diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 82d5380acd0502eb4dcd09fb22ac16e76f99798e..5929dd44b7aa04e7283ba8b5dac6827592b3b21a 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": "20260702T120811Z", - "generated_at": "2026-07-02T12:20:12Z", + "snapshot_id": "20260702T180034Z", + "generated_at": "2026-07-02T18:07:53Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -2143,77 +2143,6 @@ } ] }, - { - "cluster_id": "cluster-46950-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46971, - "issue_numbers": [], - "pr_numbers": [ - 46950, - 46971 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46950, - "right_pr_number": 46971, - "code_similarity": 0.393, - "size_similarity": 0.759, - "file_overlap": 0.5, - "area_overlap": 0.182, - "patch_similarity": 0.184, - "shared_filenames": [ - "tests/models/mamba2/test_modeling_mamba2.py" - ], - "shared_file_areas": [ - { - "filename": "tests/models/mamba2/test_modeling_mamba2.py", - "left_ranges": [ - [ - 418, - 424 - ], - [ - 446, - 451 - ], - [ - 475, - 480 - ], - [ - 498, - 504 - ] - ], - "right_ranges": [ - [ - 418, - 424 - ], - [ - 450, - 456 - ], - [ - 480, - 497 - ], - [ - 508, - 514 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2627,15 +2556,6 @@ ], "target_issue_number": null, "reason": "PRs in cluster-46907-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-46950-2", - "canonical_pr_number": 46971, - "duplicate_pr_numbers": [ - 46950 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46950-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index e790c4999d1df7cc0afe81f9287e1b7595e334cc..5e0e7d1a2ec0a2bfebbfe0083f32893a9c9df03f 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": "20260702T120811Z", - "generated_at": "2026-07-02T12:20:12Z", + "snapshot_id": "20260702T180034Z", + "generated_at": "2026-07-02T18:07:53Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -463,8 +463,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -862,8 +862,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -1268,7 +1268,7 @@ "issue:43782|issue:44960", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "51f8247b7e35725ecab05faa25e94ba2cba18ec2d6684983133de7c31f3f4aee", + "prepared_review_unit_hash": "02fa3a9b57c5996172bcaf69432a379d46285e2a56f0406dc1583026c8861704", "component_budget": { "node_count": 506, "item_count": 506, @@ -1290,198 +1290,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose thematic cluster with a few real duplicates around buffer loading, cache length return types, and Gemma4 quantized embedder casting. Most other pairs are different bugs that only share a subsystem or model family.", - "confidence": 0.84, - "canonical_issue_reason": "#43950 is the best representative of the duplicated non-persistent-buffer regression in Transformers 5.x; it is broader than the narrower manifestations in #44534 and likely #45902.", + "summary": "This cluster is mostly a grab bag of unrelated bug reports, but it contains two clear duplicate mini-pairs: the v5 non-persistent-buffer corruption reports and the Gemma4 quantized multimodal dtype-cast reports. Most other soft-similarity links are too broad or only share a subsystem/model family, so I would not merge them.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43950 is the clearest representative of the strongest duplicate pair in the cluster: it states the core v5 non-persistent-buffer regression directly, and #44534 is essentially the same report in shorter form. It is also more generally phrased than the duplicate, making it a better canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the strongest canonical issue because it describes the core regression clearly and broadly, with the cleanest overlap to the accepted duplicate pairs.", + "best_issue_reason": "issue:43950 is the best global issue representative because it anchors an actual near-exact duplicate pair and describes a concrete regression with a clear code-path problem. The rest of the cluster is mostly unrelated or only loosely similar.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and failure modes: tokenizer detokenization regression vs NVFP4 load/runtime error." + "reason": "Different failures: DeepSeek-Coder detokenization vs Qwen NVFP4 loading. Same general area (tokenizers/model loading) but not the same bug." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and concrete round-trip behavior; not the same bug." + "reason": "Both are tokenizer complaints, but one is a DeepSeek-Coder v1 regression gap and the other is a CodeLlama leading-space round-trip issue. Not the same underlying defect." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: Transformers 5.x mishandles non-persistent buffers and leaves them as junk." + "reason": "Near-exact duplicate: both report the v5 non-persistent-buffer corruption/junk regression." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example mismatch plus quantization failure and the other is a text-embedding quality issue." + "reason": "SigLIP2 docs-example errors vs degraded text embeddings are different issues." }, { "left": "issue:43644", "right": "issue:43950", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is a different code path from non-persistent-buffer corruption." + "reason": "AutoConfig missing fields with trust_remote_code is unrelated to non-persistent buffer corruption." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unrelated training/trainer API error vs DeepSpeed ZeRO-3 model-loading index error." + "reason": "Compute-loss signature breakage and Gemma3 ZeRO-3 loading failure are different code paths." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 explicitly points to the same fix." + "reason": "Same Gemma4 quantized vision/audio embedders dtype-casting bug; #46932 reads like the follow-up/fix for the same underlying problem." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage failures with different root causes and error types." + "reason": "Both are bitsandbytes/storage incompatibilities, but they are different exceptions and likely different failures." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different bugs: autocast dtype mismatch in Phi MoE vs 3D position_ids triggering a Flash Attention crash/NaN issue." + "reason": "Different Qwen/Phi behavior and different failure modes; not the same concrete bug." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but #45920 is broad multi-model wrong IDs while #46489 is a specific DeepSeek-Coder v1 gap." + "reason": "A broad v5 tokenizer regression across many models is not the same as the DeepSeek-Coder-specific remaining tokenizer bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "One is a SigLIP2 embedding quality complaint; the other is a general tokenization-change report." + "reason": "SigLIP2 embedding quality issue vs version-dependent tokenization change; too broad and not the same bug." }, { "left": "issue:45987", "right": "issue:46858", - "accept": true, - "reason": "Same cache API regression: get_seq_length is returning a tensor instead of an int, breaking downstream static-cache arithmetic." + "accept": false, + "reason": "Both concern get_seq_length return types, but one is an API contract complaint and the other is a specific prefill/static-cache arithmetic failure; not clearly the same bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but zero probabilities and degraded text embeddings are not clearly the same concrete bug." + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is poorer text embeddings; too different to merge confidently." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Same non-persistent-buffer/materialization regression; #45902 is a specific manifestation on inv_freq after meta\u2192to_empty(cuda)." + "accept": false, + "reason": "Shared theme of buffer initialization, but one is from_pretrained loading corruption and the other is meta/to_empty materialization reading uninitialized memory. Not the same concrete path." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different mechanisms: Flash Attention crash from 3D position_ids vs CPU-offload incompatibility in rotary embedding." + "reason": "FlashAttention packed-sequence misinterpretation vs CPU-offload incompatibility are different issues." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo missing all_tied_weights_keys." + "reason": "Bad AutoTokenizer error message for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM are unrelated." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Different SigLIP2 complaints: text embedding quality vs HF/JAX implementation discrepancy." + "reason": "Both are SigLIP2-related, but one reports poor embeddings and the other a JAX/HF implementation discrepancy; related family, not the same concrete bug." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to int4 CUDA reserved-memory growth and OOM." + "reason": "Gradient checkpointing with LoRA and int4 quantization OOM are different training/memory issues." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different bugs: Gemma4 FSDP2 shared_kv_states handling vs non-persistent buffer initialization corruption." + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to the Qwen3_5Moe non-persistent-buffer issue." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific ScandiBERT load failure; not the same underlying issue." + "reason": "Loader noise vs inability to load a specific model are not the same bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Different tokenizer/model-loading problems with no clear shared code-path." + "reason": "DeepSeek-Coder detokenization regression and flash_attn import failure on Python 3.13 are unrelated." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Training with DeepSpeed runtime error and early-stopping metric lookup are unrelated." + "reason": "DeepSpeed training runtime error and early-stopping metric lookup issue are unrelated." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA gradient checkpointing inefficiency is unrelated to Qwen3 MoE memory usage." + "reason": "Both are memory/training-related, but LoRA gradient checkpointing and Qwen3 MoE memory usage are different problems." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but they describe different model failures and symptoms." + "reason": "Both are generic load failures, but they affect different models and likely different root causes." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "trust_remote_code field loss is narrower and different from the broader remote_code breakage report." + "reason": "Generic remote_code breakage and missing fields from AutoConfig are related at a high level but not the same concrete defect." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are different model-specific bugs." + "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FineGrainedFP8Config failure are different issues." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different failures: Voxtral tokenizer error message vs glm-4v-9b load failure." + "reason": "Voxtral tokenizer error messaging vs glm-4v-9b load failure are unrelated." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression and flash-attn2 fallback logic are unrelated." + "reason": "Tokenizer loading regression and flash-attn fallback blocking are different subsystems and bugs." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific issues." + "reason": "Qwen3VL weight_only loading error and GLM5 are not the same issue." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing a missing model class and a bitsandbytes Int8Params constructor incompatibility are unrelated." + "reason": "Import error for Qwen2_5_VL vs bitsandbytes Int8Params constructor incompatibility are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and flash_attn import error are different failures." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training/DeepSpeed runtime error and early stopping metric configuration bug do not share the same underlying code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The true-duplicate calls that were accepted are well supported by the issue titles and descriptions, and the false calls mostly avoid overclaiming cross-issue equivalence. I don\u2019t see a material overstatement that would warrant rejection." + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The two accepted duplicates are strongly supported by the issue titles, and the rejected soft edges generally avoid overclaiming beyond shared model/family surface similarity. No mergeability concern applies here since these are issue pairs, not PR pairs." }, "evaluator_used": true, "retried": false, @@ -1581,7 +1593,7 @@ "issue:44479|issue:44560", "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "d448eb0a010ce28678cd82c60d14bff380053a35a62d1ac0ac118ab60256521c", + "prepared_review_unit_hash": "f9d657c770ceccbc629cbcf4995e123e77d37c7346371e180aa9300b25c93580", "component_budget": { "node_count": 506, "item_count": 506, @@ -1603,186 +1615,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster with many lookalike but unrelated issues. The clear duplicate subclusters are the removed-pipeline docs regression, the `_is_hf_initialized` loading incompatibility, Qwen3 ZeRO-3 weight-loading failures, and the training-loss double-shift variants.", - "confidence": 0.72, - "canonical_issue_reason": "No single canonical issue cleanly covers the whole cluster; the best representative of the clearest duplicate subcluster is #44509 because it most explicitly captures the removed-pipeline docs regression.", + "summary": "This set is mostly heterogeneous, with only a few strong duplicate-like pairs. The clearest true duplicates are the v5 docs cleanup issues, the identical mask-shape IndexError reports, and the nearly identical training-loss double-shift reports.", + "confidence": 0.77, + "canonical_issue_reason": "issue:46894 is the best representative issue here: it is a concrete, well-scoped bug report with inbound references and an explicit near-duplicate in 46897.", "canonical_pr_reason": null, - "best_issue_reason": "#44509 is the strongest issue candidate: it is specific, complete, and directly names the removed pipeline tasks, making it a better representative than the narrower duplicate report.", + "best_issue_reason": "issue:46894 is the strongest single issue candidate overall: specific failure, clear duplicate linkage, and enough context to act on.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different bugs: an MPS int histogram failure in MoE code vs a Gemma4 device-map forward mismatch." + "reason": "Different bugs: MPS histogram error in MoE vs a device-mismatch forward failure." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both are tokenizer/attention related, but the concrete failures differ: Mistral regex patch crash vs flash-attn2 fallback gating." + "reason": "Unrelated: Mistral regex patch crash vs flash-attn fallback gating." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code model breakage and a Gemma4 device mismatch are unrelated code paths." + "reason": "Different failure modes and subsystems; no shared concrete bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "One is a tokenizer-mapping edge case for add-new-model-like; the other is a broader remote_code regression." + "reason": "Tokenizer-mapping edge case vs remote_code breakage; not the same issue." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are model loading failures, but for different model classes and different missing attributes." + "reason": "Both are loading errors, but for different models and different root causes." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE is not the same as Gemma4 device placement during forward." + "reason": "Different runtime errors: autocast dtype mismatch vs PLE device mismatch." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Different symptoms and likely different fixes: Qwen3 MoE LoRA compatibility vs a warning about tied embeddings." + "reason": "Different Qwen LoRA warnings/failures; only loosely related by model family." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizer/model regressions, but the concrete Kimi tokenizer codec issue is distinct from generic remote-code breakage." + "reason": "Both are tokenizer regressions, but the reported breakages and causes differ." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Related tokenizer performance area, but different API directions and different concrete regressions." + "reason": "Same area, but different conversion functions and different performance bugs." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO multi-GPU device-map failures." + "reason": "bitsandbytes init incompatibility vs YOLO multi-GPU device-map failure." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both concern DeepSeek tokenizers, but the root causes differ: LlamaTokenizer pre-tokenizer override vs a gap in an earlier fix." + "reason": "Both tokenizer regressions, but they point to different model families and root causes." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Different model-construction failures: composite Qwen text_config unwrap vs remote-code config_class lookup." + "reason": "Composite-config handling vs remote-code config_class lookup; not the same bug." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression after v5 pipeline removals; both report stale references to removed pipeline tasks." + "reason": "Same docs cleanup for pipeline tasks removed in v5." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied-weight handling and non-persistent buffer corruption are different issues in different parts of model loading/saving." + "reason": "Tied-weights bug vs non-persistent buffer corruption; different code paths." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Near-identical training-loss double-shift bug reports for two model families; both point to the same underlying loss-label shifting problem." + "reason": "Same training-loss double-shift bug; only the affected model name differs." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "Same `_is_hf_initialized` incompatibility during empty-weight/model init loading; the titles describe the same constructor-arg failure." + "accept": false, + "reason": "Same keyword name appears, but these are different failures with different loaders." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both involve newer remote-code behavior, but one is tokenizer/model compatibility and the other is missing config_class on remote-code models." + "reason": "Both involve model loading, but the concrete failures are different." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper runtime failure and a specific fbank feature function issue are too broad to treat as the same bug without stronger evidence." + "reason": "Different audio feature extraction issues; not the same bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed/MoE training, but one is weight conversion/loading and the other is gradient averaging with loss kwargs." + "reason": "Both mention DeepSpeed, but one is weight conversion and the other is gradient averaging." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffective and missing supports_gradient_checkpointing are related but not the same concrete bug." + "reason": "Different LoRA/gradient-checkpointing problems on different model families." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Both mention training/runtime errors, but the specific failures are different and do not point to one shared bug." + "reason": "Different error types and different trainer behaviors." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Tokenizer loading errors for different models; the Voxtral error-message issue is not the same as the est-roberta tokenizer failure." + "reason": "Bad error message for Voxtral vs tokenizer load failure for est-roberta." }, { "left": "issue:43940", "right": "issue:45313", - "accept": true, - "reason": "Same concrete class of bug: ZeRO-3 weight loading fails for Qwen3-family models, just on different variants." + "accept": false, + "reason": "Similar ZeRO-3 weight-loading theme, but model-specific symptoms differ enough to keep separate." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and different load failures; no shared concrete code path is evident." + "reason": "Different model-loading failures for different architectures." