encoder-Decoder model refactor and modular conversion utility speedup are unrelated." + "reason": "Different areas (`speech_encoder_decoder` vs modular conversion tooling); no shared bug." }, { "left": "pull_request:44029", "right": "pull_request:46438", "accept": false, - "reason": "Model output-tracing refactor vs utility process-pool optimization are different changes." + "reason": "Different areas (`rwkv` vs modular conversion tooling); not the same change." }, { "left": "pull_request:44028", "right": "pull_request:46438", "accept": false, - "reason": "SuperPoint model refactor and modular-conversion utility speedup are unrelated." + "reason": "Different areas (`superpoint` vs modular conversion tooling); unrelated." }, { "left": "pull_request:43998", "right": "pull_request:46438", "accept": false, - "reason": "Model refactor vs utility performance change; no shared concrete bug or code path." + "reason": "Different areas (`timm_backbone` vs modular conversion tooling); no overlap beyond similarity." } ] }, @@ -20894,7 +20840,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20910,12 +20856,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "32ae3f77219dce503b473f82903f8b05ebbdeb9fda6aa8867cd00bfbd6211061", + "prepared_review_unit_hash": "11d56450bff8555a07eb8868e66950595f70b5b96ee1faee24a4a08cd86bce95", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -20923,7 +20869,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -20932,18 +20878,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are new, unrelated model integrations: one adds PenguinVL and the other adds Voxtral TTS. Their overlap is limited to shared Transformers registration/docs scaffolding, which is not enough to treat them as the same underlying change.", - "confidence": 0.97, + "summary": "These are two separate model-addition PRs (PenguinVL vs Voxtral TTS) that overlap only in shared Transformers registry/boilerplate files, not in the underlying feature or code path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are separate model additions with different code paths, tests, and targets.", + "canonical_pr_reason": "45401 is the more clearly scoped PR and explicitly targets issue 45027; 44662 is a different model implementation entirely.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a global best representative for this cluster because the cluster is not a true duplicate set.", + "best_pr_reason": "45401 is the strongest representative if one must be chosen: it has an explicit issue target and a focused Voxtral TTS implementation. 44662 is a separate PenguinVL model PR.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: PenguinVL implementation and Voxtral TTS support are distinct model ports with different architecture, files, and goals; shared auto-registration/docs edits are boilerplate and do not indicate the same bug or change." + "reason": "Different underlying changes: one adds PenguinVL, the other adds Voxtral TTS. Shared auto/docs files are just common registration boilerplate, not evidence of the same bug or mergeable change." } ] }, @@ -20957,7 +20903,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20977,12 +20923,12 @@ "pull_request:45363|pull_request:46339", "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "2d86ac1456ca38e68f3406fbbdb96c0fc66e5156e407b7a55026deccc8c9d2ce", + "prepared_review_unit_hash": "28b5fe517eb86e186ea5d0b9218eeadea9507dd8d1bdae6d5992aedddca5fc85", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9635, + "serialized_chars": 9634, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -20990,7 +20936,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9635, + "serialized_chars": 9634, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -20999,39 +20945,39 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster splits into two groups: a foundational Module Fusion API PR, and a sequence of n-to-1 KernelConfig fusion PRs that look like iterative revisions of the same feature work. I would keep the Module Fusion API separate and treat the later KernelConfig PRs as the closest duplicates.", - "confidence": 0.7, + "summary": "The cluster centers on Transformers KernelConfig-based n-to-1 kernel fusion. 44979 is a broader Module Fusion API and is not the same concrete change as the later KernelConfig PRs. Among the KernelConfig PRs, 45666 looks like the broadest representative, while 46339 appears to be a later related refinement rather than a clearly more complete superset.", + "confidence": 0.76, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46339 is the broadest and most mature KernelConfig fusion change: it refactors core loading paths, updates hub kernel integration, touches modeling utilities, and adds kernel tests. It looks like the best representative of the kernel-fusion line.", + "canonical_pr_reason": "PR 45666 is the best cluster representative because it covers the main KernelConfig n-to-1 fusion path across core loading, hub-kernel integration, modeling, tests, and an example, with broader file coverage than 46339. 46339 is closely related, but the packet does not clearly show it subsumes the earlier KernelConfig PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 46339 is the best standalone candidate because it covers the most complete end-to-end n-to-1 kernel fusion flow and appears to supersede earlier incremental versions.", + "best_pr_reason": "PR 45666 is the strongest single representative of the shared KernelConfig fusion work: it touches the core loading path, integration code, modeling changes, tests, and an example, so it best captures the cluster\u2019s main change surface.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "44979 introduces the new Module Fusion API foundation, while 45363 implements KernelConfig-based n-to-1 fusion on top of it. Related, but not the same concrete change." + "reason": "Related subsystem, but not the same underlying change: 44979 introduces a generic Module Fusion API, while 45363 implements a concrete KernelConfig-based n-to-1 fusion path." }, { "left": "pull_request:45363", "right": "pull_request:46339", "accept": true, - "reason": "Both target the same n-to-1 KernelConfig fusion feature and overlap on the same integration paths. 46339 looks like a later, broader revision of the same change stream." + "reason": "They target the same KernelConfig-driven n-to-1 fusion path with overlapping integration and modeling files; 46339 looks like a related later refinement that could plausibly be merged into one PR." }, { "left": "pull_request:45666", "right": "pull_request:46339", "accept": true, - "reason": "These are very close revisions of the same KernelConfig n-to-1 fusion work, with strong filename overlap and the later PR reading like an extension/simplification of the earlier one." + "reason": "Strong overlap on the same KernelConfig fusion feature and shared core loading/integration/modeling/test files; related and plausibly mergeable into one PR, though 45666 has broader coverage." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 44979 is clearly a separate Module Fusion API PR, while 45363/45666/46339 all sit on the same KernelConfig n-to-1 fusion line and share overlapping files/titles. The soft-edge verdicts are conservative enough overall, and the accepted pairs look plausibly mergeable as iterative revisions of the same feature work." + "accept": false, + "feedback": "The cluster direction is reasonable, but the reasoning overstates the evidence in a few places. In particular, the packet supports that 46339 is later and overlaps with 45363/45666, but it does not clearly \u0581\u0578\u0582\u0575\u0581 it is the \"most complete\" or that it subsumes the earlier PRs; 45666 actually has broader file coverage and a larger diff_size. The soft-edge verdicts should stay more tentative (e.g. \"related and possibly mergeable\") rather than \"clearly iterations\" of the same change." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21039,7 +20985,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21055,12 +21001,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "46432e2da72908acd0f4ef90bfb5ba17a7639d010d79e765da202fa23756f777", + "prepared_review_unit_hash": "cb99bcba6aa9e1669a8e8290ccf07b1979da798abd9451e295925f08b4bde8c9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -21068,7 +21014,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -21077,18 +21023,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same Mistral regex AttributeError in the same file; 45317 is the more complete fix because it includes the code change plus test coverage. They are duplicates at the PR level rather than separate changes.", - "confidence": 0.98, + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file and on the same issue target. PR 45317 is the more complete version because it includes regression tests.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR: it fixes the same AttributeError as 45086, but also adds tests and has a clearer, more specific description of the bug and trigger condition.", + "canonical_pr_reason": "Pick PR 45317 as canonical: it fixes the same concrete bug as 45086, but it is more complete and better validated with an added test file. The shared hunk and issue target make it the clearest representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative because it covers the same underlying code-path fix and validates it with tests, making it the strongest standalone record of the change.", + "best_pr_reason": "PR 45317 is the best overall representative because it covers the same fix as 45086 and adds tests, making it the most merge-ready version of the change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug in _patch_mistral_regex, same touched code path and file, and the second PR is essentially a superset of the first with tests added." + "reason": "Accept: both PRs change the same code path in the same file to fix the same AttributeError, with identical core edit and the same explicit issue target. 45317 looks like a follow-up/expanded version of 45086 rather than a different change." } ] }, @@ -21102,7 +21048,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21118,7 +21064,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "3f1025c6886fca19dbf229b46ae530cb503a67acdcdba1aaa763bd25d5c0be86", + "prepared_review_unit_hash": "a7b5655381e62cd7884010ae35701c9c5cced9eb5f2733d8d654fe3fbfeab95f", "component_budget": { "node_count": 2, "item_count": 2, @@ -21140,18 +21086,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about the NemotronH model family, but they target different changes: #45115 is a smaller refactor/inheritance and checkpoint-conversion mapping update, while #45569 is a broader feature split introducing NemotronHDense/NemotronHSparse plus docs/tests. They overlap in shared model files, but not in the same concrete fix.", - "confidence": 0.89, + "summary": "Both items are NemotronH-related PRs, but they target different changes: one is a focused refactor/conversion-mapping update for NemotronH inheritance, while the other is a broader model-family split adding NemotronHDense/NemotronHSparse docs and code. They overlap on shared model files but do not look like the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the larger, more user-visible NemotronH family change and includes the new dense/sparse model split, docs, and tests.", + "canonical_pr_reason": "PR #45569 is the better canonical PR for the cluster because it is the broader, more complete NemotronH-family change and includes the shared model/auto wiring plus the new dense/sparse variants.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest overall artifact in this cluster: it covers the full architecture decomposition and documentation updates, whereas #45115 is a narrower refactor focused on inheritance and conversion mapping.", + "best_pr_reason": "PR #45569 is the best representative PR overall because it subsumes a wider slice of the NemotronH work, while #45115 is a narrower refactor/conversion-mapping adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but not the same underlying change: #45115 is a refactor/conversion-mapping update; #45569 introduces new dense/sparse model variants and supporting docs/tests. Shared files alone are not enough to merge them as duplicates." + "reason": "Shared subsystem and filenames are not enough here: #45115 is a narrow inheritance/conversion-mapping refactor, while #45569 introduces separate NemotronHDense/NemotronHSparse models and documentation. They do not appear to fix the same concrete code-path problem and would not plausibly merge as one duplicate PR." } ] }, @@ -21165,7 +21111,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21181,12 +21127,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "5b5c8fa5594d7567097e1b083d27787f31796e99e9e1f65d3081017ddc4a6104", + "prepared_review_unit_hash": "3f0dd448302fdc7b2277cdbf0ec3efa0352a7a8601f7cbdfa9de461f9a9f3a51", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, + "serialized_chars": 5466, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21194,7 +21140,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, + "serialized_chars": 5466, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21203,18 +21149,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related but not duplicates: one adds heterogeneous config plumbing, while the other adds broader heterogeneous modeling/runtime support that builds on that config work. They share files because of the shared infrastructure, but they do not appear to be the same concrete change.", - "confidence": 0.82, + "summary": "These are related heterogeneous-model feature PRs, but not duplicates: one adds per-layer config plumbing, while the other adds broader per-layer modeling/cache integration. They share support code, but they target different layers of the feature and would not be merged as the same concrete change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change: it covers heterogeneous model support across cache/masking/modeling paths, not just config plumbing. It is the better representative of the overall feature set in this cluster.", + "canonical_pr_reason": "pull_request:45332 is the better canonical PR because it is the broader, more complete change set: it includes the per-layer configuration support plus modeling/cache integration and tests, whereas pull_request:45333 is a narrower config-only foundation.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest standalone representative because it implements the end-to-end heterogeneous model behavior, whereas PR #45333 is a narrower per-layer configuration piece that could plausibly be a prerequisite or companion change.", + "best_pr_reason": "pull_request:45332 is the best representative of the cluster because it covers the larger end-to-end heterogeneous-model implementation and subsumes the shared configuration groundwork.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same underlying bug/change. #45333 is focused on per-layer configuration support; #45332 extends heterogeneous support into modeling/cache/runtime code paths and is materially broader." + "reason": "Do not treat as duplicates. 45333 is specifically per-layer config support, while 45332 extends into heterogeneous modeling and cache behavior. They share infrastructure and likely build on each other, but they are different feature slices rather than the same code-path fix/change." } ] }, @@ -21228,7 +21174,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21244,7 +21190,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "dc5a9bf184ffb31d52947b80ff803d0856af62b385c7e08112ed42aed74dfdc6", + "prepared_review_unit_hash": "b8a67cc061f0a07ca9b9ed9c530bd8425d9162b38834dbef84d259bdeba64bcf", "component_budget": { "node_count": 2, "item_count": 2, @@ -21266,18 +21212,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-focused, but they are different changes: one is a broad type-checking sweep across many transformer modules, while the other adds specific typing protocols/helpers and related fixes. The overlap is incidental rather than the same underlying fix.", - "confidence": 0.86, + "summary": "These are both typing-related PRs in transformers, but they address different scopes: one is a broad type-checking pass across many files, the other adds typing helpers/protocols and related fixes in a smaller set of modules. They do not look like the same underlying change, so they should not be clustered as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue link exists; if a representative PR is needed, PR 45425 is the more focused typing-refinement change with substantial review activity.", + "canonical_pr_reason": "No single canonical PR: 45415 is a broad mechanical type-checking sweep, while 45425 is a targeted typing-API refactor with specific protocols and utilities.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better cluster representative because it targets a narrower, more concrete typing API/stub adjustment, whereas PR 45415 is a broad type-checking pass across many files.", + "best_pr_reason": "PR 45425 is the better representative of the cluster because it is more concrete and self-contained; 45415 is a wider repo-wide typing cleanup rather than one focused change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are typing-related, but 45415 is a wide sweep to add type checking across many files, while 45425 introduces specific typing protocols and utility annotations. They do not appear to fix the same concrete code-path problem and would not naturally collapse into one PR." + "reason": "Shared typing-related files are not enough here: 45415 mainly adds type-check ignores and broad annotations across many modules, while 45425 introduces typing protocols/helpers and specific fixes. They are not the same concrete code-path change and would not plausibly merge into one PR." } ] }, @@ -21291,7 +21237,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21307,7 +21253,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "9d926012c44f28379a6b5a05efee576e5597676d63cbaf8f756440c366260d57", + "prepared_review_unit_hash": "13adb261e9dcf42f30fad69fe40b270542c038718e9a7b4aeeee3321f64850c3", "component_budget": { "node_count": 2, "item_count": 2, @@ -21329,18 +21275,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs were clustered only by superficial cache/multi-token similarity, but they address different model families and different bugs: Qwen3.5/OLMo hybrid cached forward behavior vs Mamba2 use_cache handling for seq_len > 1.", - "confidence": 0.98, + "summary": "These are both cache-aware multi-token forward fixes, but they target different model families and different code paths: Qwen/Olmo linear-attention forward logic vs Mamba2 CUDA kernel state handling. They are related thematically, not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the more self-contained and explicit fix: it targets a single Mamba2 cached-forward bug, includes an issue reference, and has a narrow code-path change. PR #45513 spans multiple model files and appears broader and less directly tied to one concrete bug.", + "canonical_pr_reason": "PR 45513 is the broader representative of the cache-aware multi-token forward bug class, spanning multiple Qwen/Olmo model variants and tests, whereas PR 46084 is a separate Mamba2-specific kernel fix.", "best_issue_reason": null, - "best_pr_reason": "#46084 is the strongest representative because it has a clear, singular failure mode (use_cache with seq_len > 1), an explicit issue target, and a focused patch. #45513 is broader and less specific.", + "best_pr_reason": "PR 45513 is the better cluster representative because it covers the broader family of cached multi-token forward corrections across several model implementations and includes corresponding test updates.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different underlying bugs and code paths: #45513 fixes multi-token cached forward in Qwen3.5/OLMo hybrid linear attention, while #46084 fixes Mamba2 use_cache behavior when seq_len > 1. Shared caching language is not enough to treat them as the same change." + "reason": "Different underlying bugs and code paths: 45513 fixes multi-token cached forward logic in Qwen3.5/Olmo linear attention models, while 46084 fixes Mamba2 use_cache handling in cuda_kernels_forward. Similar theme, but not the same concrete change and not mergeable into one PR." } ] }, @@ -21354,7 +21300,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21370,7 +21316,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "418ba20040f77fc6b1de481edb94ff86349e9be09f52f2d286785470541fad0a", + "prepared_review_unit_hash": "d9f99b84b492960b4f8756ff54959eec4eb93d3d22194f5c39c6a79c25bff6f3", "component_budget": { "node_count": 2, "item_count": 2, @@ -21392,18 +21338,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both EP-related, but they fix different distributed-loading bugs on different code paths: one for DeepSpeed ZeRO-3/accelerate config handling, the other for FSDP2 expert parameter overwrites during sharded loading. They should not be deduplicated.", - "confidence": 0.93, + "summary": "These PRs are related thematically around expert parallelism, but they fix different bugs on different loading paths: one targets EP + ZeRO-3/accelerate config handling, the other targets EP + FSDP2 rank-0 broadcast overwriting experts. They should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the more concrete representative of a distinct bugfix: it targets expert parameters being overwritten during distributed loading, with code changes in model loading and MoE/tensor-parallel integration.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone PR here because it addresses a specific runtime failure mode in the loading path and contains the broader, more direct fix.", + "best_pr_reason": "45662 is the more comprehensive and concrete fix: it spans multiple code paths and directly addresses expert weights being overwritten during distributed loading, while 45548 is a narrower loader/config serialization patch.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related only by broad EP/distributed-loading theme. #45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization; #45662 fixes EP + FSDP2 experts being overwritten by rank-0 broadcast. Different bug, different code path, not mergeable into one PR." + "reason": "Different concrete bugs and fix paths: 45548 changes distributed config serialization and EP detection for ZeRO-3/accelerate loading, while 45662 fixes expert parameters being overwritten during FSDP2-style sharded loading." } ] }, @@ -21417,7 +21363,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21433,12 +21379,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "eaf6d84a0003c8a6499fbbb20d754a7932901973d53fe71688207eb734b9e9f4", + "prepared_review_unit_hash": "7e3e4a34e8011780b93862087e9eba87e5974498587a1bdc88eccade483d2bda", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21446,7 +21392,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21455,18 +21401,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address xdist-related capture of debug artifacts in `testing_utils.py`, but they are not the same change: #45639 makes the log write path worker-safe, while #45645 also updates CI artifact collection and notification handling. The overlap is thematic, not a single mergeable fix.", - "confidence": 0.91, + "summary": "Both PRs address the same xdist/captured_info debugging-log collision in the testing utilities, with PR 45645 expanding the fix to CI log collection as well.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "#45645 is the better canonical PR because it includes the core xdist-safe file handling plus the downstream CI changes needed to consume multiple captured-info files; it is the more complete end-to-end fix.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe testing_utils fix plus the CI workflow adjustment needed to consume multiple captured_info files, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "#45645 is the strongest representative of the underlying problem because it addresses the same xdist collision issue in `testing_utils.py` and extends it through the CI path that surfaces those artifacts.", + "best_pr_reason": "PR 45645 is the strongest representative for the cluster: it targets the same bug as 45639, covers the broader artifact-handling path, and is more likely to be the final merged form of the fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", - "accept": false, - "reason": "They share the same affected helper files and issue target, but #45645 is broader and changes CI artifact aggregation plus notification logic, so this is not a single same-scope code-path fix that could plausibly be merged as one PR." + "accept": true, + "reason": "Both PRs fix the same underlying xdist collision problem for captured_info/debug log artifacts and overlap on the same testing_utils/test code path, so they look like two versions of the same change rather than separate fixes." } ] }, @@ -21480,7 +21426,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21498,12 +21444,12 @@ "pull_request:45670|pull_request:46320", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "3b66a3da56305d968031eadec299630de43903458318f5d81f14b5012cf77e62", + "prepared_review_unit_hash": "fd86d774ddf948ae370026dea11d4798c299dce272a4d69a7c874feb4d07013e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7030, + "serialized_chars": 7029, "estimated_input_tokens": 1758, "estimated_eval_tokens": 3772 }, @@ -21511,7 +21457,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7030, + "serialized_chars": 7029, "estimated_input_tokens": 1758, "estimated_eval_tokens": 3772 }, @@ -21520,24 +21466,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate PRs: one adds GLM-ASR to auto mappings, one adds attn_implementation support for RecurrentGemma, and one adds SDPA dispatch support for BLIP-2/InstructBLIP variants. The two attn_implementation PRs are thematically similar but fix different model code paths and should not be merged as duplicates.", - "confidence": 0.93, + "summary": "These are not duplicates as a cluster. Two PRs are both model-specific SDPA/attn dispatch enablement, but they target different model families and code paths; the third PR is unrelated AutoModel registry wiring.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46320 is the strongest representative of the cluster because it is a focused, substantive model-support change with clear code, conversion, docs, and tests; however, it is still not a duplicate of the BLIP-2 dispatch PR.", + "canonical_pr_reason": "PR #46320 is the best representative of the cluster only in the sense that it is a concrete attn-dispatch enablement change with model/code/test updates; however, it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR #46320 is the best single representative of the attn_implementation theme, but the cluster does not contain a true duplicate PR pair.", + "best_pr_reason": "PR #46320 is the strongest single representative because it is a focused implementation change for one model family and has the clearest full-stack scope (modeling, conversion mapping, docs, tests).", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different changes: auto-model registration for GLM-ASR vs RecurrentGemma attn_implementation dispatch. They touch unrelated code paths and would not be merged into one PR." + "reason": "Unrelated changes: AutoModel registry addition for GLM ASR vs RecurrentGemma attn_implementation dispatch support. Different models and different code paths." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both are attn_implementation support PRs, but for different architectures and model stacks (RecurrentGemma vs BLIP-2/InstructBLIP). The underlying code paths are distinct, so this is not a duplicate." + "reason": "Both enable SDPA-style attention dispatch, but for different model families (RecurrentGemma vs BLIP-2/InstructBLIP/InstructBLIPVideo). They do not look like the same underlying bug or mergeable duplicate PR." } ] }, @@ -21551,7 +21497,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21567,7 +21513,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "3336b5bfe11d55a0da6feb563fb00b4f3e9818af3c45e663f81828da27eab9c0", + "prepared_review_unit_hash": "7ed7abf827aadbeabbeeb7c8c0883957f3e16c4ae6678fb3a3f1d223862bb763", "component_budget": { "node_count": 2, "item_count": 2, @@ -21589,18 +21535,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open pull requests: one implements TRF003 for model forward/return_tuple handling across text/audio models, and the other adds TRF018 to detect dead do_* flags in image/video processor overrides. They share some model filenames, but not the same underlying bug or change.", - "confidence": 0.97, + "summary": "The two PRs are both linter/modeling-rule changes, but they target different rules and different underlying problems: one adjusts model forward return handling (TRF003), the other enforces preprocessing-flag consumption in image/video processors (TRF016/TRF018). The shared filenames are incidental overlap in common model code, not evidence of a duplicate.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two PRs address different lint/modeling-rule problems in different code paths, so they should not be merged as duplicates.", + "canonical_pr_reason": "No canonical PR: these PRs implement different checks for different code paths, so they should not be merged as duplicates.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative of the other; each is the primary change for its own distinct rule and subsystem.", + "best_pr_reason": "PR 46259 is the clearer representative of the cluster because it introduces a well-scoped new modeling rule with an accompanying docs update, but it is not a duplicate of PR 45720.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes: TRF003 updates model forward signatures/tuple handling, while TRF018 adds a rule about unused do_* flags in image/video processor overrides. Shared files are incidental and not a single concrete fix." + "reason": "Different underlying change: 45720 adds can_return_tuple / return_dict handling for model forwards, while 46259 adds a rule about do_* preprocessing flags in image/video processors. Shared files are broad-framework overlap, not the same fix." } ] }, @@ -21614,7 +21560,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21680,7 +21626,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21696,7 +21642,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "3f72d0e198383a34e1b5c03855bc4bd1f9469d103079291b7f6218a3de180009", + "prepared_review_unit_hash": "2fe48ebf4d04aa91db76d6183a2e1531e987a167847901d8a379334b0c0bd5e7", "component_budget": { "node_count": 2, "item_count": 2, @@ -21718,18 +21664,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open pull requests, but they are not duplicates: one is a broad model/workflow change PR, the other is an isolated test-migration placeholder with intentional failing asserts. They do not fix the same code-path problem and should not be merged together.", - "confidence": 0.95, + "summary": "These two PRs are not duplicates: #45932 is a broad model/workflow change set, while #46100 is a test-only migration PR with intentional failing assertions. They do not fix the same concrete bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45932 is the more substantive representative of the cluster: it changes actual implementation/workflow files across multiple model paths, while PR 46100 is just a tiny test-only migration stub with obvious placeholder failures.", + "canonical_pr_reason": "No canonical PR: the PRs are unrelated in purpose and scope, so neither is a duplicate of the other.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the best single PR representative because it contains the real code changes; PR 46100 is not a meaningful duplicate candidate and looks like a throwaway test edit.", + "best_pr_reason": "#45932 is the better representative of the cluster because it contains substantive code/workflow changes across multiple files, whereas #46100 is a narrow test-only placeholder/migration change.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: these are unrelated changes. PR 45932 modifies CI/model code, while PR 46100 only edits a ViT test file with deliberate failing asserts. They do not appear to fix the same bug or belong in one merged PR." + "reason": "Reject: the diffs are unrelated. #45932 changes model implementations and CI workflow secrets; #46100 only adds intentionally failing test assertions in a ViT test file. They do not address the same underlying bug or merge cleanly into one PR." } ] }, @@ -21743,7 +21689,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21762,7 +21708,7 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "8c38e1de8a414f0d204b84543ea43e798edf151f4ccb08750b560c4e163104c7", + "prepared_review_unit_hash": "a51dfb66a1dd3a27a64ebf54057f8a6a6364e3f614060c7f74254c8ddb19feb4", "component_budget": { "node_count": 3, "item_count": 3, @@ -21784,30 +21730,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-specific SDPA dispatch PRs, not duplicates of one another. They share a broad theme and similar wording, but they target different code paths and model families.", - "confidence": 0.94, + "summary": "All three PRs are model-specific SDPA dispatch enablement changes, but they target different code paths and architectures (CTRL, T5, and wav2vec2/SeamlessM4T variants). They are related in theme, not duplicates, so none of the soft edges should be merged.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR: each change is a distinct model-family implementation of SDPA dispatch, so they should not be deduplicated into one artifact.", + "canonical_pr_reason": "No single canonical duplicate PR: each change is scoped to a different model family and implementation path, so they should remain separate.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the broadest representative, covering multiple related model families and the largest implementation scope, but it is still not a duplicate of the others.", + "best_pr_reason": "PR #46196 is the broadest representative of the SDPA-dispatch theme because it covers multiple speech model implementations and associated tests/docs, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "CTRL and T5 are separate architectures with different attention code paths; these are similar feature additions, not the same fix/change." + "reason": "Different model families and separate forward paths (CTRL vs T5); same feature theme, but not the same underlying bug/change." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "This is CTRL-only vs wav2vec2_conformer/bert and SeamlessM4T/v2; the implementations and affected code paths are different and would not be merged into one PR." + "reason": "CTRL SDPA dispatch is unrelated to wav2vec2/SeamlessM4T code paths; too broad and model-specific to be merged as one PR." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch and the audio/seq2seq model updates in #46196 are distinct model-specific changes, not one underlying bug or patch." + "reason": "T5 decoder attention dispatch and speech-model SDPA support are distinct implementations with different targets and tests, so not duplicates." } ] }, @@ -21821,7 +21767,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21837,12 +21783,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "26176033073ffced1b5f25762be9e71da8d998b70527da563f12e6d620cf4d89", + "prepared_review_unit_hash": "825db36a4503b0c494f6c589774d27d5e26be9ad017b460f9f3263f805cfa92a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5571, + "serialized_chars": 5572, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21850,7 +21796,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5571, + "serialized_chars": 5572, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21859,18 +21805,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates. PR #46126 is a focused feature/integration change around expert parallelism and Trainer wiring, while PR #46269 is a much broader distributed-branch base touching many unrelated distributed and model files plus CI. The shared filenames indicate subsystem overlap, not the same concrete fix or mergeable patch.", - "confidence": 0.87, + "summary": "These PRs are related to distributed training work, but they are not the same underlying change. PR #46126 is a focused EP + Trainer integration patch, while PR #46269 is a broad distributed branch base that rolls in many distributed-system updates across multiple modules. Shared filenames alone don\u2019t make them duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more coherent, narrowly scoped PR with a clear user-facing purpose and concrete code path changes; #46269 is too broad and looks like an integration/base branch rather than a single fix.", + "canonical_pr_reason": "PR #46269 is the broader umbrella branch and the more likely canonical representative of the distributed refactor work, but it is not a duplicate of #46126.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best representative PR for this cluster because it has a specific, well-defined change set and a clear title describing the feature being integrated.", + "best_pr_reason": "PR #46126 is the more concrete, narrowly-scoped change with a clear feature objective, making it the better representative for the specific EP/Trainer integration task.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They overlap in distributed code, but the diffs are not the same underlying change: #46126 adds EP/Trainer integration, while #46269 is a broad distributed branch base with many extra files and CI changes. They would not plausibly be merged into one PR." + "reason": "Different scope and likely different code paths: #46126 targets EP + Trainer integration, while #46269 is a large distributed base rollout touching many unrelated distributed modules. Not plausibly mergeable as one PR." } ] }, @@ -21884,7 +21830,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21900,12 +21846,12 @@ "soft_pairs": [ "pull_request:46138|pull_request:46432" ], - "prepared_review_unit_hash": "3da5e3ebfb97fcbf4839d8a7f1a4e62834ea63156ef215012c63c11127b7bad9", + "prepared_review_unit_hash": "98683e20db1152f93af6ea44127884aec4cb231d12b47e856e60728baad2b1c1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3863, + "serialized_chars": 3864, "estimated_input_tokens": 966, "estimated_eval_tokens": 2188 }, @@ -21913,7 +21859,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3863, + "serialized_chars": 3864, "estimated_input_tokens": 966, "estimated_eval_tokens": 2188 }, @@ -21922,18 +21868,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated workflow PRs: one changes how self-comment CI passes message input, the other hardens SSH runner setup by pinning a downloaded script and unsetting HF_TOKEN. They do not fix the same underlying problem.", + "summary": "These are both workflow-only chore PRs, but they fix different CI concerns in different files: one changes how self-comment CI passes PR text to a script, the other hardens the SSH runner by pinning a downloaded helper and unsetting HF_TOKEN. They should not be deduplicated.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46432 is the stronger representative because it makes the more substantive workflow hardening change, including supply-chain pinning and secret cleanup in ssh-runner.", + "canonical_pr_reason": "No canonical PR: the changes target different workflows and different code paths, so they are not the same underlying fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46432 is the best overall PR in the cluster as a representative change: it is more concrete and security-relevant than the small CLI invocation adjustment in 46138.", + "best_pr_reason": "If forced to pick one representative, PR #46432 is the more substantial standalone CI hardening change, but it is still not a duplicate of #46138.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflows and different concerns: stdin handling for self-comment CI versus pinning a remote script and clearing HF_TOKEN in ssh-runner. They are not the same underlying bug/change and would not be merged into one PR." + "reason": "Different workflow jobs and different behaviors: stdin argument passing for self-comment CI vs pinned download plus env cleanup in ssh-runner. They do not fix the same concrete problem and would not plausibly merge into one PR." } ] }, @@ -21947,7 +21893,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21963,7 +21909,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "efc6146224f0a56f2e416449991d5e1f0574958a8b81dd251570a041d1b47a08", + "prepared_review_unit_hash": "5b7f839e8ca5f211302e63314ac59ead0f3f01ff7ff90cb6ae5fadf19bf63300", "component_budget": { "node_count": 2, "item_count": 2, @@ -21985,18 +21931,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs with a superficial similarity around avoiding file-open/source-reading patterns, but they target different code paths and different bugs: one in import/resource traversal, the other in attention-implementation capability detection.", - "confidence": 0.93, + "summary": "These PRs are related only at a very high level: both replace direct file-open source inspection with safer source-loading logic, but they touch different modules, different helper paths, and different concrete behavior. They do not look like the same underlying fix and should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better representative of this cluster because it is a focused, self-contained fix in a single utility path with accompanying tests, and its title/body clearly describe the concrete behavior change.", + "canonical_pr_reason": "PR 46207 is the more concrete and self-contained source of truth: it targets a specific source-reading heuristic in `modeling_utils.py` and includes tests, whereas PR 46152 is a separate refactor in `import_utils.py` with a different code path.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest standalone candidate overall: it addresses a specific source-reading heuristic in modeling_utils.py and appears easier to review/merge than the more infrastructure-oriented resource-resolution change in 46152.", + "best_pr_reason": "PR 46207 is the best representative of the cluster because it has the clearest bug-to-fix mapping and the strongest local validation. PR 46152 addresses a different helper and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "They both touch source-reading/open() patterns, but the underlying problems differ: 46152 is about resolving package resources without reading self source via file paths, while 46207 changes how model classes detect support for dynamic attention implementation. These are not the same bug or mergeable into one PR." + "reason": "Both avoid `open()` for source introspection, but they fix different code paths in different files (`import_utils.py` vs `modeling_utils.py`) and are not plausibly one merged PR." } ] }, @@ -22010,7 +21956,97 @@ { "label": "pull_request", "component_index": 33, - "component_count": 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-46173-5", + "nodes": [ + "pull_request:46173", + "pull_request:46343", + "pull_request:46436", + "pull_request:46474", + "pull_request:46475" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46474", + "pull_request:46474|pull_request:46475", + "pull_request:46173|pull_request:46474", + "pull_request:46343|pull_request:46475" + ], + "prepared_review_unit_hash": "5c8e63d871faf8acc8d37da5bd9649188ec5d71b3804f3e98ab606d69302d397", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 11240, + "estimated_input_tokens": 2810, + "estimated_eval_tokens": 5876 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 11240, + "estimated_input_tokens": 2810, + "estimated_eval_tokens": 5876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster splits into two unrelated duplicate groups: a cache_utils type-hint fix and a Falcon-Mamba kernel-warning wording fix. Within each group, the later PR with tests is the better representative.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the whole cluster: PRs 46173/46474 concern StaticLayer.get_seq_length typing, while PRs 46343/46475 concern Falcon-Mamba warning text. Each topic has its own clearer, later representative PR.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR cluster-wide because the items are two separate fixes. If forced to pick representatives, 46474 is the stronger cache_utils PR and 46475 is the stronger Falcon-Mamba PR because both include the implementation and accompanying tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different bugs and code paths: generation cache length handling vs StaticLayer.get_seq_length typing. Shared cache-related wording is too broad to treat as the same change." + }, + { + "left": "pull_request:46474", + "right": "pull_request:46475", + "accept": false, + "reason": "Unrelated PRs in different subsystems and with different issue targets; one is a cache type-hint fix, the other is a Falcon-Mamba warning message change." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying StaticLayer.get_seq_length type-hint fix on the same file and issue target; 46474 is the later, more complete version with tests." + }, + { + "left": "pull_request:46343", + "right": "pull_request:46475", + "accept": true, + "reason": "Same underlying Falcon-Mamba kernel-fallback warning clarification on the same code path and issue target; 46475 is the later, more complete version with tests." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are clearly the same bugfix within the same file/issue target, and the rejected pairs involve different subsystems or different bug fixes. No overstatement of evidence 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", @@ -22029,7 +22065,7 @@ "pull_request:46337|pull_request:46362", "pull_request:46362|pull_request:46368" ], - "prepared_review_unit_hash": "d6c4c5df68c32bf631d55c5a20f09278b880179e2fed0c4c4b0517c369b21413", + "prepared_review_unit_hash": "8326d96755be529549993b7e9a625c02a09c78631281879c4c92930e7abbf76e", "component_budget": { "node_count": 3, "item_count": 3, @@ -22051,30 +22087,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not true duplicates. PRs 46362 and 46368 both skip a quantized-cache generation test, but they target different model families and likely different model-specific cache implementations. PR 46337 is a separate test-environment fix for Cohere2Moe device mapping/offload behavior.", - "confidence": 0.92, + "summary": "These are three unrelated test-only PRs. One fixes Cohere2Moe device-mapping test setup, while the other two independently skip quant-cache tests for different model families. They share a broad theme of model test maintenance, but not the same concrete bug or change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46362 is the clearest representative of the quantized-cache test-skip pattern: it adds a focused skip for DeepSeek V4 due to an explicit cache incompatibility. The others are either for a different model family or a different failure mode entirely.", + "canonical_pr_reason": "PR 46337 is the strongest anchor because it makes an actual test-enabling change to the Cohere2Moe tester configuration, whereas the others only add model-specific skips.", "best_issue_reason": null, - "best_pr_reason": "PR 46362 is the best single representative because it is a minimal, explicit fix for a concrete quantized-cache incompatibility in one model test. PR 46368 is similar in shape but model-specific, and PR 46337 addresses a different device-map/offload test setup issue.", + "best_pr_reason": "PR 46337 is the most substantive and self-contained fix in the set; it addresses a specific failure mode rather than suppressing a test.", "soft_edge_verdicts": [ { "left": "pull_request:46337", "right": "pull_request:46368", "accept": false, - "reason": "Different concrete problems: 46337 tweaks Cohere2Moe test configuration to satisfy device-map/offload behavior, while 46368 simply skips a quantized-cache test for NemotronH. Same broad testing area, but not the same underlying bug or mergeable change." + "reason": "Different models and different failure modes: Cohere2Moe device-map/offload setup vs NemotronH quantized-cache incompatibility. Same broad testing area, but not the same bug or mergeable fix." }, { "left": "pull_request:46337", "right": "pull_request:46362", "accept": false, - "reason": "Not the same bug. 46337 is about Cohere2Moe failing hf_device_map/offload tests; 46362 skips a DeepSeek V4 quantized-cache test because its compressor/cache design is incompatible. Different models and different failure mechanisms." + "reason": "Different code paths and fixes: one adjusts Cohere2Moe test configuration for accelerate/device mapping, the other skips Deepseek V4 quant-cache generation tests." }, { "left": "pull_request:46362", "right": "pull_request:46368", "accept": false, - "reason": "Both skip quant_cache tests, but for different model families with distinct cache implementations (DeepSeek V4 vs NemotronH). They are similar test workarounds, not the same concrete code-path problem, so they should not be merged as duplicates." + "reason": "Both skip quant-cache tests, but for different architectures and model-specific cache implementations. Too generic to treat as the same underlying change." } ] }, @@ -22087,8 +22123,8 @@ }, { "label": "pull_request", - "component_index": 34, - "component_count": 35, + "component_index": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22104,7 +22140,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "2be7108f54a818583de6cb58a02df6fdff2c275dc1f1307d11e76c15f622a02e", + "prepared_review_unit_hash": "f9bb1d9c0cc420c951abb8e926c2a255651c8548a538a59f674f127ccceb250b", "component_budget": { "node_count": 2, "item_count": 2, @@ -22126,18 +22162,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair is not a duplicate cluster: PR #46376 adds multimodal support to continuous batching infrastructure, while PR #46417 adds the HunYuan VL model with docs, processors, modeling, and tests. They touch different code paths and represent separate changes.", - "confidence": 0.98, + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model, docs, and tests. They do not look like duplicates or mergeable into one change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46417 is the better representative if one must be chosen: it is a self-contained, non-draft model addition with accompanying docs and tests, whereas 46376 is a draft for a different continuous-batching feature.", "best_issue_reason": null, - "best_pr_reason": "If one PR must represent the cluster, #46376 is the more central infrastructure change; #46417 is a separate model addition and does not overlap on the underlying bug/change.", + "best_pr_reason": "PR 46417 is the strongest standalone change in the cluster: it implements a complete model integration with docs and tests; 46376 is broader, draft, and targets a different subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different scopes and code paths: continuous-batching multimodal support vs adding a new HunYuan VL model. They are not plausibly the same fix or mergeable into one PR." + "reason": "Different artifacts and code paths: continuous batching multimodal support vs. HunYuan VL model integration. No shared bug or change to merge together." } ] }, @@ -22150,8 +22186,8 @@ }, { "label": "pull_request", - "component_index": 35, - "component_count": 35, + "component_index": 36, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 8b322e8cb81541f74b69b0dea75b878d2cebe339..451edd26765b8c570315a06348cd2418e2ed3b64 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260607t120016z", + "analysis_id": "hybrid-model-20260607t180020z", "archived_artifacts": { - "hybrid": "snapshots/20260607T120016Z/analysis-runs/hybrid-model-20260607t120016z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260607T120016Z/analysis-runs/hybrid-model-20260607t120016z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-07T12:08:27Z", + "published_at": "2026-06-07T18:05:44Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260607T120016Z", + "snapshot_id": "20260607T180020Z", "variant": "hybrid" } diff --git a/snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/analysis-report-hybrid.json b/snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..ccb8790eeafe6fc481a6cc06a3bfaceaa28d3e6c --- /dev/null +++ b/snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/analysis-report-hybrid.json @@ -0,0 +1,2630 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260607T180020Z", + "generated_at": "2026-06-07T18:05:42Z", + "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-45363-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46339, + "issue_numbers": [], + "pr_numbers": [ + 45363, + 45666, + 46339 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45363, + "right_pr_number": 45666, + "code_similarity": 0.392, + "size_similarity": 0.298, + "file_overlap": 0.571, + "area_overlap": 0.329, + "patch_similarity": 0.306, + "shared_filenames": [ + "fused_qwen_example.py", + "src/transformers/integrations/__init__.py", + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py" + ], + "shared_file_areas": [ + { + "filename": "fused_qwen_example.py", + "left_ranges": [ + [ + 1, + 30 + ] + ], + "right_ranges": [ + [ + 1, + 49 + ] + ] + }, + { + "filename": "src/transformers/integrations/__init__.py", + "left_ranges": [ + [ + 67, + 81 + ], + [ + 226, + 240 + ] + ], + "right_ranges": [ + [ + 67, + 73 + ], + [ + 222, + 228 + ] + ] + }, + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 17 + ], + [ + 22, + 35 + ], + [ + 505, + 716 + ] + ], + "right_ranges": [ + [ + 11, + 53 + ], + [ + 286, + 295 + ], + [ + 521, + 1077 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 3738, + 3747 + ] + ], + "right_ranges": [ + [ + 1330, + 1338 + ], + [ + 3763, + 3789 + ], + [ + 4223, + 4234 + ], + [ + 4628, + 4641 + ] + ] + } + ] + }, + { + "left_pr_number": 45363, + "right_pr_number": 46339, + "code_similarity": 0.506, + "size_similarity": 0.925, + "file_overlap": 0.286, + "area_overlap": 0.545, + "patch_similarity": 0.297, + "shared_filenames": [ + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 17 + ], + [ + 22, + 35 + ], + [ + 505, + 716 + ] + ], + "right_ranges": [ + [ + 14, + 52 + ], + [ + 285, + 294 + ], + [ + 521, + 685 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 3738, + 3747 + ] + ], + "right_ranges": [ + [ + 1346, + 1354 + ], + [ + 3785, + 3811 + ], + [ + 4245, + 4256 + ], + [ + 4650, + 4663 + ] + ] + } + ] + }, + { + "left_pr_number": 45666, + "right_pr_number": 46339, + "code_similarity": 0.399, + "size_similarity": 0.322, + "file_overlap": 0.667, + "area_overlap": 0.247, + "patch_similarity": 0.318, + "shared_filenames": [ + "src/transformers/core_model_loading.py", + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py", + "tests/kernels/test_kernels.