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Gradient explosion/SDPA fallback in Qwen3.5 RLHF is unrelated to a flash-attention crash on sink-less models." + "reason": "Gradient explosion under RLHF vs flash_attention crash; unrelated bugs." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "The error strings are similar, but there is not enough evidence they are the same underlying mask-shape bug." + "accept": true, + "reason": "Same exact mask-shape IndexError signature; likely the same off-by-one mismatch bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video regressions, but one is a broad multi-model input regression and the other is a specific StopIteration in Qwen3-VL embedding; too little evidence for a single bug." + "reason": "Different video-input regressions affecting different model families." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different domains: DeepSpeed training weight shape error vs image-processor void segmentation map handling." + "reason": "Training DeepSpeed RuntimeError vs segmentation-map processing failure; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The accepted duplicate subclusters are supported by the issue titles and look like reasonable merge candidates, and the rejected pairs do not overclaim sameness. No obvious evidence overstatement." + "feedback": "The cluster summary is grounded in the packet, and the accepted soft-edge pairs are all conservative and supported by the issue titles/context. The true-duplicate calls for 43827/44509, 41093/44805, and 46894/46897 look reasonable, while the rejected pairs are appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -1798,8 +1810,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -2141,8 +2153,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -2543,7 +2555,7 @@ "issue:43646|issue:43708", "issue:43828|issue:43957" ], - "prepared_review_unit_hash": "4f939df00ea555c8c94c40b91c14645c63d3164f1901cdff1bd6030d83f33fcd", + "prepared_review_unit_hash": "4ade334acf884dc8ff596cf47b0bb2f763bb219c41e838b89eb8f498cdf3f397", "component_budget": { "node_count": 506, "item_count": 506, @@ -2565,186 +2577,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports; only the resize_token_embeddings reports form a clear duplicate subcluster.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45292 is the cleanest and most generic representative of the resize_token_embeddings bug; it captures the shared failure mode without model-specific framing.", + "summary": "Most pairs are unrelated regressions in different model paths. The only clear duplicate chain is around `resize_token_embeddings` not propagating updated embeddings across related model variants; one output-object assignment pair also looks like the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45292 is the cleanest, broadest representative of the resize-token-embedding regression and subsumes the more model-specific reports nearby.", "canonical_pr_reason": null, - "best_issue_reason": "45292 is the best cluster anchor because it is the broadest formulation of the shared embedding-resize regression and can subsume the Gemma4 and T5Gemma variants.", + "best_issue_reason": "45292 has the most generic title and best captures the shared symptom across the duplicate-like resize-token-embedding reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading problems, but one is a vocab-size/token issue and the other is a specific failure to load a checkpoint; too different to be the same bug." + "reason": "Different load-time problems on different models; no evidence they share the same underlying bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different models, different failure modes, and no shared code-path evidence; the similarity is only superficial." + "reason": "Documentation/example errors versus a GLM5 model-loading issue are not the same change." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen device-mapping CUDA assert and AudioFlamingo3 batched token leakage are unrelated bugs." + "reason": "CUDA assert from auto device mapping is unrelated to AudioFlamingo batched inference leakage." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "One is a Torch version compatibility complaint, the other is a meta-device model-loading regression; not the same underlying issue." + "reason": "Torch-version incompatibility and `torch.device('meta')` model-loading failures are different bugs." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Both involve model initialization/loading, but one is an FSDP2 attention-state bug and the other is a from_config text_config unwrap issue." + "reason": "FSDP2 attention-state rebuilding and composite config unwrapping are different code paths." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are different code paths and different symptoms." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex RMSNorm memory leak." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention tied lm_head / generation behavior, but they affect different model families and the described failures are not the same concrete bug." + "reason": "Both mention lm_head tying, but they target different model implementations and are not clearly the same bug." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to mmap-induced OOM on Strix Halo." + "reason": "Unexpected `_is_hf_initialized` argument during `init_empty_weights` is unrelated to Strix Halo mmap OOM." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both touch quantization/memory, but one is offloading behavior and the other is a Transformers 5.x int4 reserved-memory regression; too broad to merge." + "reason": "Both involve quantization/memory, but one is offloading behavior and the other is int4 reserved-memory OOM." }, { "left": "issue:44079", "right": "issue:46829", - "accept": false, - "reason": "ModelOutput key assignment and VideoPrism output fields are not the same bug." + "accept": true, + "reason": "Both point to the same ModelOutput key/field assignment bug; 46829 looks like a concrete model-specific manifestation." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "FSDP2 shared_kv_states rebuilding and CPU-offload incompatibility in Qwen3_5Moe rotary embedding are distinct failures." + "reason": "Gemma4 FSDP2 state rebuild and Qwen3_5MoE CPU-offload incompatibility are distinct failures." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "NVFP4 loading failure and MXFP4 fallback-to-bf16 behavior are separate quantization issues." + "reason": "Different quantization formats and symptoms; these are not the same loading bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language regression only overlap at a very broad transformers/import layer." + "reason": "ImportError for `GenerationMixin` and Whisper `return_language` regression are unrelated." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Reserved-memory OOM under int4 quantization and mmap OOM on Strix Halo are different root causes." + "reason": "Both mention OOM, but the causes are different: int4 quantization vs disabling mmap on Strix Halo." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 token/embedding leak and Gemma4 PLE device mismatch are unrelated model-specific bugs." + "reason": "AudioFlamingo token leakage and Gemma4 device-map mismatch are unrelated problems." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffectiveness with LoRA and the other is an eval-mode restriction; not the same bug." + "reason": "Gradient checkpointing ineffectiveness and eval-mode restriction are not the same bug." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and mmap OOM are separate loading/runtime issues." + "reason": "Meta-device loading failures are different from the Strix Halo mmap/OOM issue." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig and Gemma4 FSDP2 attention state handling are unrelated." + "reason": "Single-layer sparse-layer config bug and Gemma4 FSDP2 shared-kv-state bug are unrelated." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and the official Nemotron example being broken are related only by model family, not by a shared concrete defect." + "reason": "Checkpoint loading failure and a broken official example are too different to merge as duplicates." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Both report the same resize_token_embeddings regression: updated token embeddings are not propagated to output embeddings / related tied embeddings." + "reason": "Same `resize_token_embeddings` regression: embeddings/output heads are not updated consistently." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video input regression for Qwen VL models and strict granite_speech config loading are different issues." + "reason": "Video-input regression for Qwen VL models is unrelated to strict Granite Speech config loading." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation and RLHF NaN explosion from Qwen3.5 SDPA fallback are not the same bug." + "reason": "Eval-mode checkpointing restriction and RLHF gradient explosion have different root causes." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state save/from_pretrained handling and mmap OOM on Strix Halo concern different mechanisms." + "reason": "`save/from_pretrained` extra_state handling is unrelated to the mmap/OOM issue." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE marker handling and continue_final_message logic are both tokenizer-related but not the same concrete failure." + "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are different concrete tokenizer bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink-less s_aux=None crash and Gemma4 FSDP2 shared_kv_states rebuilding are distinct code paths." + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 attention-state bug are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Read-only permission propagation during save_pretrained and loading the wrong custom module after save_pretrained are different save/load bugs." + "reason": "Permission propagation from custom-model source files is different from loading the wrong custom module after save/load." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Unit-test model loading failure and Qwen3.5 save_pretrained regression are different issues." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "These are the same resize_token_embeddings bug expressed for different model variants: output embeddings / decoder.embed_tokens are not updated after resizing." + "reason": "Same `resize_token_embeddings` failure to update downstream embeddings, just on different model variants." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization breakage is unrelated to extra_state save/load handling." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression and `resume_from_checkpoint` max_steps miscalculation are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to meta-device loading failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is well-grounded in the packet and stays conservative on the soft-edge pairs. The resize_token_embeddings issues are the only clearly mergeable duplicate subcluster, and 45292 is a reasonable generic anchor/canonical issue for that cluster." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The resize_token_embeddings chain is well-supported by the titles, and the ModelOutput pair is phrased as a likely shared bug rather than a certainty. I don\u2019t see an overstatement that would require rejection." }, "evaluator_used": true, "retried": false, @@ -2760,8 +2790,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -3096,8 +3126,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -3491,7 +3521,7 @@ "issue:36032|issue:41720", "issue:43531|issue:44877" ], - "prepared_review_unit_hash": "2f07ad0d3d3cb55e964f24cef5133e3dd7efd2b0a6599982e83ac9f4af9d5ecd", + "prepared_review_unit_hash": "a65820dfed32da06ebc11eaefdde729fa4e444771dc1b3e855ba595d7106250f", "component_budget": { "node_count": 506, "item_count": 506, @@ -3513,186 +3543,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No safe duplicates here: the items are mostly superficially similar Transformers/model-loading regressions, but they split into distinct bugs across different code paths. I rejected all soft edges.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "Mostly heterogeneous Transformers bugs across unrelated models/features. I don\u2019t see any soft-edge pairs that are safely mergeable as duplicates; the only noticeable theme is a cluster of v5 initialization/load regressions, but the concrete failure modes still differ.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43632 is the broadest, most central regression here: a Transformers v5 breakage around `_is_hf_initialized` that could plausibly sit behind several init/load complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the broadest v5 initialization regression in the set and is the closest umbrella-style report, but it still does not safely subsume the other issues.", + "best_issue_reason": "issue:43632 is the best representative issue for this cluster because it is high-impact, broadly scoped, and closer to a root-cause class than the model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Chat-template sampling-rate default bug vs batched/single-output padding-mask bug; both audio-related but clearly different defects." + "reason": "Both are audio-related, but one is a sampling-rate default mismatch and the other is a batching/padding-mask inconsistency; different code paths and fixes." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading vs mistral_common continue_final_message behavior; unrelated subsystems and failure modes." + "reason": "PEFT checkpoint loading for GraniteSpeech and Mistral-common tokenizer message continuation are unrelated behaviors." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Both xLSTM, but one is a trio of training blockers for small models and the other is a train-mode unpacking crash with return_last_states=False." + "reason": "Both involve xLSTM, but one is a broad set of small-model training blockers while the other is a specific train-mode unpacking crash." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage vs non-persistent buffers being filled with junk; both v5 regressions, not the same bug." + "reason": "Custom model initialization breakage and non-persistent buffer corruption are different v5 regressions." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Jupyter/custom-model initialization issue vs buffer serialization/initialization corruption; different concrete code paths." + "reason": "Notebook-defined custom model init and junk-filled buffers are separate failure modes." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "General loading noise vs Mistral tokenizer regex patch crash; no shared underlying defect." + "reason": "Loading noise vs a tokenizer regex-patching crash are not the same bug." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper runtime failure vs YOLO auto device-map multi-GPU failure; unrelated model families and root causes." + "reason": "Whisper runtime failure and YOLO auto device-map failure are unrelated models/code paths." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs template-node compilation TypeError; not the same bug." + "reason": "Fine-grained FP8 config failure and template-node compilation error are distinct issues." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder vs DAC latent-path mismatch due missing STE; both audio models but distinct issues." + "reason": "Both are audio-model bugs, but batched-vs-single padding-mask mismatch is not the same as DAC from_latents vs forward/STE discrepancy." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope-index scaling bug; different model families and logic." + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope-index scaling bug are different concrete defects." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention tied lm_head weights, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent serialization inconsistency; related area, not one bug." + "reason": "Missing weight tying in one model class and device-dependent lm_head serialization are related only at a very broad level, not the same fix." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward vs StaticCache returning a shape-(1,) tensor; separate cache/generation issues." + "reason": "Chunked generation inconsistency with compiled forward and StaticCache seq-length return type mismatch are separate behaviors." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early-stopping metric resolution problem vs TrainerState num_input_tokens_seen not updating; unrelated Trainer bugs." + "reason": "Early stopping metric lookup failure and num_input_tokens_seen not updating are unrelated trainer bugs." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 nonsensical outputs vs OmDet-Turbo processor/model resolution mismatch; different model/processor problems." + "reason": "Siglip2 nonsensical outputs and OmDet processor/model resolution mismatch are different multimodal issues." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast vs Mistral regex patch crash; not the same code path." + "reason": "Tokenizer/model loading failure for a specific repo and Mistral regex patching crash are not the same underlying problem." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both touch v5/init behavior, but one is FineGrainedFP8Config failure and the other is unexpected _is_hf_initialized kwarg handling in init_empty_weights." + "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized argument error are different initialization/config bugs." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n variable-name collision in forward vs Gemma4 4-bit multimodal dtype-cast regression; different multimodal bugs." + "reason": "Gemma3n name collision in forward and Gemma4 unsafe dtype casting are distinct multimodal bugs." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing all_tied_weights_keys on MolmoForCausalLM vs tokenizer loading failure for EMBEDDIA/est-roberta; unrelated." + "reason": "Missing `all_tied_weights_keys` on Molmo and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5Tokenizer add_special_tokens method/name collision vs MobileLLM load key error; different tokenizer/model issues." + "reason": "T5Tokenizer special-token method conflict and MobileLLM key error are different tokenizer-loading failures." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT load failure vs Mistral regex patch crash; no shared concrete bug." + "reason": "ScandiBERT loading failure and Mistral tokenizer regex crash are separate model-specific problems." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export export failure with torch_compilable_check vs processor resolution mismatch; unrelated." + "reason": "torch.export compatibility for torch_compilable_check and processor image-size mismatch are unrelated." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-arg duplication vs model loading failure for a specific checkpoint; different tokenizer/model paths." + "reason": "AddedToken keyword conflict and physical-intelligence/fast loading failure do not appear to share a concrete code path." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Both are v5 API regressions, but one is _is_hf_initialized flag breakage and the other is TimesFM window_size AttributeError; not the same change." + "reason": "Global v5 `_is_hf_initialized` regression and TimesFM window_size AttributeError are different breakages." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next segfault vs Qwen3OmniMoe video-processing ValueError; different failure classes." + "reason": "Llava Next segfault and Qwen3OmniMoe video-processing ValueError are both multimodal, but not the same bug." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead vs cache-length return-type contract bug; separate issues." + "reason": "Generation performance overhead and StaticCache length return-type mismatch are different issues." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage registration; related quantization area but distinct bug." + "reason": "Qwen3Moe FP8 config failure and missing Float8 storage type are not the same defect." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Video-input regression across Qwen VL variants vs Qwen2.5-VL rope-index scaling for still images; not the same defect." + "reason": "The titles are related, but one is a broad video-input regression across several Qwen models and the other is a specific still-image temporal-position-id scaling bug; too broad/uncertain to merge as duplicates." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer constructor conflict vs Qwen3 auto device-map cuda assert; unrelated." + "reason": "Tokenizer method name conflict and Qwen3 auto device-map CUDA assert are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs granite_speech strict-config loading failure; different models and roots." + "reason": "Qwen3-MoE sliding-window behavior and GraniteSpeech strict-config loading are different model/config issues." } ] }, @@ -3711,8 +3741,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -4034,8 +4064,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -4349,8 +4379,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -4661,8 +4691,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -4952,8 +4982,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -5264,8 +5294,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -5579,8 +5609,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -5890,8 +5920,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -6181,8 +6211,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -6491,8 +6521,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -6792,8 +6822,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -7082,8 +7112,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -7382,8 +7412,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -7753,7 +7783,7 @@ "issue:33666|issue:36010", "issue:44821|issue:46821" ], - "prepared_review_unit_hash": "f4454435cf1fe2fa6fff7ec7716119130d158a191567076c876a08fc84c139fa", + "prepared_review_unit_hash": "fd8ecee007acf2a1c99a88b80489e7e6c0bd19d5ac5cfc14d161df8a6783d214", "component_budget": { "node_count": 506, "item_count": 506, @@ -7775,162 +7805,162 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues across tokenization, model loading, backend dependency handling, and model-specific regressions. None of the proposed soft pairs look like the same underlying bug/change, so I would not merge any of them.", + "summary": "The items are highly heterogeneous; the soft pairs are only superficially similar and do not appear to be the same underlying bug/change. I would not deduplicate any of them.", "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out: the set spans many different models and code paths, so there is no clear duplicate center to anchor the cluster.", + "canonical_issue_reason": "#45701 is the broadest, highest-signal issue here (general tokenizer regression with multiple inbound refs), but the set is too mixed for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the cluster is heterogeneous rather than a tight duplicate set.", + "best_issue_reason": "#45701 is the most representative issue in the cluster because it is broad and well-referenced; still, it should not be treated as a duplicate anchor for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different features and failures: DAC latent reconstruction vs Whisper batch_decode special-token handling." + "reason": "Different bugs: DAC latent decoding vs Whisper batch decode special-token handling." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model complaints, but they involve different models and different bugs (nonsensical outputs vs non-default-resolution failure)." + "reason": "Both are vision-model failures, but the affected models and failure modes are unrelated." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Unrelated: Gemma processor import error vs Windows/ROCm torch.distributed dependency breakage." + "reason": "Different import/dependency problems in unrelated code paths." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Both hit detection losses, but the concrete failure modes differ: AMP fp16 crash vs infeasible cost-matrix error." + "reason": "Both are detection-loss crashes, but they involve different models and distinct error conditions." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "Different subsystems: RT-DETR forward shape/type error vs Gemma4 quantized embedder dtype casting." + "reason": "RT-DETR shape/forward bug vs Gemma4 quantized-embedder dtype casting issue." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Different models and code paths; one is a config attribute error, the other is a diffusion pipeline failure." + "reason": "Unrelated model init/config bug vs DiffusionGemma pipeline failure." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding-window bug and MobileLLM load-time KeyError are unrelated." + "reason": "Qwen3-MoE sliding-window behavior vs MobileLLM loading key error." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are regressions around processors/tokenizers, but they affect different models and distinct behavior." + "reason": "Both are tokenizer regressions, but they target different regressions and code paths." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both involve backend/optional dependency handling, but the backend names and failure paths are different." + "reason": "Different backend/optional-dependency issues; not the same failure." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency vs MacOS bus error on CLIP; no shared underlying bug." + "reason": "Tokenizer consistency issue vs Mac bus error on a CLIP community model." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both concern special tokens, but they are different tokenizers with different concrete failures." + "reason": "Different special-token bugs in different tokenizers with different symptoms." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization regression and FSDP RAM-efficient loading are unrelated." + "reason": "Custom model init regression vs FSDP RAM-efficient loading breakage." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Auxiliary-loss normalization and apex RMSNorm memory leak are separate bugs." + "reason": "Aux-loss normalization bug vs RMSNorm memory leak; unrelated fixes." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Different loading issues: gguf AutoTokenizer/AutoModel path breakage vs Blip2 dtype propagation." + "reason": "GGUF loading breakage vs dtype propagation issue; different subsystems." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Auxiliary-loss normalization and tokenization changes are unrelated." + "reason": "MoE auxiliary-loss normalization is unrelated to generic tokenization changes." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "Different model forward bugs: CLIPVision hidden_states regression vs xLSTM tuple-unpacking crash." + "reason": "CLIP hidden-states regression vs xLSTM state-unpacking crash." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text-encoder weights not loading are unrelated." + "reason": "Smollm3 RoPE-layer bug vs Sam3 text-encoder weight loading issue." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both involve tokenization output, but one is a global clean_up_tokenization_spaces change and the other is a CodeLlama leading-space regression." + "reason": "Both involve tokenizer behavior, but one is a v5 cleanup change and the other is a CodeLlama round-trip spacing regression." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked compiled generation inconsistency and Qwen recurrent-state reset are different bugs." + "reason": "Chunked generation with compiled forward is a different code path from Qwen3.5 recurrent-state reset." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer load failures, but one is an offline model_info call and the other is a separate tokenizer-loading regression." + "reason": "Offline model_info call bug vs tokenizer-loading failure for a specific model; not the same fix." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Different token-ID problems: missing special-token registration vs lost custom IDs after save/load." + "reason": "BigBird special-token decoding bug vs DiaConfig token-ID persistence bug." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Same family but not same bug: video-input regression vs num_labels propagation issue." + "reason": "Video-input regression across Qwen variants vs num_labels propagation bug in Qwen3.5 config." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but the model, trigger, and failure mechanism differ." + "reason": "Different NaN issues in different models and initialization/training contexts." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training discussion and GenerationMixin import error are unrelated." + "reason": "Multi-GPU training question vs GenerationMixin import error; unrelated." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "AutoImageProcessor URL loading vs TimesFM window_size AttributeError; unrelated." } ] }, @@ -7949,8 +7979,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -8275,8 +8305,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -8580,8 +8610,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -8863,8 +8893,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -9174,8 +9204,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -9478,8 +9508,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -9785,8 +9815,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -10076,8 +10106,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -10367,8 +10397,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -10720,8 +10750,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -11004,8 +11034,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -11309,8 +11339,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -11670,7 +11700,7 @@ "issue:39692|issue:44190", "issue:44464|issue:45563" ], - "prepared_review_unit_hash": "4b4b3d0424f643de6115204cad11f719494bbbfab0177b1462e9bba284423955", + "prepared_review_unit_hash": "66c48c19ac4ee98c405d31b4ef417581cd52a624273856867e49100e455e0649", "component_budget": { "node_count": 506, "item_count": 506, @@ -11692,186 +11722,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like a strict duplicate; the set is mostly unrelated model-specific bugs, docs regressions, and generation/cache issues. The best single issue anchor here is the broad Transformers 5.0.0 non-persistent-buffer regression.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43644 is the broadest, most infrastructure-level bug in the set and reads like a reusable root-cause anchor rather than a model-specific edge case.", + "summary": "This set does not look like one duplicate cluster: the soft pairs span unrelated models, configs, generation paths, cache behavior, docs, and vision/audio issues. The title similarities are mostly broad subsystem overlap rather than the same concrete bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and the soft pairs do not point to one underlying defect that can safely represent the whole set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best overall duplicate anchor because it describes a repo-wide regression with likely downstream symptoms across many models.", + "best_issue_reason": "No strong best issue among these; none of the candidates cleanly covers the others as the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both are dtype/quantization-related, but they involve different models and different failure modes, so they do not look like the same bug." + "reason": "Both mention dtype/bfloat16 mismatches, but they affect different model families and likely different code paths." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both touch trust_remote_code caching, but one is a leaf-directory collision and the other is a cache FileNotFoundError; the underlying bugs differ." + "reason": "Both involve trust_remote_code caching, but one is a path-collision bug and the other is a FileNotFoundError from cache loading; not the same concrete failure." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "These are unrelated failures: a Python 3.13 parsing/import issue versus a flash-attention attribute error." + "reason": "Completely different bugs: a Python 3.13 import/IndentationError versus a flash-attention AttributeError." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "One is a config validation problem in LlamaConfig; the other is an image preprocessor padding bug in Swin2SR." + "reason": "Unrelated issues: Llama config validation versus Swin2SR image padding behavior." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decoding and RT-DETR feature-level handling are entirely different code paths and bugs." + "reason": "Whisper timestamp decoding and RT-DETR feature-level handling are unrelated code paths." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "A category-cardinality runtime error is unrelated to the cache seq_length tensor/device arithmetic issue." + "reason": "Category-count overflow and static-cache seq-length tensor arithmetic are different bugs." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is not the same underlying problem as Whisper empty-transcription handling." + "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "One is a docs reference stale after pipeline removals; the other is a model/pipeline correctness bug." + "reason": "Docs still referencing pipeline() is not the same as a model/processor correctness bug in SigLIP2." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both involve chunked prefill/cache, but one is a missing cache regression and the other is a recompilation issue from lazy initialization." + "reason": "Both mention chunked prefill/cache, but one is missing cache state and the other is recompilation from lazy init; not enough to treat as the same bug." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Bart decoder kwargs initialization and embedding reinitialization in post_init are different defects." + "reason": "Different issues in generation and embedding resizing; no shared concrete failure mode." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "A weight-shape mismatch on model load is not the same as an incorrect tied-weights warning." + "reason": "Model weight-shape loading failure versus a tied-weights warning bug; different symptoms and code paths." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "General buffer initialization corruption and GPTNeoX config reload behavior are unrelated." + "reason": "A v5 buffer-initialization regression and a GPTNeoX config round-trip issue are unrelated." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "These are different loss-accounting bugs in different models, not the same concrete change." + "reason": "Load-balancing loss handling and Florence2 training-loss shifting are different bugs." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting and XLMRoberta Flash Attention support are unrelated." + "reason": "Pipeline top_k output-shape regression is unrelated to XLMRoberta Flash Attention 2 support." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning in paged generate is unrelated to Whisper empty-transcription failure." + "reason": "A stale warning in paged generate and a Whisper empty-transcription crash are not the same defect." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A missing import and a Qwen3.5 chat crash are not the same bug." + "reason": "Missing import and Qwen3.5 chat crash are unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and a Python 3.13 import parse failure are unrelated." + "reason": "SwitchTransformers sparse-layer config bug and DebertaV2 Python parsing issue are unrelated." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "One is about an optional post_init policy, the other about strict config loading; they do not share the same defect." + "reason": "Optional post_init enforcement and strict config loading are different compatibility issues." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are unrelated." + "reason": "Qwen2.5-VL video position IDs and Sam3-LiteText memory overflow are different model bugs." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure and local dataset loading failure have no shared underlying bug." + "reason": "torch.compile/SDPA failure and local dataset loading failure are unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Device-map CUDA asserts and a categories-limit runtime error are unrelated." + "reason": "Qwen3 auto device-mapping crash and category-count overflow are unrelated." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "A video-input regression and a KV-cache continuation indexing crash are different code paths." + "reason": "Video-input regression and serve KV-cache continuation indexing are different generation-path bugs." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as the OmDet-Turbo processor size mismatch." + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are different model/processor issues." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "These issues concern different subsystems entirely." + "reason": "SwitchTransformers config bug and image-classification script dataset loading are unrelated." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Flash-attention sink handling and xLSTM state unpacking are unrelated implementation bugs." + "reason": "Flash-attention sink-less model crash and xLSTM return_last_states unpacking bug are unrelated." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "A GLM-4.7-Flash loading problem and a janus image-generation test failure are different issues." + "reason": "Different models and failures: GLM-4.7-Flash load issue versus Janus image-generation test failure." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both mention memory pressure, but one is an OOM symptom in video inference and the other is a model-specific overflow report." + "reason": "Same broad Sam3 family, but OOM in Sam3Video and memory overflow in Sam3-litetext are not clearly the same bug." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "A SigLIP2 docs/model mismatch is not the same as a local dataset loader problem." + "reason": "SigLIP2 docs/model mismatch and local dataset loading in a training script are unrelated." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward generation inconsistency and a stale warning about num_return_sequences are unrelated." + "reason": "Chunked generation inconsistency and a stale num_return_sequences warning are not the same underlying issue." } ] }, @@ -11890,8 +11920,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -12188,8 +12218,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -12499,8 +12529,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -12804,8 +12834,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -13109,8 +13139,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -13420,8 +13450,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -13703,8 +13733,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -14017,8 +14047,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -14336,8 +14366,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -14665,8 +14695,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -14977,8 +15007,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -15296,8 +15326,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -15608,8 +15638,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -15922,8 +15952,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -16227,8 +16257,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -16524,8 +16554,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -16871,8 +16901,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -17196,8 +17226,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -17536,8 +17566,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -17844,8 +17874,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -18221,8 +18251,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -18606,8 +18636,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -19009,8 +19039,8 @@ "review_unit_count": 61, "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-10000-506", "nodes": [ @@ -19148,8 +19178,8 @@ "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": [ @@ -19226,8 +19256,8 @@ "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": [ @@ -19297,8 +19327,8 @@ "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": [ @@ -19360,8 +19390,8 @@ "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-27088-9", "nodes": [ @@ -19706,7 +19736,7 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "2f97846877b6bbcfe96b5081c5e5dc7d09579329d056f0bb5c3b38c196c5fad7", + "prepared_review_unit_hash": "9375190ec42287b5f0445ffa49b7f9a03971e0384b2f4182064afc5aec62e67a", "component_budget": { "node_count": 21, "item_count": 21, @@ -19728,78 +19758,78 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a broad theme cluster of model-request issues, not a duplicate set. The titles span many different models and feature requests (vision, audio, NLP, config support), so none of the soft pairs appear to be the same underlying bug/change.", - "confidence": 0.96, - "canonical_issue_reason": "If a single representative is needed, issue 36879 is the most generic model-addition request and sits near the center of the similarity graph. But it should only be treated as a representative, not a true duplicate canonical, because the rest are distinct requests.", + "summary": "No duplicate cluster here: the items are mostly unrelated model-request issues that only share superficial wording like \"Add/Support \". They span different models, architectures, and modalities, so none of the soft pairs looks like the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "None \u2014 there is no single underlying issue; these are distinct requests for different models/features, so no issue is a safe canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36879 is the best cluster representative because it is a clean, generic 'add model' request and is broadly similar in wording to many others. It still should not absorb the others as duplicates.", + "best_issue_reason": "None \u2014 the set is heterogeneous, so no issue cleanly represents the cluster as a duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa matcher and LoMa detector/matcher are different model requests; same domain, but not the same change." + "reason": "Both are keypoint-related, but RoMa matcher and LoMa detector+matcher are different model requests and not the same concrete change." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "RoMa keypoint matching vs MiniCPM3 model architecture are unrelated requests." + "reason": "Keypoint matcher request vs MiniCPM3 model-architecture request; different domains and code paths." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 model addition are different model requests." + "reason": "EuroBert config addition and DEIMv2 are unrelated model requests." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS support target different models and capabilities." + "reason": "BERT config request vs Qwen3-TTS support; different model families and modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR are distinct model additions, not the same underlying change." + "reason": "EuroBert config vs RF-DETR model request; NLP config work is not the same as vision detection support." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config and XiaoMi MiMo are different model requests." + "reason": "EuroBert config request is unrelated to the Mirko Privitera issue." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate model additions." + "reason": "RF-DETR and DEIMv2 are different vision models; not the same implementation change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio 1.5B are different model/task requests." + "reason": "RF-DETR detection support is unrelated to LFM2.5 Audio." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and the weight-sparse transformer request are unrelated changes." + "reason": "RF-DETR vision model request vs weight-sparse transformer request; different model families." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different models and different tasks." + "reason": "RF-DETR detection vs Qwen3-ASR speech recognition support are unrelated." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS support are different model requests." + "reason": "RF-DETR vision detection and Qwen3-TTS audio generation are different tasks." }, { "left": "issue:37015", @@ -19811,55 +19841,55 @@ "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the weight-sparse transformer request are different model families." + "reason": "NeoBERT vs OpenAI weight-sparse transformer; different architectures and code paths." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio 1.5B are different model domains." + "reason": "NeoBERT NLP model request is unrelated to LFM2.5 Audio." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are distinct model additions." + "reason": "RF-DETR and NeoBERT are different model additions, not duplicates." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model requests, not one concrete fix." + "reason": "NeoBERT request is unrelated to ModernVBERT models." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated." + "reason": "MiniCPM3 architecture addition and Qwen3-ASR support are different feature requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer are different model requests." + "reason": "MiniCPM3 model-architecture work is unrelated to the sparse-transformer request." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model additions." + "reason": "MiniCPM3 and ModernVBERT are distinct model families." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different model/task requests." + "reason": "MiniCPM3 architecture support vs Voxtral TTS support; different modalities and implementation targets." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS support are unrelated model requests." + "reason": "DEIMv2 is a vision model request, while Qwen3-TTS is an audio generation request." }, { "left": "issue:42503", @@ -19871,127 +19901,127 @@ "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models and Qwen3-TTS support are different changes." + "reason": "ModernVBERT and Qwen3-TTS are different model families and tasks." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT models and XiaoMi MiMo are distinct model requests." + "reason": "ModernVBERT models have nothing to do with the Mirko Privitera issue." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS are not the same underlying change." + "reason": "BERT-like RoPE models and Voxtral TTS support are unrelated requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and a general BERT-with-RoPE request are not duplicates." + "reason": "ModernVBERT vs generic BERT-like RoPE request; overlapping wording but not the same underlying model change." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like models with RoPE and XiaoMi MiMo are unrelated." + "reason": "BERT-like models with RoPE are unrelated to the Mirko Privitera issue." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." + "reason": "Generic BERT/RoPE request and a person-named issue are not duplicates." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + "reason": "Mirko Privitera issue is unrelated to SAM3-LiteText." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS support are unrelated." + "reason": "Mirko Privitera issue is unrelated to Qwen3-TTS support." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." + "reason": "Mirko Privitera issue is unrelated to DeepSeek-OCR2." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo and Mirko Privitera are not the same issue." + "reason": "Two unrelated issues; no shared model or code path." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are both speech-related, but they are separate concrete model support requests." + "reason": "Qwen3-TTS and Qwen3-ASR are both audio-related, but they request different capabilities and code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral TTS support are different models and should not be merged." + "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and models." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and the weight-sparse transformer request are different changes." + "reason": "TTS support and sparse-transformer support are unrelated." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are both audio-related, but they are different model support requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are different model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and EUPE are unrelated model requests." + "reason": "Qwen3-ASR support and EUPE are different model additions." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and the weight-sparse transformer request are different changes." + "reason": "Speech recognition support and weight-sparse transformer support are unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model requests." + "reason": "LFM2.5 Audio support and SAM3-LiteText are different tasks." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio 1.5B and the Granite SWA+sink option are different model/fix requests." + "reason": "Audio model support and SWA+sink for Granite are unrelated." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "The weight-sparse transformer request and EUPE are different model additions." + "reason": "Sparse transformer request and EUPE request target different model families and implementation changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech models/tasks, not one concrete code-path fix." + "reason": "Qwen3-ASR support and Voxtral TTS support are distinct audio model integrations." }, { "left": "issue:37015", @@ -20003,25 +20033,25 @@ "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR support and DeepSeek-OCR2 are unrelated." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and models." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different model requests." + "reason": "EUPE by Meta AI and TIPSv2 by Google DeepMind are different model requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and Mirko Privitera are unrelated." + "reason": "ModernVBERT models and the Mirko Privitera issue are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and Mirko Privitera are unrelated." + "reason": "Voxtral TTS support and the Mirko Privitera issue are unrelated." } ] }, @@ -20040,8 +20070,8 @@ "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": [ @@ -20103,8 +20133,8 @@ "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": [ @@ -20166,8 +20196,8 @@ "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-41306-2", "nodes": [ @@ -20229,8 +20259,8 @@ "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": [ @@ -20292,8 +20322,8 @@ "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": [ @@ -20355,8 +20385,8 @@ "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": [ @@ -20458,8 +20488,8 @@ "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": [ @@ -20580,8 +20610,8 @@ "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": [ @@ -20700,8 +20730,8 @@ "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": [ @@ -20763,8 +20793,8 @@ "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": [ @@ -20826,8 +20856,8 @@ "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": [ @@ -20889,8 +20919,8 @@ "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": [ @@ -21007,8 +21037,8 @@ "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": [ @@ -21073,8 +21103,8 @@ "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-46551-2", "nodes": [ @@ -21139,8 +21169,8 @@ "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-46657-2", "nodes": [ @@ -21202,8 +21232,8 @@ "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-46822-2", "nodes": [ @@ -21265,8 +21295,8 @@ "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-46906-6", "nodes": [ @@ -21430,8 +21460,8 @@ "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-46983-2", "nodes": [ @@ -21496,8 +21526,8 @@ "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-47007-2", "nodes": [ @@ -21554,7 +21584,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -21562,10 +21592,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-36", + "cluster_id": "cluster-40546-38", "nodes": [ - "pull_request:40546", "pull_request:43451", + "pull_request:44517", "pull_request:46196", "pull_request:46266", "pull_request:46658", @@ -21580,7 +21610,9 @@ "pull_request:46926", "pull_request:46927", "pull_request:46928", + "pull_request:46933", "pull_request:46941", + "pull_request:46942", "pull_request:46949", "pull_request:46950", "pull_request:46951", @@ -21597,7 +21629,7 @@ "pull_request:46995", "pull_request:47006", "pull_request:47019", - "pull_request:47021" + "pull_request:47025" ], "soft_pairs": [ "pull_request:46895|pull_request:46958", @@ -21620,507 +21652,387 @@ "pull_request:46926|pull_request:46928", "pull_request:46951|pull_request:46986", "pull_request:46926|pull_request:46941", + "pull_request:46933|pull_request:46942", "pull_request:46928|pull_request:46941", "pull_request:46907|pull_request:46928", "pull_request:46928|pull_request:47006", "pull_request:46941|pull_request:46986", "pull_request:46941|pull_request:47006", - "pull_request:46954|pull_request:46961", "pull_request:46907|pull_request:46908", "pull_request:46908|pull_request:46951", + "pull_request:46954|pull_request:46961", "pull_request:46907|pull_request:46941", "pull_request:46926|pull_request:46927", - "pull_request:43451|pull_request:46954", "pull_request:46954|pull_request:46968", "pull_request:46954|pull_request:46958", "pull_request:46958|pull_request:46961", "pull_request:46961|pull_request:46974", "pull_request:46958|pull_request:46974", - "pull_request:43451|pull_request:46920", "pull_request:46954|pull_request:46971", "pull_request:46920|pull_request:46968", - "pull_request:43451|pull_request:46958", - "pull_request:46958|pull_request:46968", "pull_request:46971|pull_request:46974", + "pull_request:46958|pull_request:46968", "pull_request:46968|pull_request:46974", "pull_request:46920|pull_request:46961", "pull_request:46961|pull_request:46968", - "pull_request:43451|pull_request:46974", + "pull_request:46961|pull_request:46971", + "pull_request:46949|pull_request:46968", "pull_request:46266|pull_request:46957", - "pull_request:46961|pull_request:47021", - "pull_request:43451|pull_request:47021", - "pull_request:46968|pull_request:47021", + "pull_request:47019|pull_request:47025", "pull_request:46957|pull_request:46965", - "pull_request:43451|pull_request:46707", "pull_request:46266|pull_request:46707", "pull_request:46196|pull_request:46995", "pull_request:46707|pull_request:46961", - "pull_request:46912|pull_request:47021", "pull_request:46968|pull_request:47019", "pull_request:46707|pull_request:46968", - "pull_request:43451|pull_request:47019", - "pull_request:46266|pull_request:47021", - "pull_request:43451|pull_request:46836", - "pull_request:40546|pull_request:43451", + "pull_request:46707|pull_request:46957", + "pull_request:46912|pull_request:47025", "pull_request:46196|pull_request:46965", "pull_request:46961|pull_request:47019", "pull_request:46707|pull_request:47019", "pull_request:46836|pull_request:46961", - "pull_request:43451|pull_request:46957", + "pull_request:43451|pull_request:47019", "pull_request:46836|pull_request:46965", - "pull_request:47019|pull_request:47021", + "pull_request:43451|pull_request:46266", "pull_request:46957|pull_request:46961", - "pull_request:43451|pull_request:46965", - "pull_request:43451|pull_request:46658" + "pull_request:43451|pull_request:46995", + "pull_request:46836|pull_request:46995", + "pull_request:46961|pull_request:46965", + "pull_request:46658|pull_request:46961", + "pull_request:43451|pull_request:46933", + "pull_request:46658|pull_request:46965", + "pull_request:46196|pull_request:47025", + "pull_request:43451|pull_request:44517", + "pull_request:46707|pull_request:47025" ], - "prepared_review_unit_hash": "462fa1dcd5465d4e2cb2a24ce728abd0e8ba95e1edfabe634e625d0ebb81ab46", + "prepared_review_unit_hash": "1017a85303a7120747d0a302fb421d58c6507b5420f406c745bdfeee6eba66c0", "component_budget": { - "node_count": 36, - "item_count": 36, - "soft_pair_count": 108, - "serialized_chars": 125799, - "estimated_input_tokens": 31450, - "estimated_eval_tokens": 63156 + "node_count": 38, + "item_count": 38, + "soft_pair_count": 109, + "serialized_chars": 130788, + "estimated_input_tokens": 32697, + "estimated_eval_tokens": 65650 }, "budget": { - "node_count": 34, - "item_count": 34, + "node_count": 36, + "item_count": 36, "soft_pair_count": 72, - "serialized_chars": 100519, - "estimated_input_tokens": 25130, - "estimated_eval_tokens": 50516 + "serialized_chars": 104850, + "estimated_input_tokens": 26213, + "estimated_eval_tokens": 52682 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and unrelated; the only clear duplicate subcluster is the CohereASR training-loss double-shift fix (46895 vs 46958). Everything else is either different models, different bugs, or broad test/maintenance changes that should stay separate.", - "confidence": 0.96, + "summary": "Only one soft edge is a true duplicate: the two CohereASR training-loss fixes both address the same double-shift bug. The rest are broad, superficial similarities across unrelated model fixes and should stay separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single cluster-wide canonical PR; the only true duplicate pair is the CohereASR double-shift fix, and 46958 is the cleanest direct implementation of that bugfix.", + "canonical_pr_reason": "46895 is the clearest representative of the only true duplicate pair: it has an explicit issue target and directly fixes the CohereASR loss double-shift bug in the model forward path.", "best_issue_reason": null, - "best_pr_reason": "46958 is the best representative because it directly fixes the CohereASR training-loss double shift with a minimal, concrete code-path change.", + "best_pr_reason": "46895 is the strongest cluster representative because it is a focused, code-path-specific fix with the best issue linkage and the same underlying bug as its duplicate counterpart.", "soft_edge_verdicts": [ { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Accept: both fix the same CohereASR training-loss double-shift in the same forward/loss path, and one is just a cleaner implementation of the same bugfix." + "reason": "Same underlying CohereASR training-loss double-shift bug in the same forward/loss path; the two diffs are alternative fixes for the same concrete problem." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": false, - "reason": "Reject: 46903 is a broader multi-model patch (CohereASR plus PPFormulaNet), so it is not the same single underlying change as 46958." + "reason": "Different model bugs: 46903 targets PPFormulaNet, while 46958 fixes CohereASR. Shared files are incidental." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Reject: unrelated models and failure modes; this is just similar-looking test-fix plumbing." + "reason": "Unrelated fixes in different areas: Mamba2 OOM vs PEFT load handling." }, { "left": "pull_request:46927", "right": "pull_request:46950", "accept": false, - "reason": "Reject: different model bugs in different code paths, only superficially similar integration-test fixes." + "reason": "Different models and failures; no shared concrete bug." }, { "left": "pull_request:46950", "right": "pull_request:47006", "accept": false, - "reason": "Reject: unrelated models and fixes; similarity is only from broad regression-test behavior." + "reason": "Different model issues: Mamba2 OOM versus Gemma3 output mismatch." }, { "left": "pull_request:46927", "right": "pull_request:46951", "accept": false, - "reason": "Reject: different models and unrelated fixes." + "reason": "Different bugs in different models; only broad test-fix similarity." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "Reject: both are test-only load/OOM fixes, but for different models and failure causes." + "reason": "PEFT integration fix and Mamba2 OOM fix are unrelated." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Reject: different model areas and distinct fixes; no shared concrete bug." + "reason": "Whisper/audioflamingo test fix and Mamba2 OOM are unrelated." }, { "left": "pull_request:46927", "right": "pull_request:47006", "accept": false, - "reason": "Reject: unrelated model/test fixes, not the same underlying issue." + "reason": "Different model-specific bugs; no same underlying change." }, { "left