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/core_model_loading.py", + "left_ranges": [ + [ + 19, + 25 + ], + [ + 80, + 86 + ] + ], + "right_ranges": [ + [ + 19, + 25 + ], + [ + 80, + 86 + ] + ] + }, + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 53 + ], + [ + 286, + 295 + ], + [ + 521, + 1077 + ] + ], + "right_ranges": [ + [ + 14, + 52 + ], + [ + 285, + 294 + ], + [ + 521, + 685 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 1330, + 1338 + ], + [ + 3763, + 3789 + ], + [ + 4223, + 4234 + ], + [ + 4628, + 4641 + ] + ], + "right_ranges": [ + [ + 1346, + 1354 + ], + [ + 3785, + 3811 + ], + [ + 4245, + 4256 + ], + [ + 4650, + 4663 + ] + ] + }, + { + "filename": "tests/kernels/test_kernels.py", + "left_ranges": [ + [ + 19, + 54 + ], + [ + 228, + 281 + ], + [ + 294, + 317 + ], + [ + 605, + 995 + ] + ], + "right_ranges": [ + [ + 21, + 28 + ], + [ + 33, + 39 + ], + [ + 90, + 103 + ], + [ + 217, + 323 + ], + [ + 336, + 359 + ] + ] + } + ] + } + ] + }, + { + "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": 0.638, + "size_similarity": 0.424, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.353, + "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-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46234-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46234.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46234, + "canonical_pr_number": 46343, + "issue_numbers": [ + 46234 + ], + "pr_numbers": [ + 46343, + 46475 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46343, + "right_pr_number": 46475, + "code_similarity": 0.619, + "size_similarity": 0.568, + "file_overlap": 0.667, + "area_overlap": 0.727, + "patch_similarity": 0.337, + "shared_filenames": [ + "src/transformers/models/falcon_mamba/modeling_falcon_mamba.py", + "src/transformers/models/falcon_mamba/modular_falcon_mamba.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/falcon_mamba/modeling_falcon_mamba.py", + "left_ranges": [ + [ + 182, + 190 + ], + [ + 193, + 202 + ] + ], + "right_ranges": [ + [ + 181, + 199 + ] + ] + }, + { + "filename": "src/transformers/models/falcon_mamba/modular_falcon_mamba.py", + "left_ranges": [ + [ + 135, + 143 + ], + [ + 146, + 155 + ] + ], + "right_ranges": [ + [ + 134, + 152 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46463-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46463.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46463, + "canonical_pr_number": 46465, + "issue_numbers": [ + 46463 + ], + "pr_numbers": [ + 46465, + 46470 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46465, + "right_pr_number": 46470, + "code_similarity": 0.63, + "size_similarity": 0.737, + "file_overlap": 0.333, + "area_overlap": 1.0, + "patch_similarity": 0.214, + "shared_filenames": [ + "src/transformers/models/mt5/modeling_mt5.py", + "src/transformers/models/t5/modeling_t5.py", + "src/transformers/models/umt5/modeling_umt5.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/mt5/modeling_mt5.py", + "left_ranges": [ + [ + 654, + 660 + ], + [ + 664, + 670 + ] + ], + "right_ranges": [ + [ + 654, + 660 + ], + [ + 664, + 670 + ] + ] + }, + { + "filename": "src/transformers/models/t5/modeling_t5.py", + "left_ranges": [ + [ + 643, + 649 + ], + [ + 653, + 659 + ] + ], + "right_ranges": [ + [ + 643, + 649 + ], + [ + 653, + 659 + ] + ] + }, + { + "filename": "src/transformers/models/umt5/modeling_umt5.py", + "left_ranges": [ + [ + 612, + 618 + ], + [ + 622, + 628 + ] + ], + "right_ranges": [ + [ + 612, + 618 + ], + [ + 622, + 628 + ] + ] + } + ] + } + ] + }, + { + "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": [], + "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-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45363-3", + "canonical_pr_number": 46339, + "duplicate_pr_numbers": [ + 45363, + 45666 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45363-3 are treated as duplicates because they share 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-46234-3", + "canonical_pr_number": 46343, + "duplicate_pr_numbers": [ + 46475 + ], + "target_issue_number": 46234, + "reason": "PRs in cluster-46234-3 are treated as duplicates because they converge on issue #46234 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46463-3", + "canonical_pr_number": 46465, + "duplicate_pr_numbers": [ + 46470 + ], + "target_issue_number": 46463, + "reason": "PRs in cluster-46463-3 are treated as duplicates because they converge on issue #46463 with closing_reference, shared_issue_target 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/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..ad34cf9ca9fa724fefa17b8d7573e9871ff30b03 --- /dev/null +++ b/snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,22254 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260607T180020Z", + "generated_at": "2026-06-07T18:05:42Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "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:43296", + "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" + ], + "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:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "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:44918|issue:45161", + "issue:44292|issue:44918", + "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:45237|issue:46015", + "issue:43039|issue:44805", + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720" + ], + "prepared_review_unit_hash": "9c4e115b0e734759578c76ad8548784ff55018e36cac48bd9bf3be5118fe8a69", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 65, + "serialized_chars": 47165, + "estimated_input_tokens": 11792, + "estimated_eval_tokens": 23840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loose semantic matches. The clear duplicates are the DeepSpeed ZeRO-3 index-out-of-bounds reports and the Qwen3_5Moe rotary-embedding materialization/offload reports; the rest differ by model, backend, or feature area.", + "confidence": 0.7, + "canonical_issue_reason": "issue:41762 is the broadest concrete repro of the DeepSpeed ZeRO-3 index-0-out-of-bounds bug, and it cleanly captures the shared failure mode across the BertModel variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Best issue to keep as the anchor for the strongest duplicate subgroup: it has a specific repro, a clear failure signature, and the most general model-level framing among the ZeRO-3 index-error reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failures: missing config attr vs streaming chat/completions bug." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different backend issues; AMD GPU failure vs MPS histogram kernel limitation." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Both are model-specific runtime failures, but the symptoms and code paths are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different problems: autocast dtype mismatch vs AMD GPU support failure." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different model/application area; no shared bug signature." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different failure modes in different models; only broad MoE/GPU similarity." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collectives mismatch vs ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different export/runtime issues for different models." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export bug vs auto device-map CUDA assert are different paths." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different feature areas: table QA crash vs outdated RAG examples." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they cover different doc topics and removals." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export issue vs GenerationMixin import error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different problems: SFT embedding unpacking vs training-resume with trust-remote-code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Generic shape-mask error vs Gemma4 PLE device mismatch; not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different failure signatures and code paths." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 index error vs training-resume issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are runtime errors, but the concrete bug and model context differ." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/index shape mismatch vs video feature/token mismatch are different." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths: tensor mask error vs TP-only MoE issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different model/training context; not the same underlying bug." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template failure vs training-resume issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different model/loading failures; only generic training/setup similarity." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug vs ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed symptoms: collective mismatch vs index-out-of-bounds on load." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-0-out-of-bounds failure with only the model/repro varying." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy issue vs GPT-OSS TP-only issue are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: detokenization regression vs LoRA merge/save/load mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime failures with no shared concrete bug." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP/checkpointing recompute mismatch vs mask-shape mismatch are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the errors are distinct and not the same bug." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding bug around offload/materialization; one is the broader symptom, the other the specific memory issue." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 index error vs GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute bug vs custom trainer signature mismatch." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model/load failures; no shared concrete code path." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and failure modes; not the same bug." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal model issues, but the specific bugs differ (reverse embedding lookup vs video token/template mismatch)." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different hardware/backend problems; no same underlying change." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "v4.53/vLLM config attr regression vs Mistral regex patch crash are different issues." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device-map mismatch vs Gemma4 reverse embedding lookup are separate bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility vs Qwen NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different DeepSpeed/FSDP vs auto device-map CUDA assert bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs removals, but they address different removed items and pages." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch vs MPS histogram kernel limitation are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT trainer embedding issue vs MPS backend kernel limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross-entropy call vs Phi-tiny-MoE autocast mismatch are different failures." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different problems: collective mismatch vs trainer compute_loss signature change." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP issue vs GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime failure vs outdated RAG examples are not the same bug." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different model/runtime paths; no concrete duplicate match." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption vs text encoder weights not loading are different issues." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different torch/transformers compatibility regressions with different triggers." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different runtime compatibility failures; not the same underlying bug." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure; different model repro only." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure; same underlying code path." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "vLLM Gemma3 config attr regression vs Qwen3 device-mapping CUDA assert are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet overall. The canonical/anchor choice is supported by the titles and the accepted soft pairs stay within two defensible clusters: DeepSpeed ZeRO-3 index-out-of-bounds and Qwen3_5Moe rotary-embedding/offload. The rejected pairs are conservative 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": 2, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "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:44291", + "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:44589|issue:46304", + "issue:45823|issue:46294", + "issue:45237|issue:45901", + "issue:43901|issue:44512", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "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:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "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", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:45020|issue:45800" + ], + "prepared_review_unit_hash": "bdac03df1027d7083405d55fb0fe716ca5d59f8fd2b8227776beb56c7aaa4a4a", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40096, + "estimated_input_tokens": 10024, + "estimated_eval_tokens": 20304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous regression reports, not one cohesive duplicate set. The only strong duplicate-like pair is the AutoTokenizer wrong-token-IDs regression across models.", + "confidence": 0.69, + "canonical_issue_reason": "Issue #45920 is the broadest and most complete report of the tokenizer ID regression, covering multiple affected model families and the same v5-era failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "#45920 is the best umbrella issue: it is open, explicit about the shared tokenizer regression, and aggregates the widest model impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: float8 storage lookup vs distributed support breakage. Same release family, but not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different models and code paths: Gemma4 device placement vs Qwen3.5 video chat-template token/feature mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU execution issue vs table-question-answering crash; no concrete shared bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern unrelated documentation updates and not one underlying code change." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device mismatch are distinct model-specific problems." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy behavior and Qwen3-vl StopIteration are unrelated code paths." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug and outdated RAG examples are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same underlying AutoTokenizer v5 regression producing wrong token IDs across multiple model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading issue is unrelated to RAG documentation examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Broad remote_code compatibility breakage and USE_DISTRIBUTED=0 support are different regressions." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "A corrupted Ovis2 checkpoint is not the same as NemotronH implementation loading failures." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to documentation examples." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes init argument incompatibility is unrelated to distributed build support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config attribute for vLLM/Gemma3 and the other is a Qwen3-MoE behavior issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but the reported shapes/contexts differ enough that a shared root cause is not established." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model loading and table QA task crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "A unit-test model loading failure is not the same as a corrupted checkpoint report." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and PretrainedConfig/pydantic regression are separate compatibility problems." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BERT loading error and torch 2.4.1/v5.8.0 incompatibility are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems: detokenization vs table QA runtime crash." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model loading and pydantic config breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure; different code paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model execution error and table QA crash are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weight bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure and MPS histogram/int error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype/tracing-related, but they affect different models and different execution mechanisms; not one concrete bug." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are training-time tensor/mask issues, but the error shapes and implicated paths differ; too little evidence for one root cause." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch/transformers version incompatibility are separate compatibility issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet and stays conservative on the soft-edge pairs. The choice of #45920 as the umbrella/canonical issue is supported by the broader, open report, and the only accepted duplicate pair (#45812/#45920) is plausibly the same AutoTokenizer v5 token-ID regression. No overstatement stands out." + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44403", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "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:45542|issue:45800", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:38175|issue:43054" + ], + "prepared_review_unit_hash": "535b3f02d8e1476c6d996fbf5958398a63e018205eed12d94986283cc6f78487", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37535, + "estimated_input_tokens": 9384, + "estimated_eval_tokens": 19024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, but a few pairs are strong duplicates: the v5 non-persistent-buffer corruption reports, a Qwen3.5 video-token mismatch regression, and a trust_remote_code/custom-module resolution collision. Most other pairs only share broad subsystem or model-family similarity and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43950 is the clearest root-cause report for the non-persistent-buffer regression, and it lines up directly with the shorter duplicate descriptions in 43644 and 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best canonical anchor because it is concrete, regression-focused, and names the exact failure mode and mechanism; it best represents the duplicate buffer-corruption subgroup in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different models and different multimodal failures; both are video/image input issues, but not the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated runtime errors: torch dynamo grouped_mm tracing versus missing Float8 storage object." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen3.5 video-input regression, with 46294 appearing to be a specific symptom of the broader token/feature mismatch in 44479." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the failing code paths are different: mask-length mismatch versus ZeRO-3 zero-sized parameter access." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reported problems differ: degraded text embeddings versus nonsensical AutoModel/pipeline output." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: multimodal config unwrapping versus uninitialized rotary embedding memory after meta materialization." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "No shared code-path bug; one is a missing TensorFlow backend check, the other is a torch/transformers version incompatibility." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Both mention training/loading, but they are distinct failures on different models and different paths." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and different multimodal/training failure modes." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "No meaningful overlap beyond being model-specific inference complaints." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same trust_remote_code/custom-module resolution problem: cache/path collision causing the wrong custom module to be loaded." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated issues: Jupyter/custom model initialization versus flash-attn2 fallback gating." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but they affect different model classes and appear to be separate bugs rather than one mergeable fix." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe versus fallback logic blocked when fa2 is absent." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to tied-weight issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is a different code path than tied-weight handling." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint-loading failure for NemotronH is not the same bug as tied weights in translation models." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation/error-message bugs, but they target different validation logic and are not clearly the same underlying defect." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Completely unrelated: DSA indexer discussion versus outdated docs about a removed command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures with no shared concrete code-path bug." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation/text issues, but about different docs and different fixes." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different runtime symptoms; no evidence of the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model execution failure versus invalid-method call in a different model implementation." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers v5 corrupts/overwrites non-persistent buffers during load/materialization." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 is the shared subject, but one is a documentation example/model-processor mismatch and the other is a model-quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Direct duplicate descriptions of the same non-persistent-buffer junk regression in Transformers v5." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failure modes: custom trainer signature mismatch versus DeepSpeed ZeRO-3 empty-tensor indexing." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and different numeric-instability/training failures; not the same concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/storage-related TypeErrors, but they involve different missing incompatibilities and different code paths." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffers/initialization, but the concrete bug is different: buffer corruption on load versus uninitialized rotary embedding memory." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Too broad and not the same bug; one is SigLIP2 embedding quality, the other is tokenization changing across versions." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Unrelated issues: checkpoint corruption versus loading noise/doc-style behavior." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but the symptoms are different enough that they do not clearly look like one underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted duplicate pairs are plausible from the titles alone: the non-persistent-buffer regression set (43644/43950/44534), the Qwen3.5 video-input mismatch set (44479/46294), and the trust_remote_code/custom-module loading collision set (45632/45698). The non-duplicate rejections are also appropriately cautious. I did not see a clear overstatement that would require rejection." + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:36331", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315" + ], + "soft_pairs": [ + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45715|issue:46315", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:36331|issue:41093" + ], + "prepared_review_unit_hash": "48b2be9ed773463c93ab5bdf3dfa7139b77a3d58c01f2187153f2a6a8bf9a887", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36831, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformer bugs and docs regressions. I only accepted a few clear duplicate pairs; most soft links are same-subsystem but not the same concrete defect.", + "confidence": 0.89, + "canonical_issue_reason": "No single cluster-wide canonical issue: the items split into separate subgroups. If forced to anchor one bug, issue:44291 is the clearest runtime regression report, and issue:44509 is the clearest docs regression report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the strongest standalone issue here: it states the root cause clearly, is reproducible, and cleanly covers the same unexpected `_is_hf_initialized` regression seen in issue:43872.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different failures: tokenizer loading error messaging vs missing `all_tied_weights_keys` on Molmo." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-MoE related, but one is a flash-attn packed-sequence crash and the other is a CPU-offload rotary embedding bug." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Distinct model/code paths: Gemma4 FSDP2 shared-kv rebuilding vs Qwen3_5Moe rotary-memory initialization." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different problems: LoRA gradient-checkpointing ineffectiveness vs int4 quantization memory growth/OOM." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both describe the same SigLIP2 implementation discrepancy; one reports worse embeddings, the other names the HF-vs-JAX mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated loading issues for different models; one is a bad error message, the other is a model load failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading-noise complaint vs a specific ScandiBERT load failure." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different areas: tokenizer detokenization regression vs Python 3.13 flash_attn import-key handling." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same broad loading area, but not the same bug; one is log noise, the other is a specific model load failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both involve MoE training, but checkpointing behavior and memory usage are separate defects." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code, but one is missing fields from AutoConfig and the other is a broader loading regression." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model-specific failures: DeepSpeed ZeRO-3 load crash vs FineGrainedFP8Config failure." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and symptoms; Qwen3VL weight-only loading is not the same as GLM5 loading." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different device/runtime issues: MPS histogram support vs Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Completely different bugs: missing Qwen2.5-VL import vs `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading failures for different code paths; no shared concrete defect." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn2 fallback being blocked by other checks." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code loading regression and Gemma4 PLE device-mapping mismatch are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` tokenizer mapping bug and remote_code regression are different issues." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3 fine-tuning warning and hf4.x\u2192hf5.x LoRA incompatibility are not the same underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device-map mismatch are separate runtime errors." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash vs flash-attn2 fallback gating are different code paths." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit opposite conversion APIs and are not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both involve model loading/remote code, but the concrete failures are different." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied-weight handling in Mistral3 and non-persistent buffer corruption are different regressions." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both complain that v5 docs still reference removed pipeline-based summarization/translation tasks." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same root bug: both report the unexpected `_is_hf_initialized` argument during model initialization/loading." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3MoE FP8 failure and bitsandbytes `_is_hf_initialized` incompatibility are separate regressions." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper run failure and `_torch_extract_fbank_features()` issue are related at most by subsystem, not the same concrete bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different training/runtime errors: unexpected `num_items_in_batch` kwarg vs mask/tensor shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet and stays conservative on the soft-edge calls. The accepted pairs are plausibly the same concrete defect or docs regression, while the rejected pairs are mostly clearly distinct by title and failure mode. The cluster summary also accurately reflects that this is a mixed bag with only a few true duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 5, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402" + ], + "soft_pairs": [ + "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:44863|issue:46402", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:44560|issue:45685", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994" + ], + "prepared_review_unit_hash": "51234b80f8339ba1dc47ba9b04e9538542602add32579869b6ce12d39fbec1f9", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37155, + "estimated_input_tokens": 9289, + "estimated_eval_tokens": 18834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues with superficial title overlap. The only clear duplicate-style pair is 43645/43646 about the Transformers 5.0 custom-model initialization regression. The SigLIP2 pair 38175/43994 is only a plausible same-model relation from the titles, not a confirmed duplicate on the packet alone.", + "confidence": 0.79, + "canonical_issue_reason": "43645 is the broader, more self-contained report of the Transformers 5.0 custom-model initialization regression; 43646 is the narrower follow-up on the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "43645 is the strongest canonical issue candidate because it cleanly describes the bug and already subsumes the narrower duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is about weight conversion and the other about gradient averaging; different bugs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "LoRA gradient-checkpointing behavior and a missing gradient-checkpointing flag are only loosely related." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different failures: bad Voxtral tokenizer messaging vs tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen/ZeRO-3 weight-loading issues, but the titles point to different model generations and different failure descriptions." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading problems, but the packet does not show the same model or the same root cause." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Qwen3.5 NaNs from SDPA/position_ids and a flash-attention AttributeError are distinct code-path failures." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Both are mask-shape IndexErrors, but there is no evidence they are the same model or same code path." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "A broad video-input regression and a specific StopIteration in Qwen3-vl-embedding are not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading, but the symptoms and affected models are different." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and different loading symptoms; not enough to treat as one bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated training/runtime error versus image-processor segmentation-map failure." + }, + { + "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 a Phi-tiny-MoE dtype mismatch are unrelated changes." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: rope-index scaling for Qwen2.5-VL versus uninitialized-memory after meta-to_empty materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states and Gemma4 PLE device mismatch are separate issues." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window behavior do not match." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched leakage and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are different code paths." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing import of Qwen2_5_VLForConditionalGeneration is not the same as meta-device loading regressions." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video-input regression and MPS histogram support are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "gpt-oss support and missing Float8 storage are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "GenerationMixin import failure and meta-device loading breakage are different issues." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0 custom-model initialization regression; 43646 is the narrower duplicate report." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different failures: torch.compile/SDPA on Bamba versus flash-attention illegal-memory-access on Qwen3.5." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5/video/embedding themes, but the concrete failures are different." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to gpt-oss GGUF support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES/add-new-model-like bug is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the packet only shows related symptoms (zero probabilities vs nonsensical results), not enough to confirm the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The review is mostly cautious, but it overstates evidence in a couple of places. In particular, treating issue:38175 / issue:43994 as a true duplicate-style pair is not well grounded from the packet alone: the titles indicate the same model family, but one is about zero probabilities and the other about nonsensical results, so this is at best a plausible relation, not a confirmed duplicate. The summary also says it found \"two true duplicate-style pairs,\" which is stronger than the available evidence supports. The 43645 / 43646 acceptance is plausible, but the overall conclusion should stay more conservative unless the issue bodies clearly establish duplication." + }, + "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": 6, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "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:44960|issue:44977", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:42491|issue:45276", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43708|issue:44075", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:45488|issue:45812", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43257|issue:43854", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44164|issue:44291", + "issue:45276|issue:45335" + ], + "prepared_review_unit_hash": "f735b4ee5c5b949640285e1f11dc1a2aa7ff5073e2af850a2570f8c841da778d", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36225, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only two soft edges look like true duplicates: the Transformers v5 non-persistent buffer regression and the resize_token_embeddings/output_embeddings regression. No PRs were present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the clearest representative of the non-persistent-buffer regression and is an almost exact duplicate of issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best overall issue candidate: it states the bug directly, is broadly phrased, and has an exact duplicate match.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: `_is_hf_initialized`/init regression vs long-ocr mask index error." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated code paths: ZeRO-3/BertModel index error vs tokenizer mapping lookup failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: ZeRO-3 BertModel indexing vs `add-new-model-like` tokenizer mapping logic." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-related, but they concern different models and different validation issues." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping bug vs mask/tensor shape mismatch; no shared concrete root cause." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/offload, but one is dequantized-model offload failure and the other is Strix Halo mmap OOM." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities at inference and the other is a docs example/model-processor mismatch with quantization errors." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical reports of the same Transformers v5 regression filling non-persistent buffers with junk." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading in accelerate." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but one is auto device-map CUDA assert and the other is FineGrainedFP8Config failure." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated models and symptoms: GLM5 vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different subsystems: Qwen3Moe FP8 config vs mmap OOM on Strix Halo." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading failures, but they are different models and no shared code-path bug is evident." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Load-time ZeRO-3 language_model issue vs save_pretrained visual-encoder key regression." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different areas: Qwen3 MoE LoRA loadability vs Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call vs Nemotron example breakage; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both concern specific model/tokenizer loading, but they are different models and likely different regressions." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint resume math vs SGD optimizer args not being used." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is a Jupyter custom-model initialization issue." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but the concrete bugs differ: docs/example errors vs nonsensical inference output." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and model families." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: Qwen3 MoE training memory use vs quantization offload behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but they are distinct bugs with different triggers and code paths." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failures: Qwen3 MOE weight conversion vs GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor `_tokenizer` missing are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 issue vs quantized-model save/load regression; no shared underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/Qwen3 MoE compatibility is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different bugs: Qwen3 MoE LoRA reuse vs Qwen3-VL loading shape mismatch." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights `_is_hf_initialized` are related to loading, but not the same concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression: output embeddings are not updated across related Gemma4/T5Gemma model variants." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge decisions are conservative overall. The two accepted pairs are well-supported by the issue titles/body themes, and the other pairs are rejected with reasonable distinctions. The only slightly strong phrasing is calling the 43644/44534 pair an \"exact duplicate\" in the best_issue_reason; \"near-exact\" would be safer, but it does not materially undermine the evaluation." + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315", + "issue:46468" + ], + "soft_pairs": [ + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:36010|issue:39404", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:45685|issue:46468", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:44164|issue:44756", + "issue:43854|issue:45216", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:45812|issue:46315", + "issue:43828|issue:43957" + ], + "prepared_review_unit_hash": "3d411bfed465e8ca7c03b910aa571bd27c0693859a8d65235e3906ddbd772ef7", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37467, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 + }, + "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-like subgroup is the resize_token_embeddings / output-embedding propagation issue spanning Gemma4, generic output_embeddings, and t5gemma decoder.embed_tokens.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45292 is the most model-agnostic representative of the resize_token_embeddings propagation bug and sits at the center of the duplicate-like subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 best captures the shared underlying embedding-resize defect without being tied to one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Qwen3.5 Flash Attention position_ids parsing vs sink-less flash_attention.py AttributeError." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Related to lm_head tying, but these are different model classes and symptoms; not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated issues: device-map CUDA assert on Qwen3 vs batched AudioFlamingo3 inference leakage." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both mention loading/runtime issues, but torch 2.10 incompatibility and meta-device model loading are distinct problems." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc example errors and GLM5 are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model-loading failures for different models." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA is unrelated to the apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization-related, but offloading behavior and increased reserved-memory/OOM are not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError vs composite Qwen config unwrapping are different code paths." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument mismatch and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model-specific training/offload bugs." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different memory issues: int4 quantization OOM vs mmap causing OOM on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Loading error due to _is_hf_initialized arg and MXFP4 fallback to bf16 are different quantization/loading bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression and mmap disablement for OOM are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP2 KeyError are different issues." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and checkpointing in eval mode are distinct bugs." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram implementation issue for MoE is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug: resized embeddings are not propagated to output embeddings / related tied weights." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and official Nemotron example breakage are not the same concrete failure." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and mmap OOM are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7 loading test failure and Qwen3.5 save_pretrained regression are different issues." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict granite_speech config loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Checkpointing in eval mode and Qwen3.5 RLHF gradient explosion are different bugs." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is a permissions propagation issue in save_pretrained; the other is wrong custom-module loading after save_pretrained." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less AttributeError and Gemma4 FSDP2 KeyError are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and Trainer max_steps resume miscalculation are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model init breakage and extra_state save/load failure are different problems." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings propagation defect, now observed on t5gemma decoder.embed_tokens." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer ID regression and convert_tokens_to_ids slowdown are different regressions." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device model loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate-like subgroup is the resize_token_embeddings/output_embeddings cluster centered on issue:45292, and the other soft-edge rejections are generally cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 8, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46326" + ], + "soft_pairs": [ + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43906|issue:46326", + "issue:46050|issue:46326", + "issue:43425|issue:44918", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:43299|issue:43931", + "issue:44671|issue:44991", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44737|issue:45859", + "issue:44488|issue:44987", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:43582|issue:43632" + ], + "prepared_review_unit_hash": "e19ee05a3bcef4c609d105c04a88556d70a96a5d0512302213d7efd3da323f55", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38204, + "estimated_input_tokens": 9551, + "estimated_eval_tokens": 19358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers regression reports, many around v5/model-loading/tokenizer behavior but not true duplicates. No PRs are present; among the issues, the broadest and clearest representative is the base_model_prefix loading regression.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43611 is the most general, user-facing loading regression in the set and best matches the cluster\u2019s broad v5 breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the strongest cluster representative: concrete, widely applicable, and closer to the shared model-loading regression pattern than the more model-specific tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but they involve different models and different failure modes; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "One is a general torch version incompatibility report, the other a Phi MoE autocast dtype mismatch; distinct problems." + }, + { + "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": "Torch 2.9 flex_attention compilation failure is not the same as Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language regression and a general tokenization change report are different behaviors and code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Model loading via base_model_prefix and custom model initialization in Jupyter are separate regressions." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Version incompatibility versus a Gemma4 forward device mismatch; not one underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "These are both compatibility-style reports, but the affected paths and symptoms are different." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache/Qwen3.5 crash is unrelated to the template-node compilation error." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures for torch_compilable_check and Perceiver non-default resolution failure are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "A video-input regression across Qwen VL variants does not match the generic mask/index shape mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage and non-template-node compilation are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Reproduction of issue 38071 and mistral_common continue_final_message behavior are different tokenizer concerns." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and a mistral_common message-format bug are not the same issue." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 SFT input-unpacking failure are distinct problems." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they document different deprecated/changed pipeline behaviors." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 incorrect outputs and ModelOutput key assignment are separate functional bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special-token conflict and gguf_file loading failures affect different code paths." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL loading, but one is MoE/dev-version breakage and the other is a weight-shape mismatch; not the same root cause." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and EMBEDDIA tokenizer loading failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed zero3/BertModel index error is not the compiled flex_attention torch-version bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and composite Qwen config unwrapping are different serialization/configuration issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Two tokenizer-loading problems, but with different models and different failure mechanisms; do not dedupe." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are not the same underlying problem." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked-LM predictions are unrelated model-specific regressions." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization extra_state handling and Qwen VL video-input regression do not match." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific BERT model and the Mistral regex-patch tokenizer crash are different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "A model-listing/add-new-model-like failure is unrelated to the flex_attention compilation regression." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-placement related, but one is an XLNet CPU-arange inefficiency and the other is CPU-offload incompatibility in Qwen3_5Moe; not the same fix." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two separate model-loading failures with different models and symptoms." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk-fill are distinct v5 regressions." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and the _is_hf_initialized flag breakage are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 9, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:40990|issue:43421", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44451|issue:44987", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:42175|issue:46178", + "issue:40444|issue:46326", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:43452|issue:43482", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44849|issue:45325", + "issue:44987|issue:44991", + "issue:44464|issue:45987", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:43404|issue:44466", + "issue:43883|issue:44991", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43322|issue:43540" + ], + "prepared_review_unit_hash": "9e179f9e4c4a1b373a74600804eb81bb8322c32a9bbafe778a2b6fd8a9fe1a65", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37416, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues that share only superficial wording around v5 regressions, model loading, or tokenizer behavior. None of the soft pairs look like the same underlying bug or mergeable PR change. No PRs are present.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43646 is the broadest representative here: a general Transformers 5.0 custom-model initialization regression, which is more central than the more specialized model- or backend-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to keep as the representative because it captures a generic v5 initialization breakage rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different failures: CLIP structure/API inconsistency vs Sam3 text-encoder weights not loading." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different code paths: image preprocessor dtype mismatch vs template compilation error." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Unrelated bugs: perplexity regression on gpt-oss-20b vs runtime special-token/post-processor updates." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Different components and symptoms: T5 tokenizer load conflict vs Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Different root causes: missing fields from AutoConfig vs PagedAttentionCache invalid group type." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting bug vs multimodal IterableDataset multi-image failure; not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different repositories and different failure modes." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper decode skipping special tokens is separate from empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error vs Mistral tokenizer regex/backend_tokenizer AttributeError." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Package extras missing tensorflow backend is different from a backend-mapping validation error for tensorflow_text." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different surfaces: Qwen2.5-VL multi-image dataset handling vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure and invalid group type in PagedAttentionCache are different bugs." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related release, but distinct bugs: non-persistent buffer serialization vs custom model initialization." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF loading breakage and Qwen2.5-GGUF v5 load failure are different model-loading paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Audio-feature regression on unsupported center arg vs a separate _torch_extract_fbank_features issue." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys attribute vs a specific model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict is unrelated to notebook-defined custom model initialization." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload/load failure is separate from Qwen2.5-GGUF v5 loading failure." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method are different concrete issues." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen bugs: hidden-state output issue vs rope-index scaling for still images." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 load regressions, but they affect different models and different tokenizer/model-loading code paths." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is unrelated to StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT adapter local-checkpoint loading and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask mismatch are different bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization breakage is distinct from non-persistent buffer junk in v5." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Different underlying issues: general custom-model init regression vs buffer initialization/serialization bug." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "lm_head weight tying bug in Mistral3 is not the same as device-dependent serialization inconsistency." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Log noise while loading transformers is not the same as the Mistral tokenizer backend_tokenizer crash." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 failure and non-template-node compilation error do not share a concrete code-path bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and OmDet-Turbo 640px-vs-224px preprocessing mismatch are different problems." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are separate model-loading/media-processing 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": 10, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45987", + "issue:46209", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:43377|issue:43819", + "issue:43089|issue:45987", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44991|issue:46315", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:42915|issue:44291", + "issue:45216|issue:45357", + "issue:44062|issue:44987", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:46209|issue:46326", + "issue:36032|issue:41720", + "issue:43632|issue:44756", + "issue:43404|issue:45127", + "issue:43531|issue:44877", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43632|issue:44534", + "issue:43421|issue:44568", + "issue:44683|issue:45020", + "issue:44079|issue:45663" + ], + "prepared_review_unit_hash": "526b26c6e720f4a4aab92163ed808be302c35743c05749de52211932322a84cc", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36153, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers bugs/regressions, with only one likely duplicate pair around Qwen3.5 save_pretrained checkpoint corruption. No PRs are present.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella report in the set, covering recent-version breakage on remote_code models and serving as the best high-level anchor for this mixed regression cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most representative global issue here: it has the broadest scope, clear regression framing, and fits the overall cluster theme better than the many model-specific one-offs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failure modes: batched-vs-single MIMI output mismatch vs DAC forward/from_latents mismatch." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is unrelated to a StaticCache return-type contract bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Both involve loading/tokenizer behavior, but they target different models and different crash points." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different loading failures: physical-intelligence/fast vs Mistral regex patch crash." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure is not the same as a convert_tokens_to_ids performance regression." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check is unrelated to the OmDet processor image-size mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug and compiled flex_attention failure are separate code paths." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized loading failure are different issues." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained regression; 45357 is a narrower report of incorrect serialized visual encoder keys from the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict is unrelated to a model-loading failure for physical-intelligence/fast." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM-125M KeyError are unrelated loading bugs." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different FP8-related failures with different symptoms and code paths." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related model family, but one is a broad video-input regression across several Qwen VL variants while the other is a specific still-image temporal position_ids scaling bug." + }, + { + "left": "issue:46209", + "right": "issue:46326", + "accept": false, + "reason": "FP8 inference on B200 and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict vs Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 initialization-flag breakage and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is not the same as LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope-index scaling bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are different model-specific bugs." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are separate Transformers v5 regressions." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and noisy transformer loading are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage type are different failures." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary load noise is unrelated to tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image iterable finetuning are different training scenarios and bugs." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: one is _is_hf_initialized handling, the other is non-persistent buffer initialization." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processing and a specific add_special_tokens=True BOS/EOS regression are related only loosely, not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch >=2.9 is not the same as broad remote_code loading breakage." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue 45020 is a reasonable umbrella anchor given its broad remote_code regression framing, and the note that there are no PRs is consistent with the items shown. The soft-edge verdicts are mostly conservative and the one accepted pair (45216/45357) is plausibly the same Qwen3.5 save_pretrained bug family. No clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 11, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45812", + "issue:45834", + "issue:45923", + "issue:46402" + ], + "soft_pairs": [ + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43317|issue:43856", + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:44079|issue:44534", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:43377|issue:45491", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:45325|issue:45381", + "issue:43749|issue:44079", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:43632|issue:45072", + "issue:42915|issue:43482", + "issue:43701|issue:45325" + ], + "prepared_review_unit_hash": "1ac6c6af845b96a00a91ece34571672f10f7a39f268dc731cff80b0b12764b92", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36863, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated transformer regressions. The only soft edge that looks like the same underlying bug is the Qwen2.5-VL position-id regression pair (45325/45381); the rest are too symptom- or model-specific to merge safely.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45325 is the clearest root-cause report: it pinpoints the Qwen2.5-VL `get_rope_index` position-id scaling bug, which can reasonably subsume the closely related video-input report.", + "canonical_pr_reason": null, + "best_issue_reason": "45325 is the best representative issue because it names the concrete failing code path and is the most general description of the accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Different bugs: eval-mode gradient checkpointing use versus a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated TypeErrors in different loading paths (`init_empty_weights` vs float8 storage lookup)." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training failures: FlashAttention-3 instability versus zero loss for `num_labels=1` classification." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one ignores `tokenizer.json` while the other yields wrong Granite token IDs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different failures: GGUF loading under v5 versus an absurd `model_max_length` on CLIPTokenizer." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "No shared code path; GGUF loading and `Llama4Config.pad_token_id` are separate issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different multimodal problems: progressive generation with `past_key_values` versus multi-image iterable finetuning." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Offload/device-map loading failure and Qwen3 MoE training memory use are not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error messaging is unrelated to the Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TF/backend packaging, but they fail at different points and are not the same fix." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and symptoms: Video-LLaVA weight/temporal-attention issues versus Sam3Model text-encoder loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture issues are unrelated to Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are distinct v5 regressions." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert is unrelated to Mistral tokenizer regex patching." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the `_is_hf_initialized` init_empty_weights issue." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding, but one is missing padding-mask support in MIMI and the other is NaNs from Gemma3 sliding-window all-padding cases." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal issues, but one is multi-image finetuning and the other is video position-id handling." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Export with `torch_compilable_check` and bf16 dtype mismatches are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "One is a v5 non-persistent buffer regression; the other is `ModelOutput` key assignment behavior." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both point at the same Qwen2.5-VL vision/temporal position-id computation in 5.3.0; a single fix to `get_rope_index`/position-id handling could plausibly cover both still-image and video inputs." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are broad v5 regressions, but one is `base_model_prefix` loading and the other custom model initialization; not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend installation issue versus a PaddleOCR-VL loading regression." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device model loading are separate issues." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures with different code paths and reproduction conditions." + }, + { + "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:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention `lm_head`, but one is missing weight tying and the other is inconsistent serialization depending on device." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` breakage is unrelated to bf16 dtype mismatches." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model/load failures: Qwen3MoE FP8 config versus Qwen2.5-GGUF loading under v5." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The result is grounded in the packet and the only accepted soft edge (45325/45381) is plausibly the same Qwen2.5-VL position-id bug. The remaining pair judgments are conservative and do not overclaim sameness from the available titles alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 12, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46291", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:43873|issue:45701", + "issue:43296|issue:45800", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:43881|issue:44488", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43257|issue:45923", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43322|issue:46050", + "issue:43572|issue:45759", + "issue:43454|issue:43720", + "issue:45325|issue:46315", + "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:44991|issue:46291" + ], + "prepared_review_unit_hash": "413c4918b048acf428dccef48ade10eec2c347dbceb87b5371269ce9ea5362b2", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36338, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same concrete bug/change; the list is a mix of unrelated model-loading, tokenizer, offload, and multimodal regression reports. If a single representative issue is needed, the broad offloading/quantization report is the best anchor.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43873 is the broadest and most central offloading/quantization bug report in the set, so it is the best umbrella issue if one representative must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the clearest generic scope around offloading plus quantization, making it the most suitable cluster representative among these unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different failure modes: init_empty_weights/_is_hf_initialized vs strict config loading for granite_speech." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal regressions, but one is a video-input regression and the other is a device-mismatch forward failure." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Bark CPU offload device mismatch is unrelated to torch.export.export failing on torch_compilable_check." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization bug vs tokenizer behavior change; not the same code-path problem." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different incompatibilities: PaddleOCR-VL loading in vLLM vs torch/transformers version mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to PEFT adapter checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on a language model is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Voice preset handling in Bark is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Specific BOS/EOS insertion bug for one tokenizer is not the same as broad wrong-token-IDs regression across multiple models." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation cache/input-embed issue vs auto device-mapping cudaErrorAssert are different problems." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to export failures involving torch_compilable_check." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Model loading failure for glm-4v-9b vs tokenizer loading failure for cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention loading/latents, but one is CPU offload device mismatch and the other is DAC from_latents vs forward mismatch." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 documentation errors are unrelated to Qwen2.5-VL finetuning with multi-image iterable datasets." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but one is auto device-map crash on A800 and the other is a forward-time device mismatch in Gemma4 PLE." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head tying/garbage generation is unrelated to torch.compile SDPA failure." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Streaming mask off-by-one is unrelated to tokenizer performance regression." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask batch inconsistency in MIMI is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying bug in AyaVision is unrelated to dtype mismatch in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Similar offload/quantization theme, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading regression; not enough evidence of one concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model is unrelated to gradient checkpointing not being effective with LoRA." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI encoder batching bug is unrelated to Perceiver image classification at non-default resolution." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault on load is unrelated to sinq quantized model save/load breakage." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Qwen2.5-VL rope-index regression is unrelated to slow convert_tokens_to_ids behavior." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "cudaErrorAssert under auto device mapping is not the same as a Llava Next loading segfault." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is unrelated to non-persistent buffer initialization junk in v5." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression for EMBEDDIA/est-roberta is unrelated to kernels v0.15 requiring version/revision on import." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 13, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:42617|issue:42915", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:36331|issue:42617", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:42175|issue:46291", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:36010|issue:42617", + "issue:43425|issue:46291", + "issue:41720|issue:45161", + "issue:43525|issue:46291", + "issue:44671|issue:44743" + ], + "prepared_review_unit_hash": "6ea41a1f64abaf757a91a9b736e5c31da52186c8811aa7cb5cdeeeb7af02f907", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36821, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft links are mostly keyword-similar but not true duplicates: they span different models, code paths, and failure modes (trainer, serving, quantization, tokenization, processors, loading). I would reject every soft edge.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the cluster: the linked issues describe distinct bugs rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most discussion-heavy and has inbound references, so it is the closest thing to a hub, but it is still too broad to serve as a true duplicate representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different failures in different contexts: 3d_parallel.py execution vs FineGrainedFP8Config loading." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3/Qwen3.5, but one is device-map CUDA assert and the other is flash-attention generation behavior." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: device-dependent lm_head serialization vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated components: BeitImageProcessorFast label reduction vs Molmo tied-weights attribute error." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different models and subsystems: glm-4v loading vs tokenizer loading for est-roberta." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Different root causes: int4 quantization memory growth vs apex RMSNorm memory leak." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on one model/dataset is not the same bug as a tokenization behavior change." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature breakage is unrelated to running 3d_parallel.py." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 pixel decoder dummy conv2d is a different issue from Sam3 text encoder weights not loading." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash and bfloat16 dtype mismatch are different code paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer API breakage is unrelated to Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to tokenization changes." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is not the same as tokenizer loading failure." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior and mmap OOM on Strix Halo are different problems." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and Trainer resume max_steps calculation are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 are a different defect from Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow backend in torch extras is unrelated to kernels v0.15 version/revision requirements." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different models and symptoms: auto device-map CUDA assert vs 3d_parallel.py execution failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serve, but the crashes come from different causes: string `.to` misuse vs missing `_tokenizer`." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different device/runtime issues: torch.compile SDPA failure vs CPU-offload device mismatch." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are processor/image-size issues, but they affect different models and preprocessing behavior." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash in LayoutLMv2 and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 loading and dequantized device_map offload failures are different bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permission propagation are unrelated save/load issues." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to kernels version/revision handling." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device-mapping CUDA assert is not the same as tensor-parallel support failure in GPT-OSS MoE." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels dependency versioning." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT MLM prediction regression and Qwen3.5 recurrent-state reset are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 14, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44492", + "issue:44509", + "issue:44530", + "issue:44625", + "issue:44913", + "issue:45059", + "issue:45081", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:44186|issue:44361", + "issue:43421|issue:45812", + "issue:42915|issue:43322", + "issue:43540|issue:43782", + "issue:43526|issue:43881", + "issue:36331|issue:41720", + "issue:43316|issue:44913", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:43388|issue:45059", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:45406|issue:45464", + "issue:44530|issue:46291", + "issue:41720|issue:43746", + "issue:44387|issue:45701", + "issue:45357|issue:46402", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:44492|issue:44509", + "issue:34567|issue:35707", + "issue:44625|issue:45479" + ], + "prepared_review_unit_hash": "dd94a886ad4eea7cc87d3708e98357cdd3a279bc0e3f92765785adac94389c04", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36311, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change. The items span distinct models, tokenizers, processors, configs, and runtime paths, so they should remain separate issues.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43873 is the most central/high-activity report in this set (highest discussion plus multiple inbound references) and is the broadest bug description among the issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it has the strongest signal of impact and follow-on references, even though this set does not form a true duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer families and failure modes: Mistral regex patching vs Granite token IDs regression." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Unrelated model/config bugs: Qwen3-MoE sliding window behavior vs StableLm pad_token_idx after upgrade." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both tokenizer-related, but they concern different classes and errors: LayoutLMv2 NER/padding crash vs MLuke AttributeError." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime post-processor update bug is distinct from Granite AutoTokenizer generating wrong token IDs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different domains: Qwen3Moe FP8 config failure vs Llava Next segmentation fault on load." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen multimodal paths and symptoms: video input ValueError vs weight_only load error." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Beit image-processor label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API signature mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config issues, but different fields/models: Gemma3TextConfig API discrepancy vs GPTNeoX rotary_pct reload regression." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency vs T5Tokenizer method-name conflict are different bugs with different root causes." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metrics batch-label dropping and SAM3 text/bbox behavior are different code paths and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure for Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offloading, but they are separate bugs: CPU-offload device mismatch vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing bug is unrelated to BarkProcessor voice_preset handling." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is a different bug from T5's apex FusedRMSNorm memory leak." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different API surfaces and failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to kernels package version/revision import failure." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cuda error is unrelated to GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA memory growth under int4 quantization is unrelated to a broad tokenization-version change report." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are multimodal save/load issues, but one is wrong visual encoder keys on save and the other is missing text encoder weights on load." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model subsystems and unrelated failure modes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoModelForCausalLM from_config text_config unwrapping for Qwen multimodal configs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to multimodal token counting video-branch undefined names." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to Qwen3 device-mapping cuda assertions." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs/code is not the same as stale docs listing removed pipeline tasks." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter update bug is unrelated to progressive generation with embeddings and cache reuse." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is a config wiring bug, while the other is a classification loss degeneracy across models." + } + ] + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43596", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:44514|issue:44545", + "issue:43531|issue:44589", + "issue:44898|issue:45072", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:44987|issue:45042", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43782|issue:45381", + "issue:43746|issue:46050", + "issue:43421|issue:43653", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:46032|issue:46463", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43421|issue:44186", + "issue:45663|issue:45923", + "issue:43531|issue:43645", + "issue:43994|issue:44671", + "issue:45081|issue:45356", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:43596|issue:44220" + ], + "prepared_review_unit_hash": "d0a423acdfe6f5fd1717a0e707e3d7cc9e2dd59c3d949df2f7e4544f67971ce3", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37114, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with two clear duplicate pairs standing out: 44514/44545 and 42886/44843. The Mistral-regex pair 45081/45356 should be rejected as related tokenizer regressions, not proven the same bug.", + "confidence": 0.69, + "canonical_issue_reason": "If one issue must anchor the cluster, 44545 is the best local canonical because it is an exact duplicate of 44514 and has slightly more inbound context; the set is otherwise mixed, so this is only a local choice.", + "canonical_pr_reason": null, + "best_issue_reason": "44545 is the strongest representative issue in the cluster because it sits in the clearest exact-duplicate pair (44514/44545) and is well-supported by the packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and the packet does not show the same underlying bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-identical title and symptom; these appear to be the same batched apply_chat_template crash." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding-window behavior vs a Float8 storage TypeError." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: Perceiver resize/interpolation vs dtype mismatch in inference." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Multimodal config unwrapping and CPU-offload incompatibility are different code-path problems." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "A post_init restriction on patchtsmixer is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "An AddedToken keyword collision is unrelated to a model-specific tokenizer load failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling is unrelated to Qwen multimodal config unwrapping." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer-related, but runtime special-token post-processing is not the same bug as save/load loss of custom token IDs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A training warning about tie_word_embeddings does not match a visual-encoder save_pretrained regression." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model-loading regression and a PIL image processor dependency issue are different problems." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatches, but the concrete failures are different models and different symptoms." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRl embedding unpacking failure is unrelated to trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen-VL bugs: weight_only load failure vs wrong vision_position_ids in video input." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading and sinq quantized save/load corruption are different issues." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizer state, but the concrete bugs differ: runtime post-processor updates vs BigBird mask-token registration." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline tokenizer-loading regression; 44843 identifies the concrete _patch_mistral_regex model_info() call that breaks HF_HUB_OFFLINE." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 RMSNorm memory leak is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 use_cache correctness and a T5 decoder-input error message are not the same issue." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "A normalization memory leak is unrelated to Qwen3_5Moe CPU-offload behavior." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Auto device mapping cuda asserts and a T5 RMSNorm leak have no common underlying change." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer failures: special-token post-processing vs LayoutLMv2 NER padding/truncation crashes." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to a missing capability flag on Nemotron-3-Nano-Omni." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to Jupyter custom-model initialization in Transformers 5.0.0." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions with different symptoms: SigLIP2 pipeline nonsense vs CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "They share the Mistral-regex area, but the packet does not prove the same underlying bug rather than two related tokenizer regressions." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local PEFT checkpoint loading and quantization/offloading behavior are distinct issues." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch plus quantization failure is not the same as general offloading with quantization." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "A ZeRO-3/BertModel indexing error is unrelated to _torch_extract_fbank_features()." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the conservative false/true calls are grounded, but one accepted edge looks overstated: issue:45081 vs issue:45356 share the general _patch_mistral_regex area, yet the packet does not show they are the same underlying bug rather than two related tokenizer regressions. Also, the canonical-issue rationale for 44545 leans on \u2018clearer report,\u2019 which is not directly supported by the packet. The cluster otherwise looks mixed, so I\u2019d reject on precision grounds." + }, + "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": 16, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45685", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46294" + ], + "soft_pairs": [ + "issue:45356|issue:45907", + "issue:42915|issue:43746", + "issue:43540|issue:46294", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43618|issue:43697", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:43540|issue:44008", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:45183|issue:45479", + "issue:43322|issue:45685", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43335|issue:43756", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:43643|issue:44877", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:44448|issue:44671", + "issue:43950|issue:45987", + "issue:44821|issue:45084" + ], + "prepared_review_unit_hash": "e64bb15f430dbbbca7ef062e60531698feea6a1db2b8359a50bbdc4d6b87d614", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35898, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like the same underlying bug or change; most are only loosely similar by subsystem or symptom. I\u2019d keep one broad, well-scoped regression issue as the cluster anchor, but there isn\u2019t a true duplicate group here.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44843 is the cleanest representative bug report: it names a concrete code path (_patch_mistral_regex), has a specific failure mode, and is broadly actionable compared with the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest single issue to retain as a representative because it is a clear regression with a well-defined trigger and fix surface; the other issues are narrower or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs Hugging Face Hub list_repo_files forwarding; unrelated code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "FP8 loading failure in Qwen3MoE vs GraniteSpeech PEFT local checkpoint loading; different models and failures." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input bugs, but one is Qwen3OmniMoe processing and the other is Qwen3.5 chat-template token/feature mismatch." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and a GenerationMixin import error are completely unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading vs DAC latent/STE mismatch; no shared underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration issue vs BitNet accelerate-loading issue; different subsystems." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction bug vs tokenizer-mapping add-new-model-like failure; not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both mention inference/runtime issues, but one is SDPA/torch.compile on Bamba and the other is bfloat16 dtype mismatches in different models." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer API regression vs Kosmos2.5 OCR index error; different underlying causes." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions assignment regression vs RTDetrV2 output differences; not the same code path." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-arg construction bug vs tokenizer load failure for a specific model; different failures." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "SDPA compile bug vs DAC from_latents/forward mismatch; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError vs Gemma 3n variable-name collision; different root causes." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer NER/padding crash vs Perceiver non-default-resolution failure; different components." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR logic bug vs single-label loss degeneracy; both broad but distinct problems." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault vs MPS histogram unsupported for Int; no shared bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window issue in Qwen3-MoE vs AutoConfig trust_remote_code field loss; unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function family, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer config bug in SwitchTransformers vs Smollm3 RoPE-layer count mismatch; different model logic." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering last-batch label truncation vs Mamba2Mixer cache correctness; different layers and symptoms." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch vs Gemma 3n audio mask attribute collision; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "AutoConfig missing fields under trust_remote_code vs strict config blocking granite_speech loading; related theme, but not same bug." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing vs CustomTrainer compute_loss signature mismatch; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert vs tokenizer loading failure for EMBEDDIA/est-roberta; different models and failures." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and likely different code paths; too broad to merge." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained buffer corruption vs StaticCache return-type contract violation; unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading failure vs template compilation TypeError; completely different areas." + } + ] + }, + "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": 17, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:42175", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43994", + "issue:44186", + "issue:44291", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45584", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46294", + "issue:46326", + "issue:46463" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:39692|issue:45834", + "issue:43540|issue:45381", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:28218|issue:29159", + "issue:44485|issue:44509", + "issue:43577|issue:43582", + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:43720|issue:45072", + "issue:44610|issue:45072", + "issue:44671|issue:45701", + "issue:43825|issue:43827", + "issue:43782|issue:45325", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:45372|issue:46326", + "issue:43582|issue:44857" + ], + "prepared_review_unit_hash": "9d506f9b9611996a35d59bb2c0332273e92772cf532b713bed0fe99d74bad671", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36616, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set across unrelated tokenizer, loading, vision/video, dtype, and docs regressions. The tokenizer pair (issue:28218, issue:29159) is only a soft similarity match, not a strong duplicate signal, so it should not be treated as a confirmed same-bug pair.", + "confidence": 0.31, + "canonical_issue_reason": "issue:28218 is the most concrete and symptom-specific tokenizer report; issue:29159 is broader and only loosely overlaps on tokenizer inconsistency.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best representative issue because it names the exact added-token spacing symptom directly and is more specific than the broader slow-vs-fast inconsistency report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different model families and failures: dtype loading mismatch vs missing temporal attention/weight sharing in Video-LLaVA." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime post-processor syncing and the other is Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated problems: SigLIP2 docs example errors vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input issues, but they affect different Qwen models and different failure paths." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer bugs: LayoutLMv2 NER/padding crash vs AutoTokenizer loading failure for a specific tokenizer class." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL load-time weight_only error is not the same bug as Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related, but one is non-persistent buffers being filled incorrectly and the other is FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Device mismatch under CPU offload is unrelated to dtype mismatch issues in bfloat16 inference." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video regression and Kosmos2.5 OCR index error are different model families and different failures." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs problem about pipeline support; the other is a model/pipeline output correctness bug." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different models and validations: Qwen3.5 video chat-template mismatch vs T5 decoder-input error message." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape IndexError is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenization-related, but the packet only shows soft similarity and deterministic_accept=false; the overlap is not strong enough to call this the same bug." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems and symptoms: Blip2 dtype initialization vs Apple Silicon warmup TypeError." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but 45020 is a broader umbrella and not clearly the same concrete regression." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return type bug and return_tensors being ignored are unrelated API issues." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure for BitNet is unrelated to general dtype mismatch issues." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch is a different model bug than bfloat16 dtype mismatches." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is not the same as a broad tokenization-change report." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both are about removed pipeline tasks in v5, but one is an error message and the other is stale docs, not one concrete bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL loading error is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading, but FSDP CPU RAM loading and init_empty_weights argument handling are distinct code-path failures." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different model components and causes: Mistral regex patch crashes vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging and Mistral tokenizer patching are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common-based processors, but one is an import dependency break and the other is continue_final_message behavior." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP image-loss crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates the tokenizer pair. The packet only shows soft similarity between issue:28218 and issue:29159, and the pair is explicitly marked deterministic_accept=false. Calling it the only plausible duplicate pair / same tokenizer bug is too strong. The rest of the rejections look conservative, but the one accepted soft-edge verdict is not supported strongly enough by the packet." + }, + "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": 18, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43645", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:46209", + "issue:46285", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43906|issue:46209", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:34634|issue:36331", + "issue:43526|issue:43697", + "issue:43653|issue:44912", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43742|issue:45020", + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43650|issue:43906", + "issue:43746|issue:44811", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:44387|issue:44617", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:43720|issue:44610", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:36010|issue:36331", + "issue:46421|issue:46424", + "issue:43531|issue:45042", + "issue:39692|issue:44912", + "issue:45459|issue:45803", + "issue:43262|issue:44811" + ], + "prepared_review_unit_hash": "6901391969a54bcc8855f9fe4bb95bca5b429c6ad772fe16e031d5ec9fad5e75", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36825, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs are mostly false positives spanning unrelated regressions in loading, audio, vision, training, cache, and quantization. I would not merge any of the suggested pairs. If one issue has to anchor triage, the broad remote_code regression issue is the closest umbrella, but it does not truly duplicate the rest.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set: it describes a general regression where recent Transformers versions break remote_code models, which is the most plausible triage sink among otherwise unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative high-level regression issue in this cluster; it is broad enough to serve as an anchor for triage, even though it is not a true duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Both touch FP8/model loading, but one is an isolated reproduction and the other is a B200 inference failure; different bugs and code paths." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC latent/forward mismatch are unrelated defects." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to the CLIP text-model structure inconsistency." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark voice_preset and CustomTrainer compute_loss signature breakage are completely different areas." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction and RTDetrV2 output divergence are different model/processor bugs." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they involve different Qwen models and likely different root causes." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error and CLIPTokenizer max_length constant are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error is a specific loading failure, while remote_code breakage is a broad version regression; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction and MPS attention correctness are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token helper usage and stale auto_mappings config references are distinct issues." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL backend processors requiring torchvision." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling for tokenizer/model loading is different from the est-roberta tokenizer regression." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO3 index error during training and evaluate-after-train failure are different trainer issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The placeholder issue title has no concrete technical overlap with the FP8 reproduction issue." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are different defects." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM-related symptoms, but one is an int4 memory regression and the other is a Sam3Video-specific exhaustion issue." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import breakage and Jupyter custom-model initialization failure are different release regressions." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and multimodal token counting video-branch bugs are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading and OmDet-Turbo processor size mismatch are separate problems." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 flash-attention generation bug do not share a concrete code path." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo processor resolution mismatch are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import regression and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both concern cache behavior, but one is about lazy initialization causing recompilation and the other about max_cache_length semantics; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and torchvision dependency regression are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation/example errors and MXFP4 quantization loading are different classes of problems." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer protobuf error handling and Fuyu bare-except swallowing errors are separate exception-handling bugs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default and Whisper batch_decode skip_special_tokens are different processor behaviors." + } + ] + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:42490|issue:43257", + "issue:43257|issue:43696", + "issue:43329|issue:44479", + "issue:43454|issue:43577", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:29159|issue:34567", + "issue:44568|issue:45356", + "issue:43606|issue:45859", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44987|issue:45538", + "issue:44849|issue:45701", + "issue:43697|issue:45357", + "issue:43927|issue:44912", + "issue:42915|issue:45538", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:44568|issue:45488", + "issue:42175|issue:43824", + "issue:41720|issue:43540", + "issue:44062|issue:44991", + "issue:43317|issue:45538", + "issue:44479|issue:45381", + "issue:28282|issue:34689" + ], + "prepared_review_unit_hash": "020b54f38b82471e73a85432321c971106df420d75c2e9d8aefd671803c1befd", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35929, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports; only one soft pair looks like the same video-input regression in the Qwen VL family. Everything else is too model-/path-specific to be treated as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44479 is the best umbrella issue: it describes the broader v5.3.0 video-input regression across multiple Qwen VL/MoE variants, and issue:45381 appears to be a narrower instance of that same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most representative issue because it captures the shared regression across several affected models rather than one model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Different areas: local-path import warning vs Qwen3 MOE weight conversion." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE loading/conversion bug vs GPT-oss OOM; different failure mode." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but one is undefined helpers in token counting and the other is a broader video-input regression." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying vs BLIP2 dtype casting; unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is not the same as AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video-branch helpers vs batched video processor shape bug; different bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counting metric issue vs high perplexity on a model; no shared root cause." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs TrainerState token counter not updating." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but for different models and different tokenizer behaviors." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but different models and likely different failing code paths." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading vs mmap OOM on Strix Halo; different problems." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE weight conversion vs Qwen3-VL shape mismatch; same family only at a high level." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3 MOE FP8 config failure vs MobileLLM key error; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling vs image processor torchvision requirement; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3 MOE FP8 loading vs AutoImageProcessor URL loading; no shared bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading regression for one repo vs CLIPTokenizer max-length bug; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs a broad tokenization-version complaint; not the same concrete defect." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences vs Qwen3.5 save_pretrained key regression; different subsystems." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token ID persistence vs GPT-oss MXFP4 load fallback; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3 MOE FP8 loading vs CLIPTokenizer model_max_length; not the same issue." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading bug vs Apple Silicon allocator TypeError; different paths." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model vs TrainerState token counter update; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer regressions, but different root causes and model families; not mergeable into one fix." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend dependency issue vs missing Qwen2.5-VL symbol import; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping cuda assert vs video processing ValueError in Qwen3OmniMoe; different failures." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword duplication vs tokenizer loading for a specific model; different bugs." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload failure vs tokenizer max-length constant bug; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "45381 is a specific report of the same Qwen2.5-VL video-input regression described broadly in 44479; same code path and likely same fix." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch missing import error vs Llama 3.2 Vision model-loading breakage; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:44479 is clearly the broader v5.3.0 video-input regression report, and issue:45381 reads like a narrower report of the same Qwen VL video-position-id bug. The other soft-edge rejections are conservative based on the issue titles, with no obvious overclaiming." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 20, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45823", + "issue:45907", + "issue:45987", + "issue:46399", + "issue:46463", + "issue:46468" + ], + "soft_pairs": [ + "issue:45137|issue:45405", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:42915|issue:43749", + "issue:38175|issue:44898", + "issue:44737|issue:46463", + "issue:42175|issue:44488", + "issue:43577|issue:45072", + "issue:43493|issue:43994", + "issue:43906|issue:46468", + "issue:43257|issue:43756", + "issue:44291|issue:44821", + "issue:43526|issue:45479", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43582|issue:43782", + "issue:27957|issue:28282", + "issue:43404|issue:45987", + "issue:44737|issue:45588", + "issue:44792|issue:44964", + "issue:43756|issue:46399", + "issue:43906|issue:45381", + "issue:43756|issue:45325", + "issue:45823|issue:46463" + ], + "prepared_review_unit_hash": "3d808ca95c713ae293ba90f914da2f74b7cdaa0d60acd8357b9474c5fa2c3704", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36319, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues. The only plausible near-duplicate area is the SigLIP2 pair, but the packet only supports a loose similarity between a technical discrepancy report and a broader bad-output report; it does not prove a shared root cause. No PRs are present.", + "confidence": 0.69, + "canonical_issue_reason": "If this cluster is anchored on the SigLIP2 reports, issue:43493 is the tighter canonical issue because it is the more specific technical report; issue:43994 is broader and reads more like a symptom-focused user report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best standalone issue candidate because it is the most specific and technically focused SigLIP2 report, making it the most useful anchor if these reports are grouped together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Different bug classes: DeepSpeed ZeRO3 deque failure vs a PEFT version constraint issue." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video handling, but they affect different Qwen model families and do not clearly share one code path." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Same broad area, but this is a different Qwen video-input failure on a different model path." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated: model loading failure vs a hub API forwarding regression." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Training with DeepSpeed and tokenizer slow/fast inconsistency are unrelated bugs." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are load-time failures, but the underlying causes and code paths are different." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch backend import vs a LayoutLMv3 box-validation error message; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different subsystems: Qwen3 MoE FP8 config failure vs FSDP CPU RAM-efficient loading regression." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: SigLIP2 zero probabilities vs Perceiver interpolation behavior." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet positional encoding device placement is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend selection issue vs a specific model loading failure; not the same defect." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different models and different loading/inference paths." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Related SigLIP2 reports, but the text only shows a technical discrepancy report and a broad nonsensical-results report; that is not enough to confirm the same underlying bug." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is a reproduction of an older issue, the other is a broken official Nemotron example; different artifacts and likely different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different Qwen3 MoE conversion/loading issue vs a Smollm3 RoPE-layer configuration bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected init argument in model loading vs loading AutoImageProcessor from URL; unrelated failures." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessor label reduction bug vs sequence-classification zero-loss degeneracy; different code paths." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token accounting and compute_loss signature changes are related to training APIs but not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken keyword collision vs Mistral regex patch crashing on tokenizer internals; different issues." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError is unrelated to Qwen3VL weight_only loading failure." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 on XLM-Roberta is unrelated to missing PyTorch import in AutoModel." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 weight tying bug and StaticCache return-type bug are distinct code-path problems." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU allocation issue vs flash_attention auxiliary-state crash; not the same underlying defect." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal-related, but one is a janus test failure and the other is a Phi-4 model loading regression." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel registration crash are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of an older issue vs a Qwen2.5-VL video position-id bug; different problem sources." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and different RoPE/position-id bugs." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch and T5 decoder-input error messaging are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster summary is mostly conservative, but the SigLIP2 canonicalization claims go beyond the packet. In particular, calling issue:43493 the \"underlying implementation discrepancy\" and describing issue:43994 as a \"downstream symptom\" or \"same model correctness problem\" is not directly supported by the provided text alone. The packet only shows two SigLIP2-related titles and a soft-similarity match; that supports a likely duplicate area, but not the stronger root-cause framing. The soft-edge rejects are otherwise cautious enough." + }, + "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": 21, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463" + ], + "soft_pairs": [ + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:45357|issue:45920", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:43697|issue:45216", + "issue:45200|issue:46463", + "issue:24643|issue:29127", + "issue:44625|issue:44877", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44514|issue:45381", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:30064|issue:33666", + "issue:43688|issue:43749", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:44361|issue:44442", + "issue:43295|issue:45356" + ], + "prepared_review_unit_hash": "2ae273d47742d6eeada63284c0e19ea7fd7e8ec75b628116495fa96398210539", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35423, + "estimated_input_tokens": 8856, + "estimated_eval_tokens": 17968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly unrelated issues across different models and code paths. I only see one plausible duplicate pair: the v5 tied-weights regression reports (44466/45005).", + "confidence": 0.74, + "canonical_issue_reason": "issue:44466 is the most concrete tied-weights report: it names the exact lm_head.weight serialization symptom, the v5 regression context, and the device-dependent behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the best representative issue because it is the most specific, actionable description of the tied-weights bug and has the clearest regression framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems and failures: image processor torchvision dependency vs Mistral regex tokenizer crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading errors, but they describe different concrete failures and likely different root causes." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "One is a gguf_file/from_pretrained regression; the other is a specific model-loading failure. No clear same bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained key serialization bug vs broad AutoTokenizer wrong-token-IDs regression; different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version-pin issue and removed-config CI breakage are unrelated maintenance problems." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Rotary_pct reload defaulting and rope-validation TypeError are different config bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug vs Perceiver interpolation failure; different models and mechanisms." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config fields, but one is generic trust_remote_code missing fields and the other is a specific strict-decorated config field drop." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetr output mismatch and Qwen3.5 save_pretrained corruption are distinct regressions." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids handling and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight shape RuntimeError vs LayoutLMv3 error-message clarity; different issues entirely." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are different config-loading bugs." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 model-load index error and trainer.evaluate-after-train failure do not share the same code path." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and quantized save/load breakage are different symptoms." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "One is a batched apply_chat_template crash; the other is wrong vision_position_ids in video input. Different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe v5 tied-weights regressions in translation-style models and plausibly stem from the same save/load serialization path." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file/from_pretrained breakage and unconditional model_info() in offline mode are distinct tokenizer-loading bugs." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU-efficient loading are different training/loading issues." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import detection failure and NoneType GPU broadcast error are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import and MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and failures; no shared underlying bug is evident." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer API regression and Kimi-K2.5 codec handling regression are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft pair, 44466/45005, is plausibly the same tied-weights serialization regression; the rest are reasonably treated as unrelated based on their titles and described failure modes. 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": 22, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46170", + "issue:46178", + "issue:46402" + ], + "soft_pairs": [ + "issue:45372|issue:46170", + "issue:43653|issue:44361", + "issue:44936|issue:45823", + "issue:38175|issue:43295", + "issue:44484|issue:44704", + "issue:43452|issue:43577", + "issue:45542|issue:46178", + "issue:24643|issue:27957", + "issue:29159|issue:33357", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:43646|issue:43749", + "issue:43531|issue:43742", + "issue:44514|issue:45290", + "issue:43688|issue:45440", + "issue:43653|issue:43927", + "issue:43688|issue:45704", + "issue:45491|issue:46002", + "issue:43756|issue:46402", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:43643|issue:44561", + "issue:44464|issue:44977", + "issue:32090|issue:34567", + "issue:41720|issue:44464" + ], + "prepared_review_unit_hash": "ccdfd091da38a4874a1c748820d9c2297e5a1ce13eb1e275288bcd97025054df", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36432, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, trainer, multimodal, MoE, config, and loading regressions. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "If a representative issue is required, #43646 is the broadest v5-regression report in the set; otherwise there is no true canonical duplicate for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43646 is the closest umbrella representative because it describes a broad Transformers 5.0 regression affecting custom model initialization, which is more general than the other very specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different failure domains: Gemma processor loading/import dependency vs Windows ROCm torch.distributed import/type error." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different concrete failures." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure vs Gemma4 device-map forward mismatch; unrelated code paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs processor.tokenizer/image-handling regression." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading breakage is not the same bug as Blip2 dtype remaining float32." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend/TF issues, but they are different backend resolution failures with different triggers." + }, + { + "left": "issue:24643", + "right": "issue:27957", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error is unrelated to XLMRoberta Flash Attention 2." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency and MacOS bus error on CLIP are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Model dtype loading bug vs RTDetrV2 output divergence are distinct issues." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer special-token behaviors on different models; not the same bug." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info call in tokenizer patch is unrelated to est-roberta tokenizer loading failure." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation state, but one is compiled-forward inconsistency and the other is cache reset logic in a different model." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is not the same as a key error when loading MobileLLM-125M." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API surface, but different crashes: batched padding=False vs assistant tool-call messages with no content." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is different from DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug and DiaConfig custom token-ID loss are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to a T5 apex RMSNorm memory leak." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the model, locus, and root cause are different." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 is unrelated to Sam3 text encoder weights not loading." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same bug as custom token IDs being lost on save/load." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization is unrelated to broad tokenization changes." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Compiler/SDPA model failure and tokenizer AttributeError are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen variants is distinct from num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig is different from the removed is_torch_fx_available regression." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as flash-attention generation failure." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error and num_input_tokens_seen not updating are unrelated trainer bugs." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on A800 is a different failure than chunked generation inconsistency under compilation." + } + ] + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365" + ], + "soft_pairs": [ + "issue:44977|issue:46209", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:33666|issue:36010", + "issue:43577|issue:44554", + "issue:44466|issue:46050", + "issue:43742|issue:44821", + "issue:43577|issue:45588", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:44554|issue:46365", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:45823|issue:46050", + "issue:44849|issue:46209", + "issue:33666|issue:36331", + "issue:43994|issue:46192", + "issue:43278|issue:43688", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:44625|issue:46002", + "issue:28218|issue:33357", + "issue:43493|issue:43825", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:43278|issue:43844" + ], + "prepared_review_unit_hash": "8577d56ef3334bb1a421eae8a43c9d3e307adc7a6ca6ef6331357cdbf447c423", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37728, + "estimated_input_tokens": 9432, + "estimated_eval_tokens": 19120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like a true duplicate; most are unrelated bugs across different models, processors, or runtime paths. If a single issue must anchor the cluster, `issue:45812` is the strongest standalone regression, but the set is not one coherent duplicate group.", + "confidence": 0.87, + "canonical_issue_reason": "`issue:45812` is the clearest high-impact core regression here: broad `AutoTokenizer` token-id breakage across Granite models with multiple inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45812` is the best representative issue because it is concrete, user-facing, and broader in impact than the other standalone reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different bugs: Qwen3.5 flash-attention generation vs FP8 inference failure on B200." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: legacy-field model loading vs BitNet packed-weight unpacking during accelerate load." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated failures: BEiT preset loading vs Bamba torch.compile SDPA issue." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both involve training, but the error types and affected models are different." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy config-field load bug is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: multi-GPU training vs import-time `GenerationMixin` regression." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different bugs: BLIP2 dtype casting vs MPS attention correctness when head dims differ." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load related, but one is tied-weight serialization and the other is quantization persistence." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Loading a causal LM vs loading an image processor from URL are separate problems." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype mismatch is unrelated to flash-attention crashing on `s_aux=None`." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading bug and DiaConfig token-id persistence bug are different underlying issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor/tokenizer API regression are distinct." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug is unrelated to `Trainer` import failing with datasets installed." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Generic `from_pretrained`/gguf breakage is not the same as the ScandiBERT load failure." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to config token-id loss after save/load." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different issues: Gemma4 device placement during forward vs sinq quantization persistence." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is separate from FP8 inference on B200." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Distributed training setup issue and custom-trainer signature mismatch are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 correctness regression and `return_tensors` handling bug are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same as auxiliary-loss normalization." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are different failures." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar theme, but different configs and attributes (`pad_token_id` vs `pad_token_idx`) and no shared concrete code path." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "`num_labels` propagation bug is distinct from NaNs in classification heads." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space bug is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline error-message regression are different issues." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and unreleased dependency version bump are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a doc example error set and the other is an implementation discrepancy." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states bug and incorrect visual-encoder key serialization are separate regressions." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and code paths." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for a specific model is not the same as offline-mode breakage in `_patch_mistral_regex`." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Evaluation dtype mismatch is unrelated to ZeRO-3 gradient growth." + } + ] + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:43065", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:45200|issue:45229", + "issue:43540|issue:44977", + "issue:43646|issue:44466", + "issue:44464|issue:46424", + "issue:33357|issue:33666", + "issue:43334|issue:43572", + "issue:43824|issue:44589", + "issue:43257|issue:43299", + "issue:44589|issue:45520", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:43278|issue:43701", + "issue:45229|issue:45823", + "issue:43575|issue:45405", + "issue:43572|issue:44291", + "issue:44792|issue:45405", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:43065|issue:46369", + "issue:29942|issue:30333", + "issue:44423|issue:44734", + "issue:28218|issue:34567", + "issue:43844|issue:44964" + ], + "prepared_review_unit_hash": "3504df3302ee0c284cd2e8d18db9432d0df88cc5328e48eb90f8c62e714bef12", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36341, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are clearly unrelated and should not be merged. The only plausible duplicate pair is the Qwen3 multimodal loading/config bug pair (43334 and 45759), where the second issue describes the underlying config-unwrapping problem more directly.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45759 is the best canonical issue for the one genuine duplicate pair because it states the root cause (`from_config` not unwrapping `text_config`) more directly than the symptom report in issue:43334.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45759 is the strongest representative overall: it is specific about the failing code path and broad enough to cover the related Qwen3-VL loading symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Different bugs: defaulting mm_token_type_ids in text-only fine-tuning vs multi-GPU inference CUDA OOM." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different failure modes and code paths: video input processing ValueError vs flash-attention generation behavior." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Unrelated: custom model initialization breakage vs inconsistent lm_head.weight serialization depending on device." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Different cache issues: compiled forward chunked generation vs max_cache_length only honored for quantized cache." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Different models and subsystems: CLIP bus error on MacOS vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-related, but they affect different models and different missing fields; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Different errors and causes: missing import for a model class vs missing Float8 storage type." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Same family name, but different concrete bugs and loading paths: accelerate+deepspeed weight conversion vs Qwen3VL MoE load breakage." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different runtime/environment issues: Float8 storage lookup vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different token/config problems affecting different classes and symptoms; not the same underlying defect." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different areas entirely: BEiT legacy field loading vs Bark CPU offload device mismatch." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": true, + "reason": "Same underlying Qwen3 multimodal loading bug: 43334 is the symptom, 45759 identifies the config-unwrapping root cause in the same code path." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different issues: dtype drift between train/eval vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4 and devices, but one is CUDA OOM and the other is a device mismatch; not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: tensor-parallel OOM for a model load vs a dependency version bump." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Different compatibility problems: missing pad_token_idx vs unexpected _is_hf_initialized argument." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Different topics: a Janus image-generation test failure vs a PEFT minimum-version bump." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Not the same bug: unexpected position-id keys across many models vs CLIP text model structure change." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different models and defects: BEiT legacy field loading vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Different issues: real CPU-offload device mismatch vs stale GraniteSpeech CI test." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different cache/generation bugs with different triggers and symptoms." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different problems: SigLIP2 output quality issue vs position-id key regressions." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both mention memory/offloading/quantization concerns, but the concrete failures are different and not mergeable as one fix." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: flash_attention sink-less model crash vs sinq save/load corruption." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Different Sam3 topics: dummy Conv2d implementation vs memory overflow in sam3-litetext." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Completely unrelated CI and MLflow reporting failures." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are transformers serve crashes, but they hit different endpoints and have different root causes." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug vs TrainerState token-count update bug; no shared underlying defect." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different training/loader issues: ZeRO-3 gradient growth vs latest-transformers model loading failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted duplicate pair, 43334/45759, is plausibly the same Qwen3 multimodal loading/config bug, and the rejected pairs are explained at a level that matches the visible titles without overclaiming." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 25, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:15354", + "issue:29159", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:45406|issue:46121", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:43582|issue:44977", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:43493|issue:43701", + "issue:44521|issue:45290", + "issue:37428|issue:43957", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:45381|issue:46209", + "issue:43295|issue:43873", + "issue:44554|issue:45356", + "issue:39692|issue:46192", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:43572|issue:43957", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:37428|issue:43824", + "issue:43950|issue:46285" + ], + "prepared_review_unit_hash": "fe0ef5677431d33bbb91e03702472eb6eba3a1631232d5a0a30f78d58e11be20", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36117, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not duplicates of one another; they span unrelated bugs across tokenizers, generation, model loading, video processing, quantization, and backend/import errors. The soft-similarity matches are mostly keyword overlap rather than the same underlying defect.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this set: the issues describe different code paths and failure modes, so selecting one would misrepresent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate is suitable as a cluster representative because the set is heterogeneous and lacks a shared underlying bug/change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning vs CUDA out-of-memory on GPT-oss; unrelated failures." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer behavior mismatch vs Trainer GPU broadcast NoneType error; different subsystems." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor `_tokenizer` attribute crash vs rope-validation list type error; unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compile error vs flash_attn import backend KeyError; different issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug vs PyTorch version check bug in flex_attention; not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs Qwen3.5 flash-attention generation issue; unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export problem vs unexpected zero probabilities in SigLIP2; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing ValueError vs Gemma4 multimodal token-type defaulting; different code paths." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Missing mm_token_type_ids default vs PLE device mismatch in forward; not the same defect." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is zero assistant masks for multimodal inputs and the other is tool-call/no-content crash; different bugs." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import symbol error vs meta-device loading regression; unrelated loading issues." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs Qwen3.5 output_hidden_states bug; different generation paths." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash on NER/padding vs return_tensors being ignored when text_kwargs is passed; different tokenizer bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch in forward vs return_tensors argument handling; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression in custom code vs batched video processor shape bug; different models and failures." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression vs OmDet-Turbo processor size mismatch; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position ids bug vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs quantization offloading behavior; not the same issue." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue vs Kimi-K2.5 tokenizer regression; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation/example errors vs return_tensors being ignored; docs and API behavior mismatch, not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs model loading failure for physical-intelligence/fast; unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError on Python 3.13 vs tensorflow_text backend mapping error; different import paths." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs meta-device model loading breakage; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba torch.compile SDPA bug vs gradient inflation under ZeRO-3; different training/runtime problems." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights vs LoRA merge collapse with extended vocab; superficially about weights, but different failure modes." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures: flash_attention_utils symbol missing vs Qwen2.5-VL class not exported." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption during from_pretrained vs CLIP text model structure inconsistency; unrelated regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 26, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "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:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:43450|issue:43575", + "issue:45200|issue:45325", + "issue:42490|issue:43493", + "issue:43334|issue:43525", + "issue:43388|issue:43526", + "issue:42915|issue:43824", + "issue:44792|issue:45563", + "issue:43824|issue:43975", + "issue:38175|issue:43493", + "issue:28218|issue:35141", + "issue:41720|issue:46209", + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:43653|issue:44112", + "issue:44442|issue:45198", + "issue:43262|issue:43450", + "issue:38175|issue:45412", + "issue:45520|issue:46170", + "issue:45290|issue:46326", + "issue:45759|issue:46285", + "issue:44610|issue:44857", + "issue:44561|issue:46234", + "issue:43819|issue:44112", + "issue:44514|issue:44521", + "issue:44206|issue:45584", + "issue:43827|issue:43901", + "issue:43819|issue:45083" + ], + "prepared_review_unit_hash": "6ab3ade510014d84db88412c7830e43e8747b498ae2faa55fc5b29148701177e", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36300, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues across tokenizers, multimodal chat templates, model configs, processors, and training/runtime edge cases. The soft-similarity links all look like false positives; the closest thing to a representative anchor is the active multimodal chat_template bug (#44521), but it does not unify the rest of the set.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 44521 is the strongest representative anchor: it has the most engagement/references and is a concrete, active multimodal chat_template bug. That said, the surrounding items are largely unrelated, so it should only serve as a loose anchor, not a duplicate bucket for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44521 is the most suitable global issue anchor because it is substantive, currently open, and has the highest signal for user impact within this mixed set. It is still only a representative issue, not a true canonical duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems and symptoms: Perceiver interpolation failure vs RT-DETR memory release leak." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and Qwen2 large-model OOM are unrelated runtime issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type defaults vs Qwen2.5-VL temporal position_id scaling are distinct bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Import warning for local-path loading is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention pad_token_id, but they involve different model/config classes and likely different fixes." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Metric-gathering tuple handling and Beit label reduction are separate data-processing bugs." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are different code paths." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale paged-generate warning are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing class and DeepSeek detokenization regression are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but zero probabilities vs HF/JAX discrepancy are not clearly the same concrete defect." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/model failures: cudaErrorAssert on A800 vs FP8 inference failure on B200." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Dtype drift in evaluate is not the same as Qwen3 MoE memory usage during training." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Label reduction bug and return_tensors being ignored are different API mistakes." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale-test failure are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer load failure for FastSpeech2Conformer and Wav2Vec2 save/tokenization failure are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are unrelated processor bugs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probability output and RT-DETR memory cleanup are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import-key handling and Windows ROCm torch.distributed dependency issues are distinct." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template related, but one is tool-call/no-content tokenization and the other is continue_final_message behavior; not the same bug." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency are different architectural issues." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch and AMP/CUDA loss crash are not the same underlying defect." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of is_torch_fx_available and missing is_falcon_mamba_ssm_available are separate import_utils regressions." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC from_latents/STE mismatch is unrelated to the GraniteSpeech CI device override test." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template in multimodal Qwen2.5-VL, but one is a batching crash and the other is all-zero assistant masks; not enough evidence they are the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they concern different API removals and should not be merged." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latents mismatch and qwen3_omni_moe helper-length behavior are unrelated 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": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "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: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:46402" + ], + "soft_pairs": [ + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:37428|issue:44351", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:43278|issue:43825", + "issue:44206|issue:45823", + "issue:29127|issue:32090", + "issue:39692|issue:43526", + "issue:45588|issue:45859", + "issue:45290|issue:45381", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:45459|issue:46234", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:43335|issue:44112", + "issue:39692|issue:44493", + "issue:43335|issue:45593", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:44360|issue:44561" + ], + "prepared_review_unit_hash": "8a5fa7d97a2d62b4d0ef9702e03135f880efb486924f1a0e31a1940f63016b64", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37210, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues spanning different models, regressions, and feature areas. Only one soft edge looks like a true duplicate: the two reports of the same Qwen3.5 MoE from_pretrained regression in transformers>=5.4.0.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it matches issue:45478 exactly on the same Qwen3.5 Moe from_pretrained error in transformers>=5.4.0, and it is the earlier report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative for the cluster because it is an exact duplicate pair with issue:45478 and has the cleaner, earlier bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both are model/loss failures, but they describe different code paths and failure modes: AMP/CUDA crash vs missing auxiliary losses when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different models and bugs: a SwitchTransformers config edge case versus Bamba torch.compile+SDPA failure." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Both concern loading, but one is a base_model_prefix regression and the other is Sam3 text encoder weights not loading; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different underlying problems: CPU offload device mismatch in bark-small versus a qwen3_omni_moe helper function behavior issue." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing import symbol, the other is a broad Torch 2.10 incompatibility; related theme, not the same defect." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures and a Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both are output/behavior regressions, but they involve different models and different logic paths." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse layer creation and BigBirdTokenizer special-token decode are unrelated bugs." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different components and symptoms: Gemma4 mm_token_type_ids defaulting versus flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied embeddings collapse and category-count overflow are distinct issues." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba compile/SDPA failure and a GraniteSpeech CI test stale device override are not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/IndentationError in DebertaV2Model versus qwen3_omni_moe length helper behavior; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but the missing _flash_supports_window_size symbol is not the same as missing HybridCache." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents mismatch and unexpected position id keys are different functional regressions." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Beit pretrained legacy-field loading are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate and pipeline translation-support messaging are different issues." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Gemma4 PLE device mismatch are different code paths." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Error-message clarity for layoutlmv3 boxes is not the same as the Trainer broadcast NoneType crash." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors and BeitImageProcessorFast reduce_labels bug are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch flash/offload behavior, but one is an AttributeError on s_aux=None and the other is CPU offload incompatibility in a rotary embedding." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash and Qwen2.5-VL vision_position_ids issue are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug and qwen3_omni_moe feature-length helper bug are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech CI device override are not the same failure." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error handling with protobuf missing and a missing import_utils availability helper are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and different regressions: Pegasus output drift vs Deepseek tokenizer correctness." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same reported bug: transformers>=5.4.0 Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and GraniteSpeech stale-device CI failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash unit-test load failure are different issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45310 and issue:45478 are the only clearly exact duplicate pair, and choosing the earlier 45310 as canonical is supported. The remaining soft-edge verdicts are conservative and stay within what can be inferred from the titles; no pair is overstated as a duplicate or same bug." + }, + "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": 28, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45372", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:45920|issue:46192", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:28218|issue:32090", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:43701|issue:45083", + "issue:44977|issue:45229", + "issue:43746|issue:46209", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:44855|issue:46399", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:44561|issue:44779", + "issue:10000|issue:15354", + "issue:37428|issue:44987", + "issue:27957|issue:34689", + "issue:43278|issue:43329", + "issue:43873|issue:45229", + "issue:44857|issue:45588", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:43278|issue:43381", + "issue:45372|issue:45588", + "issue:45588|issue:45823", + "issue:44448|issue:44466" + ], + "prepared_review_unit_hash": "05164501a961d68bd153844bbeacc4a381cde8e39d93a96db2f154afcb2ee06d", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36048, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster: the items span many unrelated bugs, regressions, and model-specific failures. The soft-similarity pairs mostly share buzzwords or subsystems, but they describe different code paths and symptoms, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and the candidate pairs are only textually similar, not the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#45920 is the strongest standalone issue to use as a representative report: it describes a broad, reproducible tokenizer regression affecting multiple models and has inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across many models vs. `return_tensors` being ignored when `text_kwargs` is passed; different API behaviors and failure modes." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "`LwDetrImageLoss` fp16/CUDA crash vs dtype mismatches in `SwitchTransformers`/`TimmWrapperModel` bfloat16 inference; unrelated modules." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "`siglip2` zero probabilities vs unexpected position-id key warnings across models; different symptom and likely cause." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space bug vs Trainer `_gpu_broadcast_one` NoneType error; unrelated code paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure vs `BeitImageProcessorFast.reduce_labels` returning one label; different subsystems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output difference vs Qwen3.5 flash-attention generation crash; different model families and bugs." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch on resume vs qwen3_omni_moe feature-length helper bug; unrelated behaviors." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure vs Gemma4 multi-GPU CUDA OOM; different failure modes and code paths." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local checkpoint load failure vs FP8 inference on B200; no shared underlying defect." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "`_gpu_broadcast_one` NoneType TypeError vs MacOS bus error with a CLIP model; different platforms and root causes." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures vs token-embedding resize reinitializing output embeddings; separate bugs." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs qwen3_omni_moe helper-function bug; unrelated model/runtime issues." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 `@torch.jit.script` parsing/IndentationError vs missing decorator causing Qwen3.5 rotary registration error; superficially script-related but not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Import warning for local paths with trailing slash vs OOM loading `Qwen2-57B-A14B-Instruct` with tensor parallelism; different problem class." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs lost on save/load vs wrong custom module loaded after `save_pretrained`; both involve serialization, but they affect different mechanisms." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of `is_torch_fx_available` breaking `trust_remote_code` vs Deepseek tokenizer regression in v5; unrelated API and tokenizer issues." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue vs GeneratorExp not supported by `torch.jit.script` while exporting ViT; no common underlying bug." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing `_flash_supports_window_size` import vs failure loading `physical-intelligence/fast`; different import/runtime causes." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support vs model loading broken for Llama 3.2 90B Vision Instruct; different models and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype changes from BF16 to FP32 in eval vs undefined helper names in video token counting; unrelated bugs." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading not working as expected vs Gemma4 multi-GPU OOM; both memory-related, but not the same defect." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "`LwDetrImageLoss` fp16/CUDA crash vs `flash_attention.py` crashing on `s_aux=None`; distinct code paths." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping `cudaErrorAssert` vs Gemma4 multi-GPU OOM; different model-specific failures." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer failing to add BOS/EOS with `add_special_tokens=True` vs Gemma3 NaN embeddings from sliding-window attention; tokenizer vs attention bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation crash vs stale `num_return_sequences` warning in paged generate; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype regression vs gradient checkpointing being disallowed in eval mode; unrelated behavior." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "`ReasoningEffort` import failure for Gemma 4 processor loading vs `flash_attention.py` AttributeError on `s_aux=None`; different subsystems." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "`flash_attention.py` `s_aux=None` crash vs Gemma4 PLE device mismatch with `device_map='auto'`; distinct bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output differences vs device-dependent `lm_head.weight` serialization; both version-related, but not the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "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:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:43976|issue:45440", + "issue:45372|issue:45406", + "issue:43412|issue:45588", + "issue:25251|issue:32090", + "issue:45198|issue:45803", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43065|issue:45412", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:43066|issue:44462", + "issue:45459|issue:45712", + "issue:42915|issue:42994", + "issue:43278|issue:43575", + "issue:45412|issue:46369", + "issue:29942|issue:30064", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43756|issue:45440" + ], + "prepared_review_unit_hash": "2cb5259acb03ecfbc896aad9a09b3bb16291ae191eadd5e0d329d3b3bb325cdd", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36616, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue candidates. Several share broad themes like Gemma, tokenizer, quantization, or memory behavior, but none of the soft pairs look like the same concrete bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43873 is the broadest and most active representative in the set (open, multiple inbound refs, substantial discussion) even though there is no clear duplicate issue to canonize against.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the strongest global representative because it has the most discussion and a broadly actionable runtime/quantization scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Different problems: Python/version compatibility vs a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is an ImportError during processor loading and the other is a serve-time AttributeError for a missing tokenizer field." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated code paths: executorch export vs flash_attention integration crashing on sink-less models." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer NoneType broadcast failures." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Both touch input processing, but one is save/tokenization failure in Wav2Vec2 and the other is a bare-except bug swallowing errors in Fuyu tensor conversion." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token decode bug is unrelated to Qwen recurrent-state caching behavior." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Categories-limit RuntimeError and stale generate warning are different issues with no shared failure path." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error is not the same as Deepspeed Adafactor OOM." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and different failure modes; no shared code bug." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in CLIP loading is not the same as a SigLIP2 doc example/model-processor mismatch." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory release/GC behavior." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to the Qwen video regression." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy layer cleanup and SigLIP2 nonsense outputs are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to rope-validation list handling." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation failure are different model-specific issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type regression in v5 is not the same as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking due to missing protobuf is unrelated to leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "One is FP8 config loading for Qwen3Moe; the other is saving quantized models. Different lifecycle stages and failures." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to tensor-parallel OOM on Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but RT-DETR GC leakage and Sam3-litetext memory overflow are not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "FlashAttention 2 test failures are unrelated to void segmentation-map processing." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import failure and protobuf-related tokenizer error masking are separate issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference nonsense and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 tokenizer/save_pretrained bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-control issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token decode bug is unrelated to AutoTokenizer failing to load a FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to DeepSeekV3MoE divergence." + } + ] + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46369", + "issue:46399" + ], + "soft_pairs": [ + "issue:43421|issue:45491", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:45440|issue:45593", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:29127|issue:35141", + "issue:44625|issue:45584", + "issue:43575|issue:43701", + "issue:44442|issue:45072", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:42915|issue:43931", + "issue:43761|issue:45859", + "issue:43526|issue:44857", + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:27957|issue:29127", + "issue:44743|issue:44811", + "issue:27957|issue:33290", + "issue:43452|issue:45588", + "issue:33290|issue:34689", + "issue:44062|issue:45907" + ], + "prepared_review_unit_hash": "1efeff33695d7ff2f23d4867eccd36d323767c7622ec6ca8e8f07aa62242f873", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35435, + "estimated_input_tokens": 8859, + "estimated_eval_tokens": 17974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly connect unrelated bugs that only share broad Transformers vocabulary (models, tokenizers, attention, loading, OOM, etc.). I rejected every soft edge because the artifacts do not describe the same underlying defect or fixable change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing bug vs Gemma3 NaN embeddings under sliding-window/all-padding; different subsystems and failure modes." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "One is XLM-RoBERTa Flash Attention 2 support, the other is failing FA2 tests; related area but not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-validation clarity issue vs MacOS bus error loading a CLIP model; unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence vs D-FINE auxiliary loss behavior; different models and defects." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 incorrect outputs vs SAM3 LiteText memory overflow; not the same code path." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs Kosmos2.5 long OCR index error; different processors and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2.5-VL import error vs a generic dependency issue; no shared concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction vs LayoutLMv2Tokenizer NER/padding crash; unrelated tokenizer/processor bugs." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error message concern vs token-embedding resize/post_init reinitialization bug; different functionality." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs Whisper empty-transcription generation failure; different models and paths." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM when loading Qwen2-57B vs resume_from_checkpoint key mismatch; unrelated training/loading problems." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs dtype mismatch in bf16 inference; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import warning for local path with trailing slash vs gradient checkpointing in eval mode; unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is TP load OOM for a specific Qwen model and the other is increased reserved memory under int4 quantization; different causes." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Qwen3-VL weight-shape mismatch; distinct model/config issues." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs Qwen3_5Moe rotary embedding CPU offload incompatibility; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction vs LwDetrImageLoss AMP/CUDA crash; different components." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError from JSON-loaded list vs missing decorator for apply_rotary_pos_emb registration; unrelated implementation bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL text config vs sliding_window issue in Qwen3-MoE; different config fields and failures." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug for Qwen3.5 vs category-count RuntimeError; no shared code path." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings with sliding-window attention; distinct bugs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate default bug vs LasrFeatureExtractor unsupported center argument; unrelated audio-processing issues." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLM-RoBERTa vs LayoutLMv3 error-message clarity for box inputs; different models and concerns." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug in modular code vs Whisper processor batch_decode skip_special_tokens issue; unrelated model/processor behavior." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FA2 support issue vs Adafactor/deepspeed OOM; no overlap beyond generic training/inference context." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file breaks model/tokenizer loading vs flash_attention.py crash on s_aux=None; different failure sites and causes." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor OOM in deepspeed vs Llama 3.2 Vision model-loading breakage; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication vs list_repo_files missing revision forwarding; different APIs and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 31, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46234", + "issue:46421" + ], + "soft_pairs": [ + "issue:43646|issue:44077", + "issue:33290|issue:35141", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:42490|issue:44743", + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:43761|issue:44079", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:44987|issue:46178", + "issue:43873|issue:44871", + "issue:42907|issue:45698", + "issue:44442|issue:45803", + "issue:44464|issue:46421", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44479|issue:45290", + "issue:44855|issue:45137", + "issue:44190|issue:44496" + ], + "prepared_review_unit_hash": "963ef6f5507d8652eaf1d32882820023aaa10f326458ff839c3204f81b56841f", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35766, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose set of Transformers loading/config/runtime regressions, not a tight duplicate set. Most pairs share a broad subsystem theme but not the same concrete bug, so they should stay separate.", + "confidence": 0.45, + "canonical_issue_reason": "Issue 45698 is the broadest representative of the cluster\u2019s recurring loading/save regressions around custom modules and model reconstruction, and it has the strongest cross-references among the listed issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best single issue to anchor this cluster because it captures the most generic and reusable failure mode in the set: incorrect restoration/loading behavior after save_pretrained.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch model initialization semantics, but one is a general v5 custom-model init break and the other is a patchtsmixer-specific post_init policy change." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "One is DeepSpeed+Adafactor OOM, the other is embedding reinitialization after resize; different symptoms and code paths." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in optimizer/deepspeed is unrelated to TrainerState token counting." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate training/runtime bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure for one tokenizer is unrelated to Perceiver image classification at non-default resolution." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety in modeling_utils is a generic import bug, while DeepseekV3MoE divergence is a model implementation mismatch." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and single-label classification zero-loss are unrelated defects." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local path import warnings do not share the same underlying bug as recurrent-state resets with cache." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API discrepancies, but they concern different models and different missing/extra attributes." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend installation extras and a missing import-utils availability helper are different package/internals issues." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Missing hidden_states in CLIPVisionModel.forward is not the same as ModelOutput key assignment when a key was previously None." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they target different mechanisms: a specific Llama vision model break versus base_model_prefix handling." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and a tokenizer class loading failure are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization after sync_gpus is unrelated to gather_for_metrics dropping tuple label elements." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "A Qwen3-VL weight-shape mismatch and a Qwen3.5 save_pretrained regression are different failure modes." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states omission is not the same as attention-kernel divergence from torch.compile branching." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "A post_init restriction on one architecture is unrelated to the Qwen VL video-input regression." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and outdated docs referencing pipeline() are separate concerns." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific model under transformers>=5.1.0 is unrelated to the tensorflow_text backend mapping error." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id configuration are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer failing for one tokenizer class is unrelated to FuyuBatchFeature swallowing exceptions." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Inconsistent outputs with compiled forward are not the same as cache lazy initialization causing recompilation." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and a specific Qwen VL shape mismatch are distinct loading regressions." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but one is a Gemma3TextConfig API inconsistency and the other is unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video input regression in Qwen VL models is unrelated to chat template crashes with tool-call assistant messages." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "A Python 3.13 import/parser issue in DebertaV2Model is unrelated to a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized custom model type during from_pretrained." + } + ] + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "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:44877", + "issue:44913", + "issue:45584", + "issue:45632", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43643|issue:44913", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:25251|issue:28282", + "issue:43650|issue:46202", + "issue:43606|issue:43701", + "issue:45632|issue:46424", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:16998|issue:22355", + "issue:27957|issue:32090", + "issue:43295|issue:44871", + "issue:43316|issue:43716", + "issue:44610|issue:46369", + "issue:43065|issue:44617", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:44871|issue:45584", + "issue:43404|issue:43441", + "issue:44077|issue:44534", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:41950|issue:43475", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43761|issue:44479" + ], + "prepared_review_unit_hash": "9f84122799a74d02b7a7e6e12f4cf5eeb3bc290dffbf3a738eb349525566281b", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35731, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues spanning model loading, processor regressions, video/multimodal bugs, cache behavior, and a few v5 regressions. I don\u2019t see any soft pair that looks like the same concrete bug/change, so all candidate duplicate edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set (`Transformers 5.0.0 breaks custom model initialization`) and is the closest thing to a cluster anchor, though this is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to represent the cluster because it is the most general v5-regression report and could plausibly subsume nearby initialization-related breakages, but the overall set is still too heterogeneous for a strong canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/load behavior bugs, but one is about trust_remote_code dropping fields and the other about rotary_pct not round-tripping; different code paths and fixes." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both mention v5 regressions, but one is processor.tokenizer / image passing behavior and the other is an incorrect pipeline error message for translation tasks; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated failures: torch.compile with SDPA in Bamba vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape regression vs missing PyTorch import error; no shared underlying bug." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder/body noise vs Gemma pipeline roundtrip issue; no meaningful technical overlap." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint key mismatch; distinct subsystems and failure modes." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache, but one is a trust_remote_code path collision and the other is max_cache_length handling for quantized cache; different defects." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py launch failure vs tensor-parallel OOM on Qwen2-57B; not the same problem." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during TP loading of a large Qwen model vs KeyError loading MobileLLM-125M; unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length behavior in DeBERTa-V3 vs missing transformers.onnx module; no duplicate relationship." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs Trainer broadcast TypeError; different code paths." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "One is a processor/tokenizer regression in v5, the other is an eos_token_id config mismatch in Gemma-3; similar theme but not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig vs dtype mismatch between image preprocessor and model; unrelated." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo preprocessing size mismatch vs Sam3-LiteText memory overflow; different models and failure modes." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d implementation issue vs CUDA OOM in Sam3Video; not the same underlying defect." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs strict config blocking granite_speech load; different config-validation problems." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different Qwen multimodal bugs: video input ValueError in Qwen3OmniMoe vs batched chat template crash in Qwen2_5_VLProcessor." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency vs Whisper empty-transcription failure after align_special_tokens; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug in Mistral3ForConditionalGeneration vs FlashAttention failure in Ministral-3; same family, different concrete issues." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy issue vs non-persistent buffers filled with junk; unrelated v5 behavior changes." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing interrupts in Fuyu conversion vs Trainer import conflict with datasets; no shared bug." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 regression impacting workflows vs janus image-generation test failure; not the same code path." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Error swallowing in Fuyu conversion vs Windows/ROCm import failure due to torch.distributed dependency; unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline using image processors vs missing fpn_position_embeddings on Sam3VisionEncoderOutput; different bugs." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id config mismatch vs sinq quantization save/load breakage; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad v5 custom initialization breakage vs GPTNeoX rotary_pct not persisting on reload; different symptoms and fixes." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling for tokenizer/model loading vs unrecognized model_type in config.json; both loading-related but not the same defect." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs Qwen video-input regression in v5.3.0; unrelated model families 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": 33, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43388", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:46178", + "issue:46234", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:43388|issue:43688", + "issue:45127|issue:45200", + "issue:43673|issue:44743", + "issue:43572|issue:46178", + "issue:44617|issue:45584", + "issue:43504|issue:45698", + "issue:44734|issue:45406", + "issue:45542|issue:46234", + "issue:43673|issue:46421", + "issue:43525|issue:43531", + "issue:45381|issue:46369", + "issue:44792|issue:44977", + "issue:45563|issue:45584", + "issue:43761|issue:44242", + "issue:44792|issue:45600", + "issue:43931|issue:44060", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44479|issue:44734", + "issue:43827|issue:43994", + "issue:41720|issue:45245", + "issue:44855|issue:45588", + "issue:43065|issue:44610", + "issue:44617|issue:46369", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:44521|issue:45381" + ], + "prepared_review_unit_hash": "94429201ffecca6b2cc260888ab4dd95f2d61634944d9c3ee7015b7568d53c71", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36132, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues with some superficial thematic overlap around generation/cache, config loading, and multimodal regressions. None of the soft pairs look like the same underlying bug/change; they share broad subsystem vocabulary but not the same concrete failing code path.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43673 is the best representative of the cluster\u2019s recurring generation/cache theme: it is a concrete v5.0.0 cache regression with a clear symptom and code-path focus, and several nearby items are also generation/cache-related even if they are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "43673 is the most suitable single issue to stand in for this set because it is specific, well-scoped, and closest to the most repeated topic in the cluster (generation/cache behavior in v5).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Both mention label/loss handling, but one is gather_for_metrics batch truncation and the other is auxiliary-loss normalization; different layers and different bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "One is LoRA/extended-vocab collapse with tied embeddings; the other is Gemma 4 mm_token_type_ids defaulting. No shared code path." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve caching, but one is missing GenerationMixin cache in chunked_prefill and the other resets recurrent states in modular_qwen3_5 with seq_len>1. Different mechanisms." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated failures: StableLmConfig missing pad_token_idx versus backend registration for tensorflow_text." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Both are memory/generation-related at a high level, but Sam3Video OOM and Whisper empty-transcription failure are separate code paths and symptoms." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field preset loading for BEiT semantic segmentation is not the same problem as from_pretrained restoring the wrong custom module after save_pretrained." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection and missing is_falcon_mamba_ssm_available are distinct import/backend issues." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both are cache/chunked-prefill themed, but one is a missing cache in v5.0.0 while the other is lazy cache init causing recompilation. Not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "pad_token_id missing on Llama4Config and sliding_window issues in Qwen3-MoE are different config regressions." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids corruption is unrelated to Sam3-LiteText memory overflow." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A failed janus image-generation test and Qwen3.5 flash-attention generation issue do not appear to be the same defect." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale num_return_sequences warning and Whisper empty-transcription failure are different generation issues." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and load-balancing loss omission are separate model behaviors." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Failed janus image test versus auto_mappings stale Sam3LiteText references; different areas and fixes." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are both model-loading related but not the same concrete mismatch." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to loading microsoft/Phi-4-multimodal-instruct." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers filled with junk and GPTNeoX rotary_pct reload regression are distinct state/config bugs." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding resizing/post_init reinit is unrelated to slash-path import warnings." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen VL models is not the same as serve KV-cache continuation indexing." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsensical outputs with AutoModel/pipeline are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "cudaErrorAssert in Qwen3 auto device mapping and the 2^24 category limit are unrelated runtime errors." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model import is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor/model input-size mismatch are different model-specific bugs." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are Sam3-related, but one is video OOM and the other is LiteText memory overflow; different models and failure modes." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5-35B chat crash are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and a stale paged-generate warning are not the same issue." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids for qwen2.5-vl video inputs are different multimodal bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 34, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44938", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46421" + ], + "soft_pairs": [ + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44462|issue:45907", + "issue:25251|issue:27957", + "issue:44077|issue:44877", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:45632|issue:46234", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:36246|issue:41628", + "issue:45632|issue:46421", + "issue:46082|issue:46121", + "issue:45245|issue:45584", + "issue:43404|issue:45216", + "issue:42175|issue:44279", + "issue:36246|issue:38617", + "issue:41950|issue:44016", + "issue:44246|issue:45003", + "issue:44186|issue:44734", + "issue:44683|issue:45446" + ], + "prepared_review_unit_hash": "5523d121e4a52fab4b82c926ca6cf61ab436fe2187d39ce0404767eed488c75c", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35358, + "estimated_input_tokens": 8840, + "estimated_eval_tokens": 17936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous. The soft-similarity links mostly connect superficially similar Transformers issues, but they are different bugs across imports, configs, pipelines, CI, and model-specific regressions. I would not merge any of the proposed pairs.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 41628 is the closest broad representative because it concerns an import/export regression, which is one of the few themes that recurs in this cluster. That said, the cluster is too mixed to treat it as a safe true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "41628 is the best overall representative only in a loose sense: it is the broadest, most central import-surface issue among the items. It is still not a good global canonical for the whole cluster because the rest of the issues are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: non-persistent buffer initialization vs GPTNeoX config reload losing rotary_pct." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Unrelated failures: package/version compatibility vs Python 3.13 JIT parsing of DebertaV2." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different code paths: SDPA/torch.compile model failure vs local dataset loading in an image-classification script." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is list_repo_files not forwarding revision. Not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline output nesting vs XLMRoberta Flash Attention 2; unrelated behaviors." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but they target different models and different validation rules." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different regression scopes: LoRA/tied embeddings collapse vs incorrect Qwen3.5 visual encoder checkpoint keys." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both involve multimodal inference, but one is video input processing in Qwen3OmniMoe and the other is KV-cache continuation indexing in serve." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures in different places: GraniteSpeech stale device override test vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs a dataset-loading example script issue." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "One is CPU-side tensor creation in XLNet; the other is a bare-except error swallowing bug in FuyuBatchFeature." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different examples and symptoms: multi-label classification empty outputs vs local dataset loading failure." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer API regression vs Gemma4 embedding resize not propagating; different subsystems." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings propagation bug is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure vs missing TensorFlow backend dependency exposure." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing submodule symbol and the other is a top-level export/import failure; not the same concrete bug." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Local cache-path collision is unrelated to lazy cache initialization causing recompilation." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation and RoPE ignore-key parsing are different config-validation issues." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limit error vs Whisper generation on empty transcription; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Specific backend-install problem vs a vague dependency issue; not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports from different modules and symbols." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline bug vs a notebook syntax error." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness is not the same as unsafe sys.modules access." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer crashes on NER/padding vs serve KV-cache indexing; unrelated code paths." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is compiled flex_attention failing on torch>=2.9 and the other is a version-check/import guard for AuxRequest." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription handling are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 35, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:35141", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45372", + "issue:45375", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46424" + ], + "soft_pairs": [ + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:44016|issue:44220", + "issue:27957|issue:35141", + "issue:43479|issue:45375", + "issue:46123|issue:46369", + "issue:42907|issue:43441", + "issue:43531|issue:45600", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:28282|issue:35141", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:45372|issue:46234", + "issue:44016|issue:44062", + "issue:43299|issue:45216", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43824|issue:44933", + "issue:43901|issue:44496", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:46082|issue:46399" + ], + "prepared_review_unit_hash": "af1ff758e461a0691efd2e2baa6ac7f4bfb7c887314719b919ab664f3b286b4f", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37406, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose thematic cluster of Transformers issues (model loading, config handling, cache behavior, FlashAttention, and assorted regressions), but the soft-edge pairs do not look like true duplicates. Most are related only by broad subsystem or shared model families, not the same underlying bug.", + "confidence": 0.32, + "canonical_issue_reason": "If a single issue must represent the cluster, issue #44964 is the clearest high-signal regression report: it names a concrete affected model, a specific failure mode, and a recent transformers change. That said, the cluster is heterogeneous and does not contain a strong duplicate core.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "Issue #44964 is the best overall representative because it is concrete, user-facing, and specific enough to anchor a model-loading regression discussion. It is more representative than the vague or highly specialized reports in the set.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache-related behavior, but one is about missing GenerationMixin cache during chunked prefill and the other about max_cache_length only applying to quantized cache. Different code paths and symptoms." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "#43650 is too generic to identify a bug; #44220 is a specific _torch_extract_fbank_features() problem. No shared underlying issue is evident." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "One is a Phi-4 multimodal model-loading regression; the other is an auto_mappings/removed-config CI break. Different failures and fixes." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading-related, but one is missing fields with trust_remote_code and the other is an unrecognized model due to a missing model_type key. Not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different failure modes: GLM-4.7-Flash unit-test loading versus Phi-4 multimodal loading on latest transformers." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale device-override test failure is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction issue are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and embedding reinitialization after resize_token_embeddings are different bugs." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both concern multimodal config fields, but they affect different models and different mechanisms (default init versus strict-field dropping). Too broad to merge." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline partial-batch handling and sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is about saving dequantized models and the other is a FlashAttention loading crash. Different concrete problems." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and Sam3LiteText auto_mappings cleanup are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and a model-loading failure for physical-intelligence/fast are not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer image handling regression and t5gemma embedding-resize behavior are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to TextClassificationPipeline documentation drift." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Environment PyTorch import error and embedding reinitialization after resizing are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config recognition and PIL backend torchvision dependency requirements are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but the model-loading failure for Ministral-3 and the s_aux=None AttributeError in flash_attention.py are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Different missing-import problems in different modules; no shared code-path or fix is apparent." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken argument collision are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained checkpoint corruption are distinct failures." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache missing in chunked_prefill and ANSI code emission in loading_report are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure and cache max length behavior are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support regression versus dependency issues is too broad to treat as a duplicate." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but one is a missing exported class and the other is a nonexistent image_utils import. Different underlying defects." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores and model config recognition failure are unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma embedding resize and Whisper empty-transcription generation after align_special_tokens are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both involve composite model/config handling, but one is generic unrecognized-model loading and the other is AutoModelForCausalLM not unwrapping text_config. Different root causes." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer SGD args not used and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP-2 dtype propagation and Qwen3.5 save_pretrained checkpoint correctness are different issues." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and a missing decorator for apply_rotary_pos_emb registration 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": 36, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132", + "issue:46209" + ], + "soft_pairs": [ + "issue:43650|issue:46209", + "issue:45103|issue:45372", + "issue:44242|issue:45200", + "issue:44279|issue:45405", + "issue:38175|issue:44617", + "issue:44779|issue:45812", + "issue:43295|issue:44779", + "issue:43299|issue:45357", + "issue:44351|issue:45278", + "issue:44521|issue:45325", + "issue:41950|issue:45020", + "issue:39692|issue:43901", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:43650|issue:46132", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43653|issue:45593" + ], + "prepared_review_unit_hash": "8599896de06695f65cebcfef329568bc7d5519bcb5ab0159c0fad2d082a82543", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35557, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly a heterogeneous grab-bag of tokenizer, processor, multimodal, config, CI, and documentation regressions. The soft pairs share broad themes, but I don\u2019t see two artifacts in any pair describing the same concrete bug/change closely enough to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue stands out: the cluster is too heterogeneous, and the overlapping titles reflect broad subsystem similarity rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping; any single issue would be arbitrary because the set spans unrelated failure modes and code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Completely unrelated: placeholder data report vs FP8/B200 inference failure." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Different bugs: auto-docstring annotation handling vs Gemma 4 processor import failure." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Separate training issues: router/load-balancing loss vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Only vaguely dependency-related; transformers compatibility issue is not the same as an unreleased peft version bump." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unrelated model failures: SigLIP2 zero probabilities vs Sam3Video OOM." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer regressions, but different model families and likely different code paths." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer regression is distinct from Deepseek tokenization output changes." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both Qwen multimodal issues, but loading failure and save_pretrained key serialization are different bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Import-related, but one missing symbol and the other a broad import-error report are not the same concrete defect." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal logic: assistant_masks bug vs rope_index temporal position scaling." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to remote_code breakage." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both docs issues, but they concern different examples and behaviors." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "No shared bug: image-processor lookup in video pipeline vs Gemma4 device placement mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different subsystems entirely: flex_attention compilation vs TensorFlow/tensorboard backend detection." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated versioning problems: Python support mismatch vs unreleased peft dependency." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both tokenizer loading bugs, but one ignores tokenizer.json and the other crashes in Mistral regex patching." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Serialization/save_pretrained mismatch vs AutoTokenizer loading preference are different directions of the pipeline." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures for different models and triggers." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Distinct config classes and fields: multimodal defaults vs missing pad_token_id." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug is unrelated to a generic dependency issue." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs API forwarding regression in list_repo_files are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch model weights, but serialization inconsistency and resize_token_embeddings behavior are different code paths." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "Placeholder issue vs attention registration behavior change are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights TypeError." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific failures: FlashAttention on Ministral vs long OCR index error in Kosmos2.5." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Both mention save/from_pretrained, but processor file omission and Gemma-4 zero3 loading are different defects." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained bug is unrelated to the reported performance regression." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer decode bug is unrelated to D-FINE auxiliary-loss 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": 37, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:42994", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:46399" + ], + "soft_pairs": [ + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:43673|issue:43761", + "issue:44297|issue:45397", + "issue:43262|issue:44521", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:44188|issue:44336", + "issue:43784|issue:45542", + "issue:44295|issue:45397", + "issue:44336|issue:44373", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44242|issue:45593", + "issue:44246|issue:44496" + ], + "prepared_review_unit_hash": "5dee2111a29cde0f93b2633c8a58a05f69a5463b797935521145995176e7999a", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35889, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pairs look like true duplicates; they mostly share broad subsystems or regression patterns but target different code paths, models, or packaging/docs issues.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the strongest representative issue in this set: it is open, has the most visible user impact and corroboration, and describes a concrete multimodal `apply_chat_template` regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best single issue to keep as the cluster representative because it is current, well-discussed, and reproducible; the rest are clearly separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offload, but one is about saving quantized models and the other about loading a dequantized model with `device_map=auto`; different failure modes." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance/CI problems, but one is stale `auto_mappings.py` references and the other is leftover dummy classes leaking into `dir(transformers)`." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed optimizer behavior, but one is OOM with Adafactor and the other is double `optimizer.step()` calls; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Completely different code paths: missing `rms_norm_eps` in MLA q_a_layernorm versus `torch.split()` return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is CamemBERT masked-LM predictions and the other is Deepseek tokenizer behavior; different components." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/install backend issue versus Python-version compatibility issue; no shared underlying bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "A notebook syntax error and a Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning `return_all_scores` is not the same as bad `AutoModel`/pipeline outputs for SigLIP2." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both are attention-kernel regressions, but they affect different kernels, versions, and code paths; too broad to merge." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading failure and ESM2 runtime breakage are different issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked-prefill bug versus CLIPVision hidden-states regression; distinct modules." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Gemma4 zero3 `from_pretrained` crash are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch `apply_chat_template` in multimodal contexts, but one is audio sampling-rate defaulting and the other is assistant-mask generation; different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing model import and Python-version support are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4 missing `pad_token_id` and GLM-4V loading failure are different model-specific loading problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A documentation mismatch and intermittent import slowness are not the same underlying issue." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config fields, but one is a specific model config missing `pad_token_id` while the other is `trust_remote_code` dropping fields on `AutoConfig`; different causes." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage support error versus Qwen3.5 chat crash; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "`AutoImageProcessor` import failure is unrelated to the Python-version compatibility bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and stray ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import-time dependency issues, but they come from different missing backends and different code paths; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer read error for `position_ids` and Gemma4 zero3 loading failure are different problems." + }, + { + "left": "issue:44297", + "right": "issue:44373", + "accept": false, + "reason": "Tokenizer save config mismatch and a wrong docstring are clearly unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring failure with future annotations and missing decorator registration for rotary embeddings are different issues." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist race in testing utils and a stale generate warning are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both are losses gated by flags, but they affect different models and different loss terms; not the same code-path bug." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and unrecognized-model config 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": 38, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "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: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:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45412", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45859", + "issue:46123", + "issue:46132", + "issue:46291", + "issue:46369", + "issue:46399", + "issue:46424" + ], + "soft_pairs": [ + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:42886|issue:46132", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:44336|issue:46424", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:36246|issue:43596", + "issue:46291|issue:46399", + "issue:45859|issue:46399", + "issue:43673|issue:44561", + "issue:43901|issue:45003", + "issue:44162|issue:45200", + "issue:43352|issue:45250", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:45292|issue:45584", + "issue:43262|issue:44246", + "issue:45412|issue:46123", + "issue:45292|issue:45701", + "issue:44561|issue:46399" + ], + "prepared_review_unit_hash": "7aa61f99bdb17fe0a6aff436ffb66c96174f113dadde1735fddf6bc0ce8d357f", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36021, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and mostly contains separate model-specific regressions and import/API breakages, with only weak topical overlap around v5 compatibility. I found no soft pair that is clearly the same underlying bug/change.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 44561 is the broadest and most representative regression: a v5 API removal breaking trust_remote_code model loading. It best captures the cluster\u2019s repeated theme of version-upgrade breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "44561 is the most general, actionable, and cluster-like issue among the set. It describes a concrete upstream compatibility regression rather than a niche model symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE/v5 loading regressions, but one is LoRA compatibility and the other is Qwen3VL model loading; not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Different failures in different flows: sliding-window handling vs chat crash." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Beit image processor label reduction vs unsafe sys.modules access are unrelated code paths." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor lookup and audio fbank feature extraction are different subsystems." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44871", + "accept": false, + "reason": "Router-logits loss handling and Gemma eos_token_id configuration are distinct bugs." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are different missing symbols from different packages and likely different causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing HybridCache export are separate import failures." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache behavior, but one is KV-cache continuation tensor indexing and the other is max_cache_length semantics." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal ANSI output and cache-length configuration are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness in v5 and resize_token_embeddings behavior are different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A buffer/position_ids error and a performance regression are not the same issue." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 vision encoder missing attribute vs SAM3 litetext memory overflow are different failures." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Both are loss-related, but they affect different models and code paths." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a model processor and a DeepSpeed/Bert index error are unrelated." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is a dependency version requirement and the other is a missing registration decorator; different bugs." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility and use_kernels registration failure are different Qwen3.5 problems." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are different regressions." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type-id handling are different model-specific issues." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not supporting Flash Attention 2 yet is not the same as the broad Flash Attention 2 topic." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and sys.modules access are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion and DeepSpeed ZeRO3 deque/index errors are different loading failures." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings/output_embeddings and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and import latency are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leaks and MaskGenerationPipeline final-batch dropping are different bugs." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Both are v5 regressions, but one is trust_remote_code breakage from a removed helper and the other is a Qwen3.5 kernels registration crash." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and captured_info.txt race conditions 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": 39, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43701", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45685|issue:46431", + "issue:44987|issue:45459", + "issue:45397|issue:45656", + "issue:44466|issue:45335", + "issue:44995|issue:45200", + "issue:45137|issue:45600", + "issue:43475|issue:43540", + "issue:43906|issue:46202", + "issue:42886|issue:45229", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:44060|issue:44077", + "issue:44483|issue:46202", + "issue:44368|issue:44977", + "issue:43065|issue:43408", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:44188|issue:46202", + "issue:44877|issue:46170", + "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:44188|issue:46421", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:45584|issue:46170", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44869|issue:45356", + "issue:43701|issue:44749" + ], + "prepared_review_unit_hash": "da538194b9b5d684dbed3b17668692dfcd358b5290d9b04db334bd9717fd265c", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37441, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: tokenizer/save_pretrained, multimodal config loading, DeepSpeed, cache/compile, and model-specific regressions are all mixed together. The soft pairs look like weak topical similarities rather than the same underlying bug or change, so none should be merged.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items are not duplicates and the soft pairs only show loose thematic overlap. If one representative is needed, issue:44623 is the closest user-facing serialization/save_pretrained bug in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44623 is the best representative of the small save_pretrained/serialization subtheme and has a concrete, user-visible failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config handling, but one is a missing config field and the other is incorrect text_config unwrapping; different code paths." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict/config loading, but they affect different models and fail for different reasons." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "Unrelated failures: an MPS histogram error versus missing chat-template support in a processor." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "One is a model loading regression; the other is tokenizer error masking when protobuf is absent. Not the same bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a zero3 from_pretrained issue and the other is double optimizer stepping." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tied weights/embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale-cache crash in GlmMoeDsa is unrelated to Gemma4 requiring mm_token_type_ids default zeros." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure versus stale auto_mappings references; no shared underlying bug." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video-related, but they affect different models and different failure modes." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The titles suggest tokenization/roundtrip issues, but one is an isolated reproduction of an older issue and the other is a Gemma-specific Unicode pipeline failure." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading and CUDA OOM are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression in Qwen models is unrelated to a Windows ROCm import/dependency error." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different subsystems and bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "One is a tied-weights warning bug in Qwen3-Next; the other is an unrelated patchtsmixer post_init policy issue." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "An API request rejection in /v1/chat/completions is not the same as a Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a tied-embedding warning and the other is a flash-attention generation regression." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM3 family, but a dummy Conv2d in the pixel decoder is a different issue from a sam3_video/sam3_tracker config mismatch." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer-cache crash is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are warning-related, but about different messages and different generation code paths." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to the Gemma Unicode roundtrip issue." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm torch.distributed import failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return type contract and LlamaConfig head_dim validation are separate API issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tied-embeddings warning in Qwen3.5 are different problems." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compile behavior, but one is diverging kernels and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder scaffolding and mask-generation batch handling are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained/serialization bugs, but one is tokenizer_class metadata mismatch and the other is missing processor files." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription decoding and a Windows ROCm import error are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrade are not the same underlying bug." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files and double optimizer stepping under DeepSpeed are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A slowdown regression and a DeepSpeed step-count bug do not share the same code path." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer codec regression are different tokenizer bugs." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and a transformers performance regression 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": 40, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "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:44222", + "issue:44351", + "issue:44623", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:43646|issue:44162", + "issue:43232|issue:43673", + "issue:45230|issue:45397", + "issue:44871|issue:46132", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:45406|issue:46202", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:45310|issue:45375", + "issue:43784|issue:46399", + "issue:42673|issue:43704", + "issue:45081|issue:45103", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:44964|issue:45137", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:46077|issue:46123", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222" + ], + "prepared_review_unit_hash": "d742f5fee4e7ad83b573b548343f587cdf9be1214229485a57abd5d18277cdc1", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36348, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by broad Transformer/model-family themes, not true duplicates. The strongest confirmed duplicate in the soft edges is the Qwen3ForCausalLM VRAM leak pair (42673/43704). The packet also contains another exact-title duplicate pair, issue:45310 and issue:45478, so the cluster is not dominated by a single unique duplicate case.", + "confidence": 0.89, + "canonical_issue_reason": "issue:42673 is the earlier report in the exact duplicate pair with issue:43704, and both describe the same Qwen3ForCausalLM VRAM leak symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue representative because it is the earliest exact duplicate match for the Qwen3ForCausalLM VRAM leak and has the most canonical wording.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they affect different model paths and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation-related, but sync_gpus handling and chunked_prefill cache behavior are different bugs." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs Gemma4 ZeRO3 from_pretrained failure; not the same defect." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS token config mismatch and AttentionInterface.register behavior change are different issues." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different concrete failures: Qwen3-VL-Moe v5 breakage vs processor.save_pretrained missing files." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are distinct code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and failure modes: SAM 3 output attribute error vs qwen2.5-vl video position IDs." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video attribute error and AutoConfig missing fields under trust_remote_code are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError and Sentence Transformers getting stuck are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings and remote-code meta-init incompatibility are different problems." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols and different export paths." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but missing config field vs from_pretrained error is not enough to treat as one bug." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure are different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message behavior are distinct issues." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5 issues, but one is a from_pretrained error and the other is a missing config field." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and apply_rotary_pos_emb registration failure are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same VRAM leak symptom; clearly the same underlying bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different functions and different contexts: mistral regex patch vs auto-docstring annotation handling." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading with quantization and incorrect pipeline-parallel output are distinct failures." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different generation/attention paths with no concrete evidence of the same defect." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import/export regressions, but they concern different missing names and APIs." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Incorrect pipeline-parallel output and Qwen3_5 infinite loop on one image are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained are opposite directions and not the same issue." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-VL import failure are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction and final-partial-batch handling in MaskGenerationPipeline are different components." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen and Transformers v5, but the concrete failures differ." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are separate missing-symbol regressions." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and FP8 save_pretrained are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary overstates uniqueness. The packet contains another obvious duplicate pair with the exact same title, issue:45310 and issue:45478, so it is not grounded to say the Qwen3ForCausalLM VRAM leak is the only clear duplicate. The 42673/43704 canonical choice is plausible, but the overall summary should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 41, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46231" + ], + "soft_pairs": [ + "issue:43232|issue:44792", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:43526|issue:45561", + "issue:43976|issue:44933", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:43278|issue:45137", + "issue:30990|issue:35141", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:42898|issue:45812", + "issue:43479|issue:44079", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:44016|issue:46231", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:44295|issue:45656", + "issue:44075|issue:46231", + "issue:42898|issue:44448", + "issue:44222|issue:44297", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:44933|issue:45712" + ], + "prepared_review_unit_hash": "6708dd8dc5db9cd34b315ba62e88025c5b6e4257c0281fd1f607c2ffab23d7f8", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37503, + "estimated_input_tokens": 9376, + "estimated_eval_tokens": 19008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues grouped by lexical similarity; I found no true duplicate pairs and no PRs in this cluster.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42898 is the clearest representative of the repeated tokenizer/v5 regression theme, but the cluster is otherwise heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 has the most broadly framed, user-visible bug report among the mixed issues, so it is the best fallback representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different bugs: generation kwargs sync handling vs a Janus image-generation test failure." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: missing TensorFlow backend in a torch extra vs leftover dummy class cleanup." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: model config loading error vs a pytest-xdist race in test utilities." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Different areas and failure modes: BEiT preset loading vs captured_info.txt race." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "No shared bug: backend dependency packaging vs a nonexistent import from image_utils." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Different defects: BEiT image processor label reduction vs testing race condition." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Different problems: Python version compatibility vs import error in image_utils." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: MIMI padding-mask inconsistency vs MoE load-balancing loss gating." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: embedding dtype drift vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated: Sentence Transformers load hang vs token-embedding resize/post_init reinit bug." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different code paths: processor save_pretrained file omission vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Different operational failures: MLflow reporting on failed training jobs vs OOM with Adafactor in DeepSpeed." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Unrelated model/config init bug vs Whisper word-timestamp decode crash." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal model issues: broken VitPose models vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and distinct symptoms." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different artifacts: multimodal config initialization vs ModelOutput key assignment behavior." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Related only by tokenizer vocabulary of v5; one is AutoTokenizer loading, the other add_special_tokens output behavior." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but the affected models and failure mechanisms differ." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors in different packages/models: sentence-transformers import vs Qwen2.5-VL symbol export." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Different scopes: notebook syntax error vs documentation parameter-name mismatch." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regressions, but Kimi-K2.5 codec handling is a separate bug from clean_up_tokenization_spaces." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal loading failures: missing image-processor method vs legacy remote-code/meta-init incompatibility." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Different failures: serve KV-cache continuation indexing vs auto_docstring parsing under future annotations." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different bugs: buffer registration/reading issue vs optimizer step being called twice with DeepSpeed." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Different areas: optimizer args ignored vs documentation parameter mismatch." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different tokenizer/output regressions: Pegasus v4-v5 output mismatch vs clean_up_tokenization_spaces change." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Unrelated: FP8 MoE save_pretrained vs tokenizer_class mismatch in tokenizer_config.json." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3-related issues: tied-weights warning bug vs missing tensor-parallel plan." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: PEFT version pin bump vs dummy class cleanup." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Different bugs: tokenizer save metadata vs DeepSpeed optimizer step duplication." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated import/export issue vs leftover dummy classes in the repo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 42, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:44991", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:27957|issue:30333", + "issue:44222|issue:44623", + "issue:30333|issue:34689", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:30333|issue:36331", + "issue:46209|issue:46431", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:45245|issue:46132", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:43475|issue:46305", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:44206|issue:45103", + "issue:43232|issue:46424", + "issue:44734|issue:46421", + "issue:44295|issue:44623", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:44190|issue:46082", + "issue:44373|issue:44485", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:44279|issue:46328" + ], + "prepared_review_unit_hash": "a24255677f9903317e6b86c1e803bbfc444ff7c24d090402dcf2e2e8b1b15478", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35873, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the soft pairs share only shallow wording (imports, save_pretrained, cache, tokenizer, etc.) but describe different bugs or features. I would reject all soft edges and avoid picking a canonical issue from this batch.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits this set; the items span unrelated regressions, feature requests, and dependency/import problems, and the soft links are only superficial lexical matches.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no strong global best issue representative because there is no shared underlying bug/change across the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Different problems: Flash Attention 2/model support vs MLFlow not reporting failed jobs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE saving behavior and the other is processor file persistence." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated failures: MLFlow job state reporting vs Llama 3.2 vision model loading regression." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different code paths: Pegasus v4/v5 output change vs AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization bug vs non-persistent buffer junk during load; different mechanisms." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Both are trainer-related, but one is MLFlow reporting after failure and the other is a signature mismatch in compute_loss." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to chat template availability in processor.save_pretrained/apply_chat_template." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Different areas: MLFlow reporting vs embedding resize/post_init reinitialization." + }, + { + "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." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit RuntimeError is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is different from a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior change is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 missing attribute during vision encoding is unrelated to a streaming mask off-by-one bug." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and likely different dependency mismatches." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regression in v5.4.0 is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure in v5 and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both mention positional/window logic, but they affect different models and code paths; not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor arg handling and auto_docstring annotation parsing are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Both touch generation/cache, but one is sync_gpus model kwargs handling and the other is cache length configuration." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Serve-time KV-cache tensor indexing crash is not the same as lazy cache init causing recompilation." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access bug is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior and max_shard_size default are different save_pretrained concerns." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return semantics in a specific indexer are unrelated to remote-code checkpoint meta-initialization compatibility." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Both are cache/generation related in a broad sense, but they are distinct failures with different roots." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring is documentation-only and not the same as the GLM-5 RoPE implementation bug." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and inconsistent eos_token_id configuration are separate issues." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but they concern different model-specific loading failures rather than the same defect." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue is unrelated to the SequenceFeatureExtractor.pad performance regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 43, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43550", + "issue:43644", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:44038", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44913", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46305", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:44261|issue:45092", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:41628|issue:43824", + "issue:44263|issue:44373", + "issue:43479|issue:44913", + "issue:39401|issue:44568", + "issue:43761|issue:46082", + "issue:22355|issue:27957", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:42886|issue:42994", + "issue:22355|issue:28218", + "issue:44368|issue:46305", + "issue:42831|issue:45753", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:44295|issue:44297", + "issue:43550|issue:46132", + "issue:43646|issue:46002" + ], + "prepared_review_unit_hash": "ec974d5f551e1961e2182c91e5df479081bc836bef29e278d3ed9351c2af3a5e", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35477, + "estimated_input_tokens": 8870, + "estimated_eval_tokens": 17996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly lexical noise: the issues span unrelated bugs, import errors, tokenizer quirks, multimodal regressions, quantization, and config problems. None of the soft pairs look like the same underlying defect or change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster is heterogeneous and the soft pairs do not converge on one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe representative for deduping; the items target different subsystems and root causes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request handling and Gemma4Processor _tokenizer import are unrelated bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer is unrelated to the DSA ReLU discussion." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving/loading quantized models, but they describe different failures and code paths." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SIGLIP2 zero probabilities are different problems." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 visual-key save regression are distinct issues." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk and MoonshineStreaming window off-by-one are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 training degeneration and NaNs after checkout/init are different failure modes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision bug is unrelated to InternVL2 meta initialization." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues do not match the Qwen3-VL-Moe bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "sam3_tracker warning and sam3 text-encoder weights not loading are different regressions." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing classes and likely different fixes." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split return values and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4MultimodalConfig default subconfigs and GPTNeoXConfig rotary_pct reload are different config bugs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are separate tokenizer behaviors." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVision hidden_states regression and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and tokenizer decoder type mismatch are different tokenizer issues." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "General import errors after upgrade are broader, but not the same concrete bug as is_offline_mode import failure." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failure are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure and added-token spacing bug are different tokenizer topics." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "tie_word_embeddings warning and MoonshineStreaming mask off-by-one are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3_5 infinite-loop-on-image are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "sam3_tracker warning and sam3-litetext memory overflow are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "position_ids buffer read error and tokenizer_class mismatch in config are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Bamba SDPA torch.compile failure and AttentionInterface.register behavior change are different code paths." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Non-persistent buffer junk and NaNs in classification heads after init are not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 44, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326" + ], + "soft_pairs": [ + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:44188|issue:44373", + "issue:43756|issue:44060", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:43122|issue:44521", + "issue:39401|issue:44488", + "issue:41628|issue:45278", + "issue:43122|issue:46326", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:44704|issue:45290", + "issue:42907|issue:44964", + "issue:43784|issue:45600", + "issue:44038|issue:44297", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:44360|issue:44485", + "issue:44038|issue:44295", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:43122|issue:44514", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:22355|issue:29159" + ], + "prepared_review_unit_hash": "a9e3233c155ca08402033b9b2799e91f50832fc6781a20a5cf00e167523f6952", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36649, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "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 tokenizer regressions, import errors, model-loading bugs, chat-template issues, and model-specific architecture problems. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "No single strong canonical issue emerges because the set is heterogeneous. If a representative is required, issue 43122 is the cleanest tokenizer-regression example, but it does not cover the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the most general and clearly described tokenization regression among the candidates, so it is the best single representative; however, the overall set is too broad to treat as one duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different bugs: one is the `transformers env` CLI in v5, the other is a `NameError` when importing sentence-transformers." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated topics: TF32 settings/API behavior versus a `torch.split()` indexing/return-value issue." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both involve loader paths, but one is `TOKENIZER_MAPPING_NAMES` returning None and the other is `AutoProcessor.from_pretrained` not forwarding kwargs; not the same code-path bug." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different failure modes: Sentence Transformers loading hangs versus a MacOS bus error with a CLIP model." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "One is a torch.compile branching issue in attention kernels; the other is a wrong docstring for `position_ids`." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Distinct model-specific issues: Smollm3 RoPE layer handling versus Qwen3-Next tied-weights warning miswiring." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different symptoms and subsystems: dequantized save failures versus incorrect output under pipeline parallelism." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layernorm precision/config issue versus a documentation-only `position_ids` bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression versus multimodal assistant_mask generation in `apply_chat_template`; related area, but not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer problems: wrong `offset_mapping` for Qwen3 versus a specific model load failure for `cjvt/sleng-bert`." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is missing `AutoImageProcessor` and the other is many import errors after a version upgrade; too broad and not the same fix." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is tokenization output drift across versions and the other is `continue_final_message` behavior for mistral_common tokenizers." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different features: dequantized model saving versus GLM-5 `GenerationConfig` validation." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility problem versus pipeline-parallelism output corruption." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "`AutoProcessor.from_pretrained` kwarg forwarding is unrelated to assistant messages with tool calls crashing in `apply_chat_template`." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models and loading a multimodal Phi-4 model are different code paths and symptoms." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers with a `NameError` is unrelated to `auto_mappings.py` referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load bug versus tokenizer class metadata mismatch on `save_pretrained`; different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong `offset_mapping` for Qwen3 is not the same as assistant mask generation for multimodal chat templates." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification example script bug versus Gemma 4 `mm_token_type_ids` defaulting; different affected APIs." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Indexer missing a ReLU is unrelated to GLM-5 RoPE implementation details." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue versus a `position_ids` buffer access error; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation and flash_attention_3 training degradation are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Different SAM 3 problems: model-type warning on instantiation versus missing `fpn_position_embeddings` attribute." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both touch template/tokenization flows, but one is version-dependent tokenization drift and the other is a batched chat-template crash with `padding=False`." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors; not the same underlying defect." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and `gguf_file` breaking `from_pretrained` are separate loader/saver issues." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe load bug versus FP8 `save_pretrained` for moe models; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols (`Qwen2_5_VLForConditionalGeneration` vs `HybridCache`) and different fixes." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Saved-checkpoint regression for Qwen3.5 is not the same as a Qwen3.5 moe `from_pretrained` error." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Completely unrelated: missing `transformers.onnx` module versus inconsistent slow/fast tokenizer 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": 45, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:43066|issue:44779", + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:44188|issue:46328", + "issue:44355|issue:46231", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:43116|issue:43825", + "issue:44222|issue:45478", + "issue:45083|issue:45446", + "issue:43064|issue:43673", + "issue:33453|issue:39401", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:44117|issue:45588" + ], + "prepared_review_unit_hash": "d61bdc5604ddd74c2994f246c520f232c4d26ab0f8dc4000def0e981e16596cd", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "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 a heterogeneous mix of unrelated Transformers issues. None of the proposed soft edges look like the same underlying bug or change, so all should be rejected. There are no PRs in the set.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45278 is the broadest, most representative problem statement in the set: a general import-regression report after upgrading versions. It is still not a duplicate of the other issues, but it is the best single umbrella-style issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable representative issue because it describes a clear, high-level regression affecting multiple imports, unlike the narrower model- or task-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/symbols: `is_offline_mode` from `huggingface_hub` vs `HybridCache` from `transformers`." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug versus an example-script multi-label classification output issue; different code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16-to-FP32 dtype change in evaluate is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency omission for `pip install '.[torch]'` is unrelated to a Python 3.14 load failure." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizers, but one is a decoder-type regression and the other is incorrect Deepseek tokenizer results; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and failures: SigLIP2 HF/JAX discrepancy versus Qwen3_5 infinite-loop behavior on a specific image." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure for `transformers.onnx` is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different loading paths: missing `embed_tokens.weight` in UMT5Encoder versus kwargs propagation in `AutoProcessor.from_pretrained`." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to bfloat16 dtype mismatch CI/inference failures." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A single missing symbol import is not the same as a broad upgrade-induced wave of import errors." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and GLM-5 RoPE discussion are different GLM-5 issues." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to SequenceFeatureExtractor padding performance." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label classification empties and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior warning/documentation issue is unrelated to a missing ImageProcessor method causing an AttributeError." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are different model-specific bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD optimizer arguments not being used is unrelated to `trainer.evaluate()` failing after `trainer.train()`." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 MoE variants and different failures: one is a broad v5 bug report, the other is a from_pretrained error for Qwen3.5 Moe." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support regression and a PyTorch version-check bug for AuxRequest import are not the same issue." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label classification example output bug is unrelated to a pipeline translation-task support/error-message issue." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained behavior for MoE models is not the same as a Qwen3.5 Moe loading error." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper behavior is unrelated to the flex_attention AuxRequest version check." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT/cpu_ram_efficient_loading is unrelated to missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer-loading regression is too broad to be the same as a specific wrong offset_mapping bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning in paged generate are distinct generation issues." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer correctness bugs, but they affect different models and different behaviors (`offset_mapping` vs general incorrect results)." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug and flash_attention crashing on `s_aux=None` are unrelated 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": 46, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "issue:44380|issue:46077", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:43450|issue:43986", + "issue:43673|issue:46328", + "issue:44466|issue:46002", + "issue:44291|issue:45071", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:45341|issue:45561", + "issue:44410|issue:45310", + "issue:43122|issue:46298", + "issue:45341|issue:46328", + "issue:38617|issue:41628", + "issue:44829|issue:45216", + "issue:42222|issue:46178", + "issue:42617|issue:45341", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:39401|issue:43421", + "issue:42673|issue:43582", + "issue:42490|issue:42673", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:44933|issue:45278" + ], + "prepared_review_unit_hash": "b788be39585c367334634831900814a5d6a2a675e1cf91401fe051e235bce57e", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36265, + "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 mostly a mix of unrelated transformer issues: import-regression reports, tokenizer/model-specific bugs, video/model loading failures, and a few docs/testing/perf nits. I did not find any convincing duplicate pairs; the closest thing to a hub is the broad import-regression report #45278.", + "confidence": 0.63, + "canonical_issue_reason": "No single true duplicate stands out across this mixed set; #45278 is the broadest representative of the import-regression subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the most general, high-signal issue here and the best umbrella candidate if one issue had to represent the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different concrete bugs: GPT2 attention scaling under SDPA/FlashAttention vs Gemma4 building the wrong attention mask." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs cleanup about pipeline() references is unrelated to a PyTorch version check in flex_attention." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "One is a Qwen3 VRAM leak in multi-threaded loading; the other is only a reproduction of a different issue." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-shape handling and missing-torchvision import failure are different code paths." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache during chunked prefill is unrelated to feature-extractor padding conversion overhead." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights is not the same bug as NaNs after checkout/init." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected init_empty_weights arguments and PretrainedConfig type-checking are distinct regressions." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation-config validation and Qwen3.5 flash-attention generation failure are different problems." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT minimum-version bump is unrelated to the flex_attention import-version guard." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and Mistral regex patch crashes are different tokenizer-loading bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug is not the same concrete race on captured_info.txt under xdist." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3Next missing projections and Qwen3.5 MoE from_pretrained failures are different model/config issues." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization differences across versions are unrelated to a noisy logging message." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "testing_utils is unrelated to SequenceFeatureExtractor padding performance." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they point to different missing symbols and no shared code path is evident." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration and Qwen3.5 checkpoint serialization are different failures." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model loading and a BACKENDS_MAPPING backend-name error are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure is not the same as a testing_utils issue." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crashes and a padding-performance issue are different code paths." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3_* is unrelated to a key error loading MobileLLM-125M." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset_mapping and runtime post-processor synchronization after special-token edits are different tokenizer behaviors." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "A Qwen3 VRAM leak is unrelated to an AppleSilicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Trailing-slash local-model import warnings and Qwen3 VRAM leaks do not match." + }, + { + "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:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and RMS norm epsilon precision mismatch are different issues." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A shard-size question is unrelated to a Qwen3.5 from_pretrained error." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Configuration import failure and an fbank extraction issue are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model config are different loader/generation failures." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a specific missing image_utils import while the other is a broad post-upgrade import-regression report; not enough to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 47, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:27957", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:43066|issue:43122", + "issue:42371|issue:42831", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:42222|issue:45542", + "issue:44483|issue:45464", + "issue:43097|issue:44493", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:43874|issue:44261", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:43931|issue:44410", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:45003|issue:45341", + "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:43986|issue:45341", + "issue:43673|issue:46123", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:44261|issue:44485", + "issue:43986|issue:45372" + ], + "prepared_review_unit_hash": "744bbc464c8edf75794f5562988c9c8b324c10f7fefe275f81d091926eb2460e", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37770, + "estimated_input_tokens": 9443, + "estimated_eval_tokens": 19142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are thematically related to Transformers regressions, but the soft pairs mostly point to different bugs, models, or code paths rather than true duplicates. I would reject every soft edge and treat this as a heterogeneous set, not a single dedup cluster.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is about an incorrect decoder type and the other about changed tokenization output; likely related, not the same underlying bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy are different precision/configuration problems with no shared concrete failure mode." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "One is a missing layer-0 projection bug in qwen3next; the other is a from_pretrained error for Qwen3.5 MoE. Same family, different code-path issue." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD arguments being ignored is about optimizer parameter handling; double optimizer.step() under DeepSpeed is a separate training loop bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and missing TensorFlow backend when only tensorboard is installed are unrelated package/model loading issues." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a generic request rejection and the other is a streaming inference failure on a specific Qwen3.5 model." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removing tie_embeddings_and_encoder_decoder and unexpected position-id keys are different breaking changes with different affected code paths." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention dtype/precision, but one is a PyTorch warning during bfloat16 compilation while the other is a BLIP2 loading bug leaving Qformer in float32." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "A TensorFlow backend/install issue is not the same bug as VitPose model breakage." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing during chunked prefill and a testing_utils bug are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type checking regression affect different APIs and code paths." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in one GLM component is not the same as the GLM-5 RoPE implementation bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches in an image processor and rms_norm_eps precision mismatch are unrelated multimodal/model config bugs." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig is unrelated to a missing TensorFlow backend dependency." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support issues for XLM-Roberta and Nemotron are separate model-specific capability gaps." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer output handling and deepseek-v4 comb.to(dtype).transpose(-1, -2) are different implementation bugs." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to the deepseek-v4 tensor transpose/dtype issue." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard sizing and Qwen3.5 MoE loading failure are not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Model weight-shape mismatch for Qwen3-VL-30B-A3B-Instruct and missing projections in qwen3next are different model-loading/model-architecture issues." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and degenerate training with flash_attention_3 are different failures, even if both mention flash attention." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a weight-shape mismatch and the other is a transformers 5.0 loading issue for Qwen3-VL-Moe; not the same concrete bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config attribute and gguf_file breaking from_pretrained are unrelated regression types." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and PretrainedConfig type checking are separate configuration bugs." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug do not share the same code path." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A missing import from image_utils and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite loop on a specific Qwen3_5 image and SAM3 LiteText memory overflow are distinct model/runtime failures." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crash without torchvision and a testing_utils bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Cache handling in GenerationMixin and MaskGenerationPipeline partial-batch dropping are different pipeline/generation bugs." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a transformers>=5.1.0 model-loading failure are separate lookup/loading problems." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model loading without torchvision and save_pretrained shard size behavior are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM/VL components and different failures; no shared concrete bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3MoE divergence from remote implementation and deepseek-v4 tensor handling are different model-specific issues." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and GLM-5 RoPE implementation are separate precision/architecture bugs." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "A crash due to missing torchvision and a mistral_common import error affecting Gemma 4 processor loading are different dependency 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": 48, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45479", + "issue:45584", + "issue:45588", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:43097|issue:45588", + "issue:43097|issue:46050", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43502|issue:43992", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:42890|issue:46298", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43066|issue:43906", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43825|issue:44655", + "issue:42907|issue:44655", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44380|issue:45479", + "issue:44077|issue:46365", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "de9d4bfc1473316aacd6b3568ab8ae3c80be3aefdb954aa1259ed9022b13b361", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38093, + "estimated_input_tokens": 9524, + "estimated_eval_tokens": 19304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false merge: the items span unrelated import errors, model-specific bugs, training regressions, and warnings. I found no soft-edge pair that looks like the same underlying fix/change, so all candidate links should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43097 is the strongest representative only by prominence and external references; it is a broad Transformers v5 regression report, while the rest of the items are mostly unrelated bugs. There is no true duplicate canonical across the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "43097 is the best single issue to stand in for the cluster because it has the broadest user impact and the most linkage, but it should not be treated as a duplicate target for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: removed tie_embeddings API vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different areas: API removal regression vs broken quantized save/load after sinq." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; not the same failure." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training problems: FSDP2/PEFT optimizer-state mismatch vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different code paths: local_files_only still making requests vs missing embed_tokens.weight on load." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction TypeError vs tokenizer mapping returning None; not the same bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen issues: missing projections in a model layer vs config field dropped by @strict." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated: flaky test seeding issue vs noisy logging message." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model bugs with different symptoms and code paths." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Separate missing imports for different names; not a single underlying export bug." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal regression vs quantization/offloading behavior; too different to merge." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluation failure after train vs import failure for Trainer due to datasets; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs docstring annotation crash; different subsystems." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention backend config ignored vs cache lazy-init recompilation; not the same fix." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor/torchvision crash vs tokenizer mapping None handling; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Import error for a specific VL class vs video-model crash without torchvision; different causes." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure vs invalid BACKENDS_MAPPING backend error; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs isolated reproduction of an older issue; not the same concrete bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing weight during load vs max_shard_size default question; different concerns." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs vs Bamba compile/SDPA failure; different models and failures." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch warning on bfloat16 compile vs model compile failure under SDPA; not duplicate." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup vs noisy logging; different maintenance issues." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline error-message wording vs inability to save Pipeline objects; distinct problems." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized save failure vs Pipeline save_pretrained issue; unrelated save paths." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings with different triggers: bfloat16 precision warning vs tie_word_embeddings warning." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Different model-specific bugs: save/dequantization failure vs infinite loop on a specific image." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "API removal regression vs noisy logging; no shared bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Unsupported Flash Attention 2.0 for a model vs GPT2 attention scaling ignored under backends; different issues." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-level attention backend support vs Python-version compatibility failure; unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 broken vs deepseek-v4 tensor transpose issue; different models and code paths." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription bug vs Trainer import blocked by datasets; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy vs Trainer import conflict; different problems." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Ignored attention scaling config vs AttentionInterface.register behavior change; not the same code-path bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend config bug vs zero-loss classification problem; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption vs attention scaling backend bug; different subsystems and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 49, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46209", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:36683|issue:43582", + "issue:44483|issue:44514", + "issue:42175|issue:46365", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:38617|issue:43502", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:44038|issue:44230", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:43066|issue:46209", + "issue:36683|issue:43475", + "issue:44625|issue:46365", + "issue:42994|issue:44655", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:43901|issue:44655", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:43352|issue:45593", + "issue:46077|issue:46082" + ], + "prepared_review_unit_hash": "cb2a89f2931fcc35ec35a91483d27572086d280ebc09fe2e9ea9c6e5dbe71ae3", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated standalone bugs, mostly in Transformers models, config, or packaging. The only plausible duplicate pair is the CLIP v5 regression around missing optional outputs in `CLIPVisionModel.forward`.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43761 is the clearest umbrella report for the CLIP v5 output regression: it explicitly ties the failure to `CLIPVisionModel.forward`, notes it is a v5 regression, and states the expected behavior when `output_hidden_states=True`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the best representative issue among the plausible duplicates because it is explicit, regression-focused, and broad enough to cover the paired CLIP output symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Different bugs in unrelated areas: Gemma3 config missing `vocab_size` vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both relate to chat/VL workflows, but one is API request validation and the other is a chat-template crash on batched input; not the same code-path bug." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Separate packaging/import problems with different symptoms and triggers." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated model/training bugs; no shared underlying change." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Both mention warnings, but one is a local-path import warning and the other is a PyTorch precision warning; different fixes." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Precision warning vs compiled flex-attention failure; distinct issues." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a missing utility vs incorrect network access despite `local_files_only=True`." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols, modules, and breakages; not one bug." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Breaking CI from removed config references vs a noisy logging message." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but loading regression and FP8 inference support are different problems." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "save/load custom-module corruption vs a DeepSeek tensor operation bug; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions regression vs GPT-2 attention scaling with SDPA/FlashAttention; different code paths." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both point to the same CLIP v5 forward-output regression where optional outputs are no longer populated; one PR could plausibly restore both attentions and hidden states." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat-related APIs, but the failures are different: endpoint request rejection vs template crash with tool-call assistant messages." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different model-loading failures with no clear shared root cause." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder regression vs FP8 inference on B200; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs in different models/configs." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs Trainer import issue; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but quantized model saving and Pipeline save_pretrained are distinct behaviors and fixes." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different defects." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same Gemma4 family, but token embedding resizing and bidirectional attention masks are separate bugs." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for `return_all_scores` vs pipeline serialization; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different packages and symbols; not the same underlying breakage." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support gap vs invalid GenerationConfig error; different code paths." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with `base_model_prefix` vs saving Pipeline objects; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config bug vs a patchtsmixer post_init validation rule; different issues." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict sorting/load failure and a Qwen3.5 save_pretrained regression are both serialization-adjacent but not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but for different versions and likely different breakpoints." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen config propagation bug vs Gemma4 attention mask bug; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention not supported for Nemotron vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different Gemma/Llama config behaviors and different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The only accepted pair, issue:43618 and issue:43761, is a plausible single CLIPVisionModel.forward v5 regression affecting optional outputs, and the other soft-edge rejections stay conservative rather than overclaiming duplicate status. The overall characterization of the remaining items as unrelated standalone bugs is supported by their titles and descriptions." + }, + "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": 50, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44492", + "issue:44556", + "issue:44625", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:45600", + "issue:42890|issue:44112", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065" + ], + "prepared_review_unit_hash": "0f58f8d9bcd99b4302e16e3a6d46af2a95d9320745371ef344f490edd90f00d7", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab bag of unrelated Transformers issues. The only plausible duplicate pair is the import-time slowdown report (41669/44246); the rest are distinct model-, config-, loading-, training-, or test-specific bugs.", + "confidence": 0.82, + "canonical_issue_reason": "issue:41669 is the most concrete root-cause report in the set: it explains a specific import-time performance regression from `import *` usage, and it best matches the only plausible duplicate report here (issue:44246).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best canonical issue for the small import-performance subcluster because it is specific, actionable, and closer to a root cause than the more generic symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different model configs and different missing attributes (`vocab_size` vs `pad_token_id`)." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: missing `attentions` assignment in CLIP outputs vs Qwen3.5 save-pretrained checkpoint corruption." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config-related, but they concern different fields and model families (`vocab_size` vs `num_labels`)." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different loading failures (`UMT5Encoder` missing weights vs Qwen3.5 MoE from_pretrained error)." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Unrelated: distributed trainer optimizer-state bug vs a typo in cache strategies." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different topics: `update()` no-grad decoration vs broad import errors after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling is unrelated to an import failure when `datasets` is installed." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve import/parse failures, but one is a generic compiled-file error and the other is a Python 3.13 `torch.jit.script` parsing issue." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different loading/round-trip failures for different pipelines; no shared root cause is evident." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen/Gemma loading paths and different missing pieces (`state_dict` ordering vs a dropped vision config field)." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import/load breakage is not the same as `PretrainedConfig` type-checking regression." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different subsystems: config attribute error vs trainer/FSDP/PEFT optimizer-state corruption." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time slowdown; 41669 identifies a concrete likely cause, while 44246 is the symptom report." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Separate test failures: missing `set_seed()` in SamHQ integration tests vs xdist race on `captured_info.txt`." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific cache/layer update bug; the other is an overly broad complaint about many models breaking in v5." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Same general area of model loading, but different model families and no shared concrete failure mode." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs in different Qwen3.5 save/load flows; not the same underlying issue." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated regression in `update()` handling vs a Python-version compatibility problem." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs tensor-parallel load OOM are related only at a broad subsystem level, not the same concrete defect." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different models and different issues: CLIP attentions output vs PatchTSMixer `post_init` API policy." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "One is a missing-PyTorch import error for AutoModel; the other is a tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Different CLIP-related regressions with different symptoms; one is missing attentions, the other is a structural mismatch between CLIP text model classes." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "No shared root cause: CLIP output regression vs float16 AMP CUDA crash in another loss path." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different model/code-path problems: DSA indexer ReLU discussion vs DeepSeekV3MoE parity divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Unrelated: offline-loading API requests vs tokenizer `AddedToken` keyword collision." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different failures in different tests/models; no evidence they are the same bug." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "CI test flakiness from missing seeds is unrelated to stale `auto_mappings.py` config references." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test issues, but they involve different tests and different failure causes." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Related only at a very high level (`from_pretrained`/reload regressions); the concrete failures differ." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different problems: int4 quantization memory growth vs checkpoint reload compatibility." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but different concrete defects: FP8 save-pretrained behavior vs missing tensor-parallel plan." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Completely different bugs: cache/layer update semantics vs a dummy Conv2d in Sam3PixelDecoder." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted pair, issue:41669/issue:44246, is the only clearly supported duplicate-like match, and the remaining soft-edge rejections 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": 51, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:44315|issue:44360", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44938", + "issue:44222|issue:44230", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:36296|issue:43901", + "issue:44315|issue:46209", + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "b62d4a07638a52c2d8b554da8524cf1736dba8988c3b0734cfec74a40df71634", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37696, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated closed issues that happen to share broad Transformers/v5 or import/loading themes. I found no soft pair that looks like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43576 is the best anchor for the cluster because it is a concrete v5 regression, has the most similarity links, and is representative of the broad \u201cTransformers v5 broke something\u201d subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the strongest representative issue in this set: it is specific enough to be actionable, yet broad enough to sit near several other v5-related loading/import regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention-related behavior in Transformers v5, but one is a broken CLI/env command and the other is a change in AttentionInterface.register semantics; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "One is about unwanted network requests despite local_files_only=True; the other is a GLM-5 RoPE implementation issue. Different code paths and symptoms." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules (PreTrainedModel vs HybridCache). These are distinct API breakages." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 MoE, but one is missing tensor-parallel planning and the other is a from_pretrained error in transformers>=5.4.0. Too different to merge." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Both mention loading/performance after upgrade, but one is compiled Python file errors and the other is data filtering slowdown. Not the same underlying defect." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting after failed training and tokenizer loading regression are unrelated subsystems and failure modes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is tensor-parallel support and the other is a config field being dropped by @strict. Different bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "One is about no_grad decoration on cache/layer update methods; the other is generation kwargs handling after sync_gpus. Similar area, but not the same code-path problem." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "One is an unexpected network request issue; the other is an FP8 save_pretrained moe bug. Different operations and failure points." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs versus documentation confusion for input_ids/past_key_values. One is a runtime bug, the other is docs wording." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both involve v5 model loading regressions, but they affect different model families and likely different serialization assumptions." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "The local_files_only network-request bug is unrelated to an issue titled only 'racoon'; there is no evidence of the same defect." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Both are accuracy/processor-related, but one is FineGrainedFP8 accuracy and the other is a missing image-processor method causing AttributeError." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failure and tensor parallel training are separate concerns with no shared code path indicated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file loading errors and PretrainedConfig type-checking breakage are unrelated kinds of regressions." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and a one-word issue title do not indicate the same underlying bug." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and inability to save Pipeline objects are different problems in different parts of the API." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are distinct loading failures affecting different components." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied in model_init and a DSA indexer lacking ReLU are unrelated implementation issues." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and a tokenizer loading regression are different feature/regression areas." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing is_offline_mode from huggingface_hub and a broken transformers env command are both v5-adjacent, but they are different missing-API vs CLI issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken env command and a PretrainedConfig typing regression are unrelated user-facing regressions." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The env command failure and a missing Qwen2.5-VL class import are different import/CLI breakages." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion for model.forward and a missing layer_type_validation import are not the same bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The 'racoon' issue provides no evidence of overlap with Gemma-4 audio positional encoding." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "A broken transformers env command and Python 3.14 load failures are both environment-related, but the concrete failures differ." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8, but one is saving moe checkpoints and the other is inference support for specific Qwen3-VL/Qwen3.5 models." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Inverse_sqrt scheduler kwargs handling and the unrelated 'racoon' issue are not the same defect." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated placeholder title do not match." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "One is about **kwargs not being propagated in RoFormer methods; the other is that RoFormer attention does not use the attention interface. Related subsystem, but distinct bugs." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are separate missing exports." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and text-classification docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application in model_init and FP8 inference on B200 are different performance/runtime issues." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels behavior are different areas with no shared failing path." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and a typo in cache strategies are not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files on processor.save_pretrained and a generic 'Bug report' have no evidence of being 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": 1, + "component_count": 21, + "review_unit_index": 52, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44230|issue:46095", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:45230|issue:45310", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:44273|issue:44908", + "issue:43576|issue:46218" + ], + "prepared_review_unit_hash": "61872d20b5b7ecafbe5b708a2081f3d2c850dcc65314b2a3e1989c14d7dd7445", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39687, + "estimated_input_tokens": 9922, + "estimated_eval_tokens": 20100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports. The only soft match I\u2019d accept is the import-time slowdown pair, which appears to describe the same performance regression from different angles.", + "confidence": 0.81, + "canonical_issue_reason": "issue:41669 is the most concrete, actionable report for the import slowdown, with a specific suspected cause and clear performance impact; issue:44246 is the broader symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 best represents the underlying bug because it identifies the likely root cause and the exact regression surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs a broad complaint that many models break; no shared concrete code path." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction and TensorFlow backend installation error are different failures." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request and DeepSeek weight-conversion question are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but one is a Qwen3-VL-Moe compatibility bug and the other is a tensor-parallel planning gap." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output problem vs a PretrainedConfig type-checking regression; different bugs." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading behavior, but one is a lazy-loading correctness issue and the other is unsafe sys.modules access." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility are separate v5 regressions." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "BBox hallucination/error and infinite-loop-on-one-image are not the same symptom or code path." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific Llama4Config attribute error is not the same as a generic claim that many models break." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from import * usage is different from a missing GenerationMixin cache during chunked_prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 reload incompatibilities, but they involve different loading scenarios and model-specific failures." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is too specific to match the broad breakage complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy docs/metadata is unrelated to a general model-breakage report." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrade and a broad 'many models break' complaint are not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import slowdown and a specific missing Qwen3_5ForCausalLM import are different failures." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Wrong model-type warning and Liger Kernel not being applied with model_init are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as a generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to the generic bug report title." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both concern import/lazy-loading behavior, but one is import slowness and the other is a lazy-loading correctness issue; not the same concrete bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support warning and Qwen3-VL bbox output failure are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support breakage and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs passthrough and inverse_sqrt scheduler kwargs are different subsystems." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-time performance regression is not the same as failing to import HybridCache." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import slowdown regression and a testing_utils bug are different code paths." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python 3.9/3.10 support mismatch is not the same as a broad post-v5 breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox hallucination/error and Qwen3.5 Moe from_pretrained failure are different model bugs." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility and a Qwen3_5ForCausalLM import failure are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and _get_tied_weight_keys crashing on list input are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args and a tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and degenerate training under flash_attention_3 are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading not working are different issues, even if both are v5 regressions." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A placeholder 'Bug report' title does not establish the same concrete failure as the Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma4AudioRelPositionalEncoding 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": 53, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue: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:44861|issue:45290", + "issue:44938|issue:44998", + "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": "f54ee0083abfc14deb9c31d9c977c5c440d58c72ba0348d30bb8254a352b7382", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 47, + "serialized_chars": 40309, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformer issues that happen to share broad loading/model/tokenizer language. I don\u2019t see a true duplicate set; the soft links are mostly spurious similarity matches.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45850 is the closest broad umbrella for the cluster because it describes widespread 5.0 breakage, but the underlying reports are still too diverse to be real duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the best single representative of the overall theme because it is the broadest regression report in the set, though it is not a tight canonical duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek-V4 bugs: gated expert logic vs a tensor transpose/dtype issue." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Vision processor timestamp math is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import star cleanup and a multithreaded VRAM leak are different problems." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in forward args is not the same as a model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-API documentation are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE math." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both touch positional encoding, but they are different models and different concrete failures." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and a DeepSeek-V4 weight-conversion question are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad 5.0 breakage complaint is not the same as a specific missing import for Qwen3_5ForCausalLM." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance is unrelated to a VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and timestamp calculation are different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp math and missing save_pretrained files are unrelated processor bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp logic is unrelated to multithreaded memory leakage." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU-offload device mismatch and audio positional encoding are different model-specific issues." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS norm epsilon precision mismatch is not the same as Gemma4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Different import failures for different symbols/models; not the same missing export." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention unsupported and missing Qwen3_5 import are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 reports, but one is broad behavior drift and the other is a specific decoder-type bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and spam/off-topic issue are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and unrelated spam issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the off-topic item." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Spam/off-topic text is not a duplicate of a broad 5.0 regression report." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash and apply_chat_template tool-call crash are different failure modes." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the off-topic item." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id and tied-weight key handling are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad token regression is unrelated to tied-weight key crashes." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor save files are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to checkpoint loading speed." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance and tensor-parallel training bugs are different issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained failure are not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading slowness and tokenizer-loading regression are different problems." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 support are unrelated feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated architecture issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint typo in config is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignoring a configured loss value and missing kwargs in loss calculation are different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs handling and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value and tokenizer regex warnings do not share a code path." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model subsystems: segmentation loss handling vs attention interface." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignore_value usage and a typo in quantization operation naming are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and a config type-hint mistake are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correction and a typo in a conversion API name are different fixes." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 norm semantics and a ModernBERT type-hint issue are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Segmentation ignore_value logic is unrelated to a config annotation typo." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "d6b022fe048fb172de4c6c8f48e899062b498cdfe75f0986fc87a0f5d0d7d59a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are separate feature requests in different areas: token truncation behavior, a learning-rate scheduler feature, and Wav2Vec2 word timestamp offsets. No pair looks like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "issue:10519 is the most concrete and self-contained request, with a specific API behavior change described in the title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10519 is the clearest representative of the cluster because it is specific and narrowly scoped; the other issues are unrelated in topic and subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requested changes: truncation direction for tokenization vs. Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated features: tokenizer truncation behavior vs. ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug/change; one asks for a scheduler feature, the other for speech model timing offsets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "213ce43d2eb4b8ba8cbecd04767d18b56af5b19550e2ee914386937bf2eb1290", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are only loosely related by model/tokenizer/HF-loading wording, but they describe different problems: Tapas tokenization mismatch, a private-model login error message, and a failure loading bert-base-uncased. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #16618 is the broadest and most general of the set, with the most discussion and a user-facing model-loading failure, so it is the best single representative if one is needed.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best issue candidate because it is the clearest, most general symptom report in the cluster and most likely to attract related discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "These appear to be different bugs: tokenizer behavior for Tapas versus a model-loading failure for bert-base-uncased. They do not share a concrete code path or fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both concern model downloads/loading, but one is specifically a private-model authentication/error-message issue while the other is a generic load failure. Too broad to treat as the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "2a16aa37975dffdadd38eea6ab1a77c6f6b8a57c84f1e350b674261500d37f9c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community-contribution tracking issues for different features: Flash Attention 2 support vs GGUF support. They share a broad \u201cmore architectures\u201d theme but do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "Not applicable as a duplicate canonical: the issues track different feature requests (Flash Attention 2 support vs GGUF support), so neither can serve as the canonical for the other.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a global representative of the other; they are unrelated feature-tracking threads in the same general area but for different deliverables.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and likely different implementation work; same broad subsystem/theme is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "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-26413-2", + "nodes": [ + "issue:26413", + "issue:31501" + ], + "soft_pairs": [ + "issue:26413|issue:31501" + ], + "prepared_review_unit_hash": "bf6f367a3d4a3b3d1f97cb00c97be0775c99036f58d79989e176e1846bf66add", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both concern training failing to start, but the evidence is too thin to treat them as the same bug. The first is a specific `resume_from_checkpoint`/`epoch_iterator` failure; the second is a broader FineWeb SLM training startup problem with no explicit linkage to that code path.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #26413 is the more specific, clearly framed bug report with an explicit failure message and likely reproducible code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26413 is the best representative because it names the concrete error and underlying training control-flow problem; #31501 is too broad from the title alone.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both mention training not starting, but one is specifically about `resume_from_checkpoint` hitting an empty `epoch_iterator` while the other is a general FineWeb SLM startup failure. No evidence they are the same underlying bug or fixable in one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 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-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": "57e5ee589e06df80630543a675117e169abf39e6aa102a568e80e2930631eba3", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13526, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13526, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Using only titles, body lengths, and soft-similarity scores, this looks like two tight duplicate-like subgroups rather than one big duplicate set: three identical generic placeholder translation issues, and one identical Thai-titled pair. The language-specific translation requests (Turkish, Spanish, Romanian) appear separate and should not be merged based on this evidence alone.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43834 is the best canonical anchor for the largest high-similarity subgroup: it has the generic placeholder title shared by the other two placeholder issues and sits in the densest cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the strongest overall issue representative because it belongs to the largest near-duplicate cluster and connects to the other placeholder-title copies with very high similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish translation request vs. generic placeholder issue; related topic, but not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific request vs. generic placeholder issue; similarity is only boilerplate-level." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request and placeholder-template issue are not the same concrete task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language requests (Turkish vs. Romanian); separate issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language requests (Turkish vs. Spanish); separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs. generic placeholder issue; too little evidence of the same underlying task." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request and placeholder-template issue look related only at the template level, not duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs. Romanian translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request vs. placeholder-template issue; not the same change or request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request is language-specific; placeholder issue is a different artifact." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs. generic placeholder issue; related, but not a clear duplicate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request is distinct from the placeholder-template issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian issue and Thai-titled issue do not look like the same translation request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian issue and Thai-titled issue do not look like the same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and extremely high similarity; highly likely duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title and extremely high similarity; highly likely duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Very high similarity, but different titles and no body text to show the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Very high similarity, but different titles and insufficient evidence to merge." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder-template title with near-perfect similarity; highly likely duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "High textual similarity alone is not enough here; the titles are different and the evidence is too thin." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "High similarity, but different titles and no direct evidence of the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder-template issue vs. Thai-titled issue; not the same concrete request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder-template issue vs. Thai-titled issue; not the same concrete request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical Thai title and perfect similarity; highly likely duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary overstates what the packet supports. The packet only shows titles, body lengths, and soft-similarity scores; it does not expose the bodies, and every pair is marked deterministic_accept=false. Saying the placeholder issues or Thai-titled issues are \"exact\" or even clearly duplicate is stronger than the evidence here. The cross-language separations are conservative, but the accepted soft-edge pairs need weaker wording (e.g., \"highly similar\" / \"possible duplicates\")." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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": "cache", + "cache_hit": true, + "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": "f1ad9f7ce3672a3f9491d76b92071c71f657be7778fad29eed149934a3a5ca6b", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose collection of model-support requests across different architectures and modalities. Despite textual similarity, the items are not the same underlying bug/change, so the soft edges should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": "If a single anchor is needed, issue 42738 is the broadest conceptual request in the set, but it is still only a rough umbrella and not a true duplicate of the model-specific requests.", + "canonical_pr_reason": null, + "best_issue_reason": "42738 is the closest representative issue because it is the most general architecture-style request; however, this cluster is heterogeneous and lacks a real canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families and different implementation targets; not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR: different architectures and code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate vision models, not one bug or patch." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is a detection model; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different model classes; no shared concrete fix path." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model support requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Different modalities and model families; not mergeable as one PR." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "BERT-like encoder work vs audio model support; distinct code paths." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions with no shared fix." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model requests, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and sparse-transformer support are different concrete changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT are distinct model-support requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS address different models and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support changes." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying issue." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; 42738 is a broad BERT-like/RoPE family request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are different model domains." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS and ASR are related modality families but still distinct model support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS-related, but they concern different concrete models and fixes." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and implementation paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Audio generation support and sparse-transformer support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different speech/audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE encoder support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Speech recognition support and sparse-transformer support are not the same code change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different multimodal model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE model support are distinct changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are separate speech-model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and OCR support are different modalities and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests with no shared concrete fix." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "f0b3266543caebdedb1a6f0b0b7a1214fe1a62ad63a81a62c990734b56707193", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1503, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1503, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. They should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: these are about different topics and do not describe the same underlying problem or change.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the more substantive standalone code-related item, but it is not a duplicate of issue 38740.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and scopes: documentation/framework listing vs Vision RoPE refactor. No shared underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "28133fcd8bcfac0d513f43b8f08eeb2065c2961cf47db7db52d45294c7543d83", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one asks for Set Block Decoding, while the other requests DeepSeek v3.2 support. They target different features and should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43037 is the more specific and actionable request; 41084 is a separate, broader feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "43037 is the best issue to keep as the representative item because it names a concrete model support request, making it easier to route and implement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding vs. model support for DeepSeek v3.2. 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": 10, + "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-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "5e5ad7dd4c48c7a8bafe05e002358f766a42843259ed2d87aaff7d056bfca893", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only loosely related through Trainer customization, but they target different behaviors: one is about `remove_unused_column` handling, the other about FLOPS estimation for custom trainers. They do not look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one must be surfaced as the representative issue, `#43598` is the more concrete Trainer API/customization request; `#43600` is a separate FLOPS-estimation problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Reject: both mention custom trainers, but they affect different code paths and outcomes (`remove_unused_column` behavior vs FLOPS estimation). This is broad thematic overlap, not a duplicate underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "da18fee54d1845ec5e5d6d30049a40e382a3e47b542d55b27214a4ae7543ead9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one asks for Qwen3-Omni auto-registration for generation, while the other requests sequence-classification support for Qwen3.5. They target different model families and different AutoModel heads.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the requests are about different Qwen variants and different auto-class targets.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader, more central model-registration request, so it is the better representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different tasks (conditional generation vs sequence classification); 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": 12, + "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-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": "9bacf7033ca970dac859ace97a1bd90280f26f9b3f7568b2148b96e760e61c81", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-signal issues with generic or empty titles and no links, filenames, or targets. There is not enough evidence to treat any pair as the same underlying bug, though the three \"huggingface\" issues look superficially similar.", + "confidence": 0.35, + "canonical_issue_reason": "Issue 43859 is the most recent and the only one with any discussion activity, so it is the least empty representative among otherwise sparse reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43859 is the best issue candidate only by marginal metadata signal; none of the issues contains enough substantive description to establish a clearly better canonical report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles are unrelated/generic and there is no body detail or linkage showing the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No substantive evidence connects \"Fett\" to the \"huggingface\" report beyond weak similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Insufficient evidence that these describe the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Both titles are identical, but the reports are empty enough that identical wording alone is not enough to confirm a duplicate bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but no descriptive content, links, or targets to prove the same underlying problem." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but no concrete issue details to establish a true duplicate relationship." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "debbb935d687b4dc0314ed21df69244119f189dc9b7dea445bc9d0a96689fc63", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-signal issue reports (mostly spam-like titles) with no bodies or issue targets. They do not show evidence of a shared underlying bug, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam-like issues with no concrete description; same title text alone is not enough to establish the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: no actionable body or shared target, so this looks like separate spam rather than a duplicate bug report." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a vague documentation suggestion; different problem types and no evidence of a shared issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Titles are unrelated and there is no body detail or target to indicate the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same underlying issue as an empty spam report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Different artifact types and no shared concrete bug/change to merge." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Even though both titles are identical spam placeholders, there is no substantive content tying them to one bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No shared concrete subject matter; one is spam-like, the other has a distinct title." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No evidence of the same underlying problem; the reports are too vague and unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 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-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "532ca6ccf3a0a227d8b4776db4a7de0875ea7beb06af7378d40e61ee854f991b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have the same title and highly similar body length, so they appear to be duplicate reports of the same energy-reduction proposal. Issue #45145 is the better canonical because it was created first and already has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is the earliest report and already has inbound reference activity, while #45151 appears to be the later duplicate of the same issue content.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best representative because it is the first-created instance of the identical issue and is likely the original thread for discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and very similar body structure/length; these look like duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two closed issues have identical titles, very similar body lengths, and a soft-similarity match. Choosing #45145 as canonical is also conservative because it was created first and has one inbound reference. The soft-edge accept looks reasonable, though the confidence is a bit high given the evidence is still mostly similarity-based." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 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-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "7b76c4d324e633500176b38c88aa3974c16636b2454b3e95158ff4267cdaf8b6", + "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 failure from `torch.finfo()` on `uint8` weights during 4-bit NF4 inference, while the other reports a `BitsAndBytesConfig.llm_int8_skip_modules` interaction that drops the default `lm_head` exclusion and triggers an `AssertionError` in 4-bit inference.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different root causes and code paths: dtype handling in Gemma4 audio modules versus BitsAndBytesConfig skip-module logic affecting `lm_head` exclusion. They share the same broad 4-bit inference area but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "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-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "6a707e5e3448a544ad2b41e5935385a589effb8a31fa7f934e27c53bf68d01f0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with personal-name/date titles and no body content or technical context; they do not appear to describe the same bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "No strong canonical issue exists; if one must be chosen, issue #45762 is marginally earlier, but it has no meaningful technical content to serve as a true duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good cluster anchor because both are effectively empty and unrelated, but #45762 is the least arbitrary choice due to earlier creation time.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles reference different people and different dates, and there is no shared technical description, issue target, or evidence of the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "3a2a237c243cb1d88df9a47d67bf10f49cbb026ff974555c919ceb6b60b1e6dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues do not look like duplicates of the same bug or change; they are just sparse title-only issues for different named people, with no shared context beyond a surname/date pattern.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the titles refer to different people and contain no shared problem statement or actionable issue context.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a meaningful representative for a duplicate cluster; both are unrelated, body-less entries.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: only superficial similarity (same surname and date-like text). The titles identify different people and there is no evidence of the same underlying bug or request." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "7543f6da070c70847fe812244cb6ba089674f6ce0df8e5960366590f8b1c0970", + "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 new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "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 requests in different areas (model class addition vs FP8 training support); no shared code-path or duplicated underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "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-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": "42b0bfa2c742e9248f855f7bcf0e2981a6633f062df11639c2920f1abd55205c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "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 most plausibly splits into two likely duplicate issue pairs (45870/45871 and 45872/45873) plus one outlier (45869). The evidence supports duplication at the pair level, but not a single canonical issue for the whole cluster.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole cluster. The strongest reading is two likely duplicate pairs\u201445870/45871 and 45872/45873\u2014with 45869 as an unrelated outlier. Without body-text evidence, I would not collapse the two topical pairs into one issue.", + "canonical_pr_reason": null, + "best_issue_reason": "As a global representative, 45870 is the most defensible anchor only because it is the earlier item in one of the two likely duplicate pairs. That said, 45872 is equally plausible for the second pair, so the cluster is better handled by splitting than by picking one overall canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Financial dataset bundle vs. a prediction example request. The shared financial wording is too broad to treat them as the same issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Financial dataset bundle vs. a prediction example request. Similar theme, but clearly different underlying requests." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Strong duplicate candidate: same title, same body length, and the closest similarity signal in the set. I cannot prove exact textual duplication, but they look like the same issue report." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge and financial time series, but one is an example request and the other adds a scraping service. Different scope, so not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different request scope: the prediction example and the scraping-service variant are not the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different request scope: example/prediction versus prediction plus scraping service. Too different to merge as duplicates." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different request scope: example/prediction versus prediction plus scraping service. Not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Strong duplicate candidate: same title, same body length, and the strongest similarity signal for this pair. There is no evidence of a separate underlying request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The split into two topical pairs plus one outlier is plausible, but the writeup is too certain for the evidence shown. The packet only gives soft-similarity, identical titles, and body lengths; it does not prove the issues are exact textual duplicates. Also, 45870/45871 and 45872/45873 have identical titles, so the claim that one has the \"cleaner, descriptive title\" is not grounded. Please downgrade the duplicate language to a more conservative phrasing unless you have body-text evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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": "cache", + "cache_hit": true, + "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": "5505c40d92acf2d9e764bb68ac0c13d8590b835a908af386f9c1ce781e5752a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related static-cache crash reports, but they appear to describe different failure modes: one is linear-attention shape corruption during early initialization, the other is a Qwen3.5 `KeyError` for `linear_attention`.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying static-cache/linear-attention corruption more generally, rather than one model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the strongest representative for the cluster because its title points to the broader mechanism and likely root cause affecting linear-attention layers under static cache.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both involve static cache and linear attention, but one reports shape corruption in early initialization while the other is a `KeyError` in Qwen3.5; these do not clearly look like the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "c6a71bccbe560dfc18cd1f59c2ccbb9cbf036c099c62d9b5d75657bf6fb894db", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38085, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38085, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated open PRs across new models, docs, tokenizer/model refactors, and tests. The only true near-duplicate is the pair of cross-entropy loss fixes (43251/43254), which both modify the same fixed_cross_entropy code path to support extra nn.functional.cross_entropy kwargs.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical PR for the shared loss fix: it has the explicit issue link (43240) and the more complete/targeted propagation of cross-entropy kwargs in src/transformers/loss/loss_utils.py.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative of the only genuine duplicate pair in this cluster; the rest are unrelated and should not be merged into the same canonical PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Videoprism model/docs addition vs ExecuTorch dynamic-shape export test; different subsystems and no shared code path." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer API additions vs MobileLLM model implementation; unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer missing-methods fix vs ExecuTorch test coverage; not the same bug or change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs adding a new model; different functionality." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy loss kwargs fix vs MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper change vs Mistral4 test/model fixes; different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export test vs Mistral4 changes; unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch export test vs MobileLLM addition; no overlap beyond being PRs." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model implementation vs config-resolution order fix; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs Falcon output-interface refactor; different model families and problems." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill/docs; not the same code change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor vs Mistral4 fixes; unrelated model-specific work." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fix vs CLIP-like layrnorm rename conversion fix; different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes vs chat-response parsing updates; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 model/test work vs TDT loss kernel integration; different areas." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 changes vs cls.config resolution order fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes vs model-creation skill PR; no shared underlying bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM addition vs skill scaffolding PR; different purpose and code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same fixed_cross_entropy helper to forward supported nn.functional.cross_entropy kwargs; they are the same underlying bug/change and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet. The only supported duplicate-like pair is 43251/43254: both touch src/transformers/loss/loss_utils.py, share issue target 43240, and make the same cross-entropy kwargs fix. The other pairwise rejections are conservative and align with the distinct files, subsystems, and titles shown in the packet." + }, + "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-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "2c645f7764cc5ab21cab7a0f9d4a6ea05c45c330deb341bab0b0ce9f54d856c3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10868, + "estimated_input_tokens": 2717, + "estimated_eval_tokens": 5690 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10868, + "estimated_input_tokens": 2717, + "estimated_eval_tokens": 5690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are VibeVoice-related, but they target different deliverables (base model vs realtime extension), and the Parakeet RNNT PR is a separate model addition despite shared auto-registry edits.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the strongest representative: it is the original VibeVoice implementation, non-draft, and has substantial review activity and a broader foundational scope than the later realtime follow-up.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best global representative because it is the most complete and established VibeVoice change set; #42781 is a narrower extension, and #46331 is unrelated to VibeVoice.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related VibeVoice work, but not the same underlying change: one implements the base model, the other adds realtime support with additional tokenizer/feature-extractor/generation changes. They are better treated as separate PRs." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "Different model families and different code paths: VibeVoice realtime vs Parakeet RNNT. Shared auto-files are incidental registry updates, not evidence of duplicate functionality." + } + ] + }, + "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": "ecc64e09f5945734ba67b26fabeba0e9a17df89cb72a14b5e5ce1db6af5b267e", + "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": "These are two unrelated feature pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick PR #41224 as the representative PR because it is a focused, self-contained feature addition with clear model-specific implementation and tests; the cluster itself is not a duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the better overall representative for the cluster only in the sense that it is narrower and more self-contained, but it is not actually related to PR #40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and code paths: TimesFM covariate forecasting vs DINOv3 image classification support. Shared high-level theme of adding functionality is too broad to treat as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "b7e69a1db42731d35ff31bfadcd1e0bdef59b9341c19fde30248fecbaee0087e", + "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 unrelated model-addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share common Transformers integration files, but the actual model code, docs, and tests target different architectures, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR adds a different model family and there is no single underlying change to deduplicate.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for duplicate triage; none of these PRs is a substitute for the others because they implement separate model integrations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac); overlap is only in shared auto-registration/docs scaffolding, not the same code change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6); shared integration files are generic and do not indicate the same bug or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "050acccabe36270a553066c722d4964e906d7819a7a5b3985bb8ecad4036258d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions, but they target different action families and different problems: one is a broad Node 24 compatibility sweep, the other is a narrower Docker build-push-action bump. They are related in theme, not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better cluster representative because it is broader and explicitly about GitHub Actions Node 24 compatibility across many workflows, while 42976 is a narrower docker action version bump.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best fit as the representative PR for this cluster since it covers the wider actions-upgrade effort and has the clearest, most general title.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both PRs upgrade workflow actions, but they change different concrete dependencies and code paths: 42975 focuses on checkout/cache/upload-artifact and Node 24 compatibility, while 42976 updates docker/build-push-action to v6. They are not the same underlying fix and would not be merged into one PR as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "99370cdd71ef1f33c2c8fda05dac7008636dced13cbf766bd40e68250dc5849e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are separate model-addition efforts (ViT NEPA, Molmo, Molmo2, CTSM). They share a similar integration pattern in docs/auto-registry files, but each targets a different model and codebase, so they are not duplicates or mergeable into one change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and code paths: ViT NEPA vs Molmo. Shared registry/docs updates are just the standard pattern for adding a new model, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. They touch overlapping auto/docs files, but the actual implementations, configs, and tests are for distinct models." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model implementations. Similar documentation/auto-mapping edits do not make this the same bug or change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families with different modeling, processing, and test files. They are not one concrete fix and would not plausibly be merged into a single PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are distinct model additions. The overlap is only in shared registration/docs infrastructure, which is not enough for duplication." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM implement different models and add different feature sets. Shared auto-registration changes are incidental and do not indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46380" + ], + "prepared_review_unit_hash": "f1d88b1aa2f8309d80efa49fd3341bd184c6eb49be7263497333f975645c8c3b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are pull requests, but they target different problems: Whisper decode batching, test-file edits, FP8 dequant/padding, and generation watermarking config validation. The soft similarity is too broad to treat any pair as the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the strongest representative: it contains a concrete runtime fix in generation config validation, with a clear code-path change and supporting tests across affected models.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the best overall representative because it fixes a specific bug in `GenerationConfig.validate()` handling of dict-valued `watermarking_config`, which is a concrete, user-facing code-path issue. The other PRs are either narrower, test-focused, or address unrelated subsystems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decoding changes are unrelated to the inserted failing assertions in CLIP/ViT tests; no shared concrete bug or mergeable fix path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode logic and FP8 dequant/padding are different subsystems and different failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenization/decode and generation watermarking validation do not describe the same underlying bug or change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "One is test-file noise with failing asserts; the other is a real FP8 runtime fix. They are not the same change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "The test-only edits in CLIP/ViT are unrelated to generation config watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequant/triton padding issues and watermarking config validation are separate concrete bugs in different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 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": "6df449339d3e7556bcd8315a5b7f507d1c155942038851410688d8a5ce225fb4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: #43488 is a narrow repo-bot/check-format test PR centered on setup/version/dependency tweaks, while #43532 is a broader CI/workflow and testing-utils change. They only overlap on a shared test filename and do not appear to fix the same concrete problem.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR between these two: they target different changes and do not share the same underlying bug or implementation path.", + "best_issue_reason": null, + "best_pr_reason": "#43532 is the better representative of the cluster because it is the more substantive, concrete change set affecting CI/workflow behavior and test utilities; #43488 is a much narrower repo-bot/format-check PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared test filename alone is not enough; the diffs address different concerns (repo-bot/version/dependency setup vs CI/workflow and testing utilities), 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": 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": "f126a0576477c951adaf1dc27ad5c6352612b952a05069c130d7357e432f8919", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some scaffolding and docs updates, but they target different tasks, different pipeline modules, and different model/test coverage.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for deduping: the PRs implement different segmentation features, not the same concrete bug or change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the broader PR, with more model integrations and tests, but it is still not a substitute for #43612; neither should be treated as the duplicate canonical.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Shared docs/pipeline scaffolding alone is not enough: one is for concept segmentation and the other for visual segmentation, with different pipeline modules, task docs, and model/test targets. They do not look like the same code-path fix or a single 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": 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": "730a2cd1940e4aa7bee4b8632310ebbb906a5951349d076e191a6fc9d642a9dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open PRs that happen to touch `trainer.py`: one changes gradient-accumulation loss scaling behavior, the other refactors signature-column filtering for custom trainers/PEFT models. They do not look like duplicates or the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits well because the cluster is heterogeneous; the PRs address different trainer code paths and different extensibility concerns.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must represent the cluster, `#43651` is slightly better as a concrete behavioral change with a clear code-path fix; `#43663` is a separate refactor around input column filtering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different problems: `#43651` changes loss scaling during training steps, while `#43663` changes signature-column derivation for trainer input filtering. Same file, but not the same underlying bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "23f4d8420a37a636f28ed3cecea4530a810387d09ee19494d549ca4a1c02f82b", + "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 and both relate to annotation/import NameErrors, but they target different concrete fixes and are not safe duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the more specific and directly reproducible fix: it addresses the pydantic/TypeAdapter import problem by moving the import under TYPE_CHECKING and stringizing the annotation.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the better representative of this cluster because its change is narrowly scoped to the TypeAdapter NameError path and has the clearest bug description.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both edit src/transformers/cli/serve.py and mention TypeAdapter-related issues, but 43656 appears to be a broader annotations/typing cleanup, while 43842 specifically fixes the pydantic-not-installed TypeAdapter import path. They are related, but not the same concrete bug or mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request: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:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|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": "3f529388ecff74548c7ae59ab4cb87dc139c3e6719f27bba485e42f16402aef3", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84900, + "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 a broad thematic rollout of standardized output-tracing refactors across many model families, but only a few pairs are true duplicate-like overlaps within the same concrete code path. The conservative duplicate candidates are mostly the GPT-J/CodeGen and GPT-Neo iterations; cross-family links such as Flaubert/XLM vs LongT5 should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the real duplicate family: it is the later, broader GPT-J/CodeGen output-tracing refactor, explicitly tied to #43979, and it overlaps directly with the earlier GPT-J/CodeGen variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single anchor for the cluster\u2019s concrete duplicate family because it captures the same standardized output-tracing change in the same GPT-J/CodeGen path, with later and broader coverage than the earlier iterations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J/CodeGen); sharing the broader refactor theme or issue target is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet and DeBERTa v2 are unrelated concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing path and overlapping decorator migration in the same model area; plausible duplicate/superseding iteration." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RT-DETR ResNet vs EfficientNet are different model implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet are different concrete changes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are separate model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are unrelated model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file and same output-tracing refactor path; this looks like an overlapping iteration of the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different model families and code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output-tracing cleanup is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated concrete changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model-specific refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated beyond the shared migration theme." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are unrelated; same broad refactor pattern is not enough." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are different concrete model changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44017", + "accept": false, + "reason": "GPT-Neo and SegFormer are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated concrete code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different model refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different concrete changes." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated model families with no shared filenames or issue targets; the right-hand PR is LongT5, not a Flaubert variant." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer and GPT-Neo are unrelated model paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are separate model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44010", + "accept": false, + "reason": "GPT-Neo and SqueezeBert are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa v2 are separate model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are separate model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and VITS are unrelated model implementations." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is not fully conservative. Most verdicts are grounded, but at least one accepted soft-edge is clearly unsupported: pull_request:44101 vs pull_request:44161 pairs Flaubert/XLM with LongT5, which the packet shows are unrelated model families with no shared filenames or issue targets. The reason also cites 44116, not the actual right-hand PR, which is a precision error. Because the summary also repeats the unsupported idea that Flaubert/XLM is part of the same duplicate family, I can\u2019t accept this as fully grounded." + }, + "evaluator_used": true, + "retried": true, + "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": "2bd0a8570b89fca0ce8ab2f0da105ebb7e19df562e484939376512c416789ed1", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "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-specific PRs migrating different architectures to standardized output tracing/capture_outputs. They share a refactor pattern, but they do not look like duplicate fixes or mergeable into one PR.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared theme because its title and diff directly describe the standardized output-tracing refactor, but it remains model-specific rather than a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best cluster anchor: it is a clean, generic example of the output-capture migration and most directly reflects the common refactor pattern across the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Same migration theme, but FocalNet and ImageGPT are different model codepaths with distinct implementations; not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet have different forward paths and output handling; this is a shared refactor style, not one duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBert touches different model internals and output-capture setup; too broad to treat as the same PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different output-tracing codepaths; they are related by refactor pattern only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are separate architectures; this is not the same concrete bug or change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different codepaths, and the SpeechT5 diff also changes layer output signatures/cache behavior, so they are not mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43998-14", + "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", + "pull_request:46438" + ], + "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: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", + "pull_request:44000|pull_request:46438", + "pull_request:44027|pull_request:46438", + "pull_request:44029|pull_request:46438", + "pull_request:44028|pull_request:46438", + "pull_request:43998|pull_request:46438" + ], + "prepared_review_unit_hash": "0d9d5eb2badf6a57fd4447495346e436f8825d051222f61cf597cf3a1f3dbf75", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43567, + "estimated_input_tokens": 10892, + "estimated_eval_tokens": 22040 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43567, + "estimated_input_tokens": 10892, + "estimated_eval_tokens": 22040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose theme match around output-tracing refactors, but the PRs are model-specific and not duplicate fixes. They touch different architectures and code paths, so I would not merge them together as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one representative must be chosen, PR 44003 is the broadest concrete refactor in the set: it spans both `mamba` and `falcon_mamba` and introduces the output-capture plumbing. It is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best global representative because it is the most substantial model refactor here and most clearly shows the tracing-pattern change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor motif, but unrelated code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); only a generic output-tracing cleanup." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures (`timm_backbone` vs `univnet`); not the same underlying bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` and `mamba`/`falcon_mamba` are unrelated implementations; not one concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `rwkv`); same theme only, not the same code path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `univnet`); only a shared refactor pattern." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `upernet`); unrelated implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families (`mobilenet_v1` vs `depth_anything`); not the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `vision_encoder_decoder`); only similar tracing changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `speech_encoder_decoder`); not one underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families (`vision_text_dual_encoder` vs `univnet`); same decorator-style refactor, different code." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (`vision_text_dual_encoder` vs `upernet`); unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families (`vision_text_dual_encoder` vs `mamba`/`falcon_mamba`); not mergeable as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models (`vision_text_dual_encoder` vs `depth_anything`); no shared implementation bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (`univnet` vs `upernet`); only the refactor style is similar." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families (`univnet` vs `mamba`/`falcon_mamba`); not the same code-path problem." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models (`univnet` vs `depth_anything`); only superficial similarity." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`upernet` vs `rwkv`); unrelated code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different models (`upernet` vs `mamba`/`falcon_mamba`); not one underlying fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems (`mamba` vs `codegen`); same output-tracing pattern, but not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models (`timm_backbone` vs `codegen`); only generic output-tracing cleanup." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models (`univnet` vs `codegen`); unrelated code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models (`upernet` vs `codegen`); not the same bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models (`vision_text_dual_encoder` vs `codegen`); no shared implementation." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); both refactors, but unrelated code." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`); not one concrete fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (`depth_anything` vs `superpoint`); unrelated code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`depth_anything` vs `rwkv`); same tracing theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`depth_anything` vs `dpr`); not the same underlying issue." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`vision_encoder_decoder` vs `rwkv`); no shared code path." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder wrappers (`vision_encoder_decoder` vs `speech_encoder_decoder`); similar pattern, distinct implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (`vision_encoder_decoder` vs `superpoint`); not the same bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`vision_encoder_decoder` vs `dpr`); unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (`speech_encoder_decoder` vs `superpoint`); not the same code path." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`speech_encoder_decoder` vs `rwkv`); only superficial similarity." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`speech_encoder_decoder` vs `dpr`); not mergeable as one PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`superpoint` vs `rwkv`); unrelated refactors." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`superpoint` vs `dpr`); not the same change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`rwkv` vs `dpr`); same motif, different implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:46438", + "accept": false, + "reason": "A model refactor vs a tooling/performance change in `utils/check_modular_conversion.py`; unrelated." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46438", + "accept": false, + "reason": "Different areas (`speech_encoder_decoder` vs modular conversion tooling); no shared bug." + }, + { + "left": "pull_request:44029", + "right": "pull_request:46438", + "accept": false, + "reason": "Different areas (`rwkv` vs modular conversion tooling); not the same change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:46438", + "accept": false, + "reason": "Different areas (`superpoint` vs modular conversion tooling); unrelated." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46438", + "accept": false, + "reason": "Different areas (`timm_backbone` vs modular conversion tooling); no overlap beyond similarity." + } + ] + }, + "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": "11d56450bff8555a07eb8868e66950595f70b5b96ee1faee24a4a08cd86bce95", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-addition PRs (PenguinVL vs Voxtral TTS) that overlap only in shared Transformers registry/boilerplate files, not in the underlying feature or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "45401 is the more clearly scoped PR and explicitly targets issue 45027; 44662 is a different model implementation entirely.", + "best_issue_reason": null, + "best_pr_reason": "45401 is the strongest representative if one must be chosen: it has an explicit issue target and a focused Voxtral TTS implementation. 44662 is a separate PenguinVL model PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying changes: one adds PenguinVL, the other adds Voxtral TTS. Shared auto/docs files are just common registration boilerplate, not evidence of the same bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-44979-4", + "nodes": [ + "pull_request:44979", + "pull_request:45363", + "pull_request:45666", + "pull_request:46339" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363", + "pull_request:45363|pull_request:46339", + "pull_request:45666|pull_request:46339" + ], + "prepared_review_unit_hash": "28b5fe517eb86e186ea5d0b9218eeadea9507dd8d1bdae6d5992aedddca5fc85", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9634, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9634, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster centers on Transformers KernelConfig-based n-to-1 kernel fusion. 44979 is a broader Module Fusion API and is not the same concrete change as the later KernelConfig PRs. Among the KernelConfig PRs, 45666 looks like the broadest representative, while 46339 appears to be a later related refinement rather than a clearly more complete superset.", + "confidence": 0.76, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45666 is the best cluster representative because it covers the main KernelConfig n-to-1 fusion path across core loading, hub-kernel integration, modeling, tests, and an example, with broader file coverage than 46339. 46339 is closely related, but the packet does not clearly show it subsumes the earlier KernelConfig PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45666 is the strongest single representative of the shared KernelConfig fusion work: it touches the core loading path, integration code, modeling changes, tests, and an example, so it best captures the cluster\u2019s main change surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related subsystem, but not the same underlying change: 44979 introduces a generic Module Fusion API, while 45363 implements a concrete KernelConfig-based n-to-1 fusion path." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": true, + "reason": "They target the same KernelConfig-driven n-to-1 fusion path with overlapping integration and modeling files; 46339 looks like a related later refinement that could plausibly be merged into one PR." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": true, + "reason": "Strong overlap on the same KernelConfig fusion feature and shared core loading/integration/modeling/test files; related and plausibly mergeable into one PR, though 45666 has broader coverage." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster direction is reasonable, but the reasoning overstates the evidence in a few places. In particular, the packet supports that 46339 is later and overlaps with 45363/45666, but it does not clearly \u0581\u0578\u0582\u0575\u0581 it is the \"most complete\" or that it subsumes the earlier PRs; 45666 actually has broader file coverage and a larger diff_size. The soft-edge verdicts should stay more tentative (e.g. \"related and possibly mergeable\") rather than \"clearly iterations\" of the same change." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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": "cb99bcba6aa9e1669a8e8290ccf07b1979da798abd9451e295925f08b4bde8c9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file and on the same issue target. PR 45317 is the more complete version because it includes regression tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick PR 45317 as canonical: it fixes the same concrete bug as 45086, but it is more complete and better validated with an added test file. The shared hunk and issue target make it the clearest representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall representative because it covers the same fix as 45086 and adds tests, making it the most merge-ready version of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs change the same code path in the same file to fix the same AttributeError, with identical core edit and the same explicit issue target. 45317 looks like a follow-up/expanded version 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-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "a7b5655381e62cd7884010ae35701c9c5cced9eb5f2733d8d654fe3fbfeab95f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are NemotronH-related PRs, but they target different changes: one is a focused refactor/conversion-mapping update for NemotronH inheritance, while the other is a broader model-family split adding NemotronHDense/NemotronHSparse docs and code. They overlap on shared model files but do not look like the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical PR for the cluster because it is the broader, more complete NemotronH-family change and includes the shared model/auto wiring plus the new dense/sparse variants.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative PR overall because it subsumes a wider slice of the NemotronH work, while #45115 is a narrower refactor/conversion-mapping adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared subsystem and filenames are not enough here: #45115 is a narrow inheritance/conversion-mapping refactor, while #45569 introduces separate NemotronHDense/NemotronHSparse models and documentation. They do not appear to fix the same concrete code-path problem and would not plausibly merge 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": 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": "3f0dd448302fdc7b2277cdbf0ec3efa0352a7a8601f7cbdfa9de461f9a9f3a51", + "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 related heterogeneous-model feature PRs, but not duplicates: one adds per-layer config plumbing, while the other adds broader per-layer modeling/cache integration. They share support code, but they target different layers of the feature and would not be merged as the same concrete change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45332 is the better canonical PR because it is the broader, more complete change set: it includes the per-layer configuration support plus modeling/cache integration and tests, whereas pull_request:45333 is a narrower config-only foundation.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45332 is the best representative of the cluster because it covers the larger end-to-end heterogeneous-model implementation and subsumes the shared configuration groundwork.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Do not treat as duplicates. 45333 is specifically per-layer config support, while 45332 extends into heterogeneous modeling and cache behavior. They share infrastructure and likely build on each other, but they are different feature slices rather than the same code-path 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": 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": "b8a67cc061f0a07ca9b9ed9c530bd8425d9162b38834dbef84d259bdeba64bcf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs in transformers, but they address different scopes: one is a broad type-checking pass across many files, the other adds typing helpers/protocols and related fixes in a smaller set of modules. They do not look like the same underlying change, so they should not be clustered as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 45415 is a broad mechanical type-checking sweep, while 45425 is a targeted typing-API refactor with specific protocols and utilities.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative of the cluster because it is more concrete and self-contained; 45415 is a wider repo-wide typing cleanup rather than one focused change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing-related files are not enough here: 45415 mainly adds type-check ignores and broad annotations across many modules, while 45425 introduces typing protocols/helpers and specific fixes. They are not the same concrete code-path change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "13adb261e9dcf42f30fad69fe40b270542c038718e9a7b4aeeee3321f64850c3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both cache-aware multi-token forward fixes, but they target different model families and different code paths: Qwen/Olmo linear-attention forward logic vs Mamba2 CUDA kernel state handling. They are related thematically, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45513 is the broader representative of the cache-aware multi-token forward bug class, spanning multiple Qwen/Olmo model variants and tests, whereas PR 46084 is a separate Mamba2-specific kernel fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45513 is the better cluster representative because it covers the broader family of cached multi-token forward corrections across several model implementations and includes corresponding test updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying bugs and code paths: 45513 fixes multi-token cached forward logic in Qwen3.5/Olmo linear attention models, while 46084 fixes Mamba2 use_cache handling in cuda_kernels_forward. Similar theme, but not the same concrete change and not mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "d9f99b84b492960b4f8756ff54959eec4eb93d3d22194f5c39c6a79c25bff6f3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related thematically around expert parallelism, but they fix different bugs on different loading paths: one targets EP + ZeRO-3/accelerate config handling, the other targets EP + FSDP2 rank-0 broadcast overwriting experts. They should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "45662 is the more comprehensive and concrete fix: it spans multiple code paths and directly addresses expert weights being overwritten during distributed loading, while 45548 is a narrower loader/config serialization patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different concrete bugs and fix paths: 45548 changes distributed config serialization and EP detection for ZeRO-3/accelerate loading, while 45662 fixes expert parameters being overwritten during FSDP2-style sharded 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": "7e3e4a34e8011780b93862087e9eba87e5974498587a1bdc88eccade483d2bda", + "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 address the same xdist/captured_info debugging-log collision in the testing utilities, with PR 45645 expanding the fix to CI log collection as well.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe testing_utils fix plus the CI workflow adjustment needed to consume multiple captured_info files, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative for the cluster: it targets the same bug as 45639, covers the broader artifact-handling path, and is more likely to be the final merged form of the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying xdist collision problem for captured_info/debug log artifacts and overlap on the same testing_utils/test code path, so they look like two versions of the same change rather than separate fixes." + } + ] + }, + "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:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "fd86d774ddf948ae370026dea11d4798c299dce272a4d69a7c874feb4d07013e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7029, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7029, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates as a cluster. Two PRs are both model-specific SDPA/attn dispatch enablement, but they target different model families and code paths; the third PR is unrelated AutoModel registry wiring.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46320 is the best representative of the cluster only in the sense that it is a concrete attn-dispatch enablement change with model/code/test updates; however, it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #46320 is the strongest single representative because it is a focused implementation change for one model family and has the clearest full-stack scope (modeling, conversion mapping, docs, tests).", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Unrelated changes: AutoModel registry addition for GLM ASR vs RecurrentGemma attn_implementation dispatch support. Different models and different code paths." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both enable SDPA-style attention dispatch, but for different model families (RecurrentGemma vs BLIP-2/InstructBLIP/InstructBLIPVideo). They do not look like the same underlying bug or mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "7ed7abf827aadbeabbeeb7c8c0883957f3e16c4ae6678fb3a3f1d223862bb763", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both linter/modeling-rule changes, but they target different rules and different underlying problems: one adjusts model forward return handling (TRF003), the other enforces preprocessing-flag consumption in image/video processors (TRF016/TRF018). The shared filenames are incidental overlap in common model code, not evidence of a duplicate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these PRs implement different checks for different code paths, so they should not be merged as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 46259 is the clearer representative of the cluster because it introduces a well-scoped new modeling rule with an accompanying docs update, but it is not a duplicate of PR 45720.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying change: 45720 adds can_return_tuple / return_dict handling for model forwards, while 46259 adds a rule about do_* preprocessing flags in image/video processors. Shared files are broad-framework overlap, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "2fe48ebf4d04aa91db76d6183a2e1531e987a167847901d8a379334b0c0bd5e7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: #45932 is a broad model/workflow change set, while #46100 is a test-only migration PR with intentional failing assertions. They do not fix the same concrete bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs are unrelated in purpose and scope, so neither is a duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "#45932 is the better representative of the cluster because it contains substantive code/workflow changes across multiple files, whereas #46100 is a narrow test-only placeholder/migration change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the diffs are unrelated. #45932 changes model implementations and CI workflow secrets; #46100 only adds intentionally failing test assertions in a ViT test file. They do not address the same underlying bug or merge cleanly 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": "a51dfb66a1dd3a27a64ebf54057f8a6a6364e3f614060c7f74254c8ddb19feb4", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are model-specific SDPA dispatch enablement changes, but they target different code paths and architectures (CTRL, T5, and wav2vec2/SeamlessM4T variants). They are related in theme, not duplicates, so none of the soft edges should be merged.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate PR: each change is scoped to a different model family and implementation path, so they should remain separate.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the broadest representative of the SDPA-dispatch theme because it covers multiple speech model implementations and associated tests/docs, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Different model families and separate forward paths (CTRL vs T5); same feature theme, but not the same underlying bug/change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL SDPA dispatch is unrelated to wav2vec2/SeamlessM4T code paths; too broad and model-specific to be merged as one PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 decoder attention dispatch and speech-model SDPA support are distinct implementations with different targets and tests, so not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "825db36a4503b0c494f6c589774d27d5e26be9ad017b460f9f3263f805cfa92a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to distributed training work, but they are not the same underlying change. PR #46126 is a focused EP + Trainer integration patch, while PR #46269 is a broad distributed branch base that rolls in many distributed-system updates across multiple modules. Shared filenames alone don\u2019t make them duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46269 is the broader umbrella branch and the more likely canonical representative of the distributed refactor work, but it is not a duplicate of #46126.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the more concrete, narrowly-scoped change with a clear feature objective, making it the better representative for the specific EP/Trainer integration task.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Different scope and likely different code paths: #46126 targets EP + Trainer integration, while #46269 is a large distributed base rollout touching many unrelated distributed modules. Not plausibly mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46138-2", + "nodes": [ + "pull_request:46138", + "pull_request:46432" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46432" + ], + "prepared_review_unit_hash": "98683e20db1152f93af6ea44127884aec4cb231d12b47e856e60728baad2b1c1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3864, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3864, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both workflow-only chore PRs, but they fix different CI concerns in different files: one changes how self-comment CI passes PR text to a script, the other hardens the SSH runner by pinning a downloaded helper and unsetting HF_TOKEN. They should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different workflows and different code paths, so they are not the same underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick one representative, PR #46432 is the more substantial standalone CI hardening change, but it is still not a duplicate of #46138.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflow jobs and different behaviors: stdin argument passing for self-comment CI vs pinned download plus env cleanup in ssh-runner. They do not fix the same concrete problem and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 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": "5b7f839e8ca5f211302e63314ac59ead0f3f01ff7ff90cb6ae5fadf19bf63300", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related only at a very high level: both replace direct file-open source inspection with safer source-loading logic, but they touch different modules, different helper paths, and different concrete behavior. They do not look like the same underlying fix and should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the more concrete and self-contained source of truth: it targets a specific source-reading heuristic in `modeling_utils.py` and includes tests, whereas PR 46152 is a separate refactor in `import_utils.py` with a different code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the best representative of the cluster because it has the clearest bug-to-fix mapping and the strongest local validation. PR 46152 addresses a different helper and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid `open()` for source introspection, but they fix different code paths in different files (`import_utils.py` vs `modeling_utils.py`) and are not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46173-5", + "nodes": [ + "pull_request:46173", + "pull_request:46343", + "pull_request:46436", + "pull_request:46474", + "pull_request:46475" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46474", + "pull_request:46474|pull_request:46475", + "pull_request:46173|pull_request:46474", + "pull_request:46343|pull_request:46475" + ], + "prepared_review_unit_hash": "5c8e63d871faf8acc8d37da5bd9649188ec5d71b3804f3e98ab606d69302d397", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 11240, + "estimated_input_tokens": 2810, + "estimated_eval_tokens": 5876 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 11240, + "estimated_input_tokens": 2810, + "estimated_eval_tokens": 5876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster splits into two unrelated duplicate groups: a cache_utils type-hint fix and a Falcon-Mamba kernel-warning wording fix. Within each group, the later PR with tests is the better representative.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the whole cluster: PRs 46173/46474 concern StaticLayer.get_seq_length typing, while PRs 46343/46475 concern Falcon-Mamba warning text. Each topic has its own clearer, later representative PR.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR cluster-wide because the items are two separate fixes. If forced to pick representatives, 46474 is the stronger cache_utils PR and 46475 is the stronger Falcon-Mamba PR because both include the implementation and accompanying tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different bugs and code paths: generation cache length handling vs StaticLayer.get_seq_length typing. Shared cache-related wording is too broad to treat as the same change." + }, + { + "left": "pull_request:46474", + "right": "pull_request:46475", + "accept": false, + "reason": "Unrelated PRs in different subsystems and with different issue targets; one is a cache type-hint fix, the other is a Falcon-Mamba warning message change." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying StaticLayer.get_seq_length type-hint fix on the same file and issue target; 46474 is the later, more complete version with tests." + }, + { + "left": "pull_request:46343", + "right": "pull_request:46475", + "accept": true, + "reason": "Same underlying Falcon-Mamba kernel-fallback warning clarification on the same code path and issue target; 46475 is the later, more complete version with tests." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are clearly the same bugfix within the same file/issue target, and the rejected pairs involve different subsystems or different bug fixes. No overstatement of evidence 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-46337-3", + "nodes": [ + "pull_request:46337", + "pull_request:46362", + "pull_request:46368" + ], + "soft_pairs": [ + "pull_request:46337|pull_request:46368", + "pull_request:46337|pull_request:46362", + "pull_request:46362|pull_request:46368" + ], + "prepared_review_unit_hash": "8326d96755be529549993b7e9a625c02a09c78631281879c4c92930e7abbf76e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5962, + "estimated_input_tokens": 1491, + "estimated_eval_tokens": 3238 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5962, + "estimated_input_tokens": 1491, + "estimated_eval_tokens": 3238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated test-only PRs. One fixes Cohere2Moe device-mapping test setup, while the other two independently skip quant-cache tests for different model families. They share a broad theme of model test maintenance, but not the same concrete bug or change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46337 is the strongest anchor because it makes an actual test-enabling change to the Cohere2Moe tester configuration, whereas the others only add model-specific skips.", + "best_issue_reason": null, + "best_pr_reason": "PR 46337 is the most substantive and self-contained fix in the set; it addresses a specific failure mode rather than suppressing a test.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46337", + "right": "pull_request:46368", + "accept": false, + "reason": "Different models and different failure modes: Cohere2Moe device-map/offload setup vs NemotronH quantized-cache incompatibility. Same broad testing area, but not the same bug or mergeable fix." + }, + { + "left": "pull_request:46337", + "right": "pull_request:46362", + "accept": false, + "reason": "Different code paths and fixes: one adjusts Cohere2Moe test configuration for accelerate/device mapping, the other skips Deepseek V4 quant-cache generation tests." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46368", + "accept": false, + "reason": "Both skip quant-cache tests, but for different architectures and model-specific cache implementations. Too generic to treat as 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": "f9bb1d9c0cc420c951abb8e926c2a255651c8548a538a59f674f127ccceb250b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model, docs, and tests. They do not look like duplicates or mergeable into one change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the better representative if one must be chosen: it is a self-contained, non-draft model addition with accompanying docs and tests, whereas 46376 is a draft for a different continuous-batching feature.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the strongest standalone change in the cluster: it implements a complete model integration with docs and tests; 46376 is broader, draft, and targets a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different artifacts and code paths: continuous batching multimodal support vs. HunYuan VL model integration. No shared bug or change to merge together." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46465-2", + "nodes": [ + "pull_request:46465", + "pull_request:46470" + ], + "soft_pairs": [ + "pull_request:46465|pull_request:46470" + ], + "prepared_review_unit_hash": "850fb9d20bc32b5b1cf6f3167ba69738eb8afd6cd6671dcc48df3d5e22e5cc8e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4995, + "estimated_input_tokens": 1249, + "estimated_eval_tokens": 2754 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4995, + "estimated_input_tokens": 1249, + "estimated_eval_tokens": 2754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same decoder input-validation error-message bug in T5-family models. PR 46470 is the cleaner, test-backed fix; PR 46465 is a broader variant that changes more model files but targets the same underlying message formatting issue.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46470 is the best representative because it fixes the concrete decoder error-message wording in the core T5-family code path and includes tests, making it the more complete and precise change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46470 is the strongest standalone PR: it directly targets the validation-message typo, is scoped to the affected T5-family models, and adds tests that confirm the behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46465", + "right": "pull_request:46470", + "accept": true, + "reason": "Same underlying bug: decoder input-validation error messages use the wrong prefix formatting. The fixes operate on the same code path and could plausibly be combined into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target the same shared issue target and make closely related decoder error-message wording fixes in overlapping T5-family code paths, with PR 46470 also adding tests. The soft-edge accept is conservative enough because the changes are variants of the same bugfix and could be consolidated into one PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/manifest.json b/snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ee17cf1b8f054a1bd39987f6ef6b89bdd25e66bf --- /dev/null +++ b/snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260607t180020z", + "artifacts": { + "hybrid": "snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-07T18:05:44Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260607T180020Z", + "variant": "hybrid" +} diff --git a/snapshots/20260607T180020Z/manifest.json b/snapshots/20260607T180020Z/manifest.json index c087ffc1b420032f3ebf19eea770d1786d7d9d67..cba05271970d5098f7ed6c97c1c0d7769a5994ac 100644 --- a/snapshots/20260607T180020Z/manifest.json +++ b/snapshots/20260607T180020Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 124 }, "extracted_at": "2026-06-07T18:00:20Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260607t180020z", + "runs": { + "hybrid-model-20260607t180020z": { + "analysis_id": "hybrid-model-20260607t180020z", + "artifacts": { + "hybrid": "snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/manifest.json", + "model": null, + "published_at": "2026-06-07T18:05:44Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260607T180020Z", "watermark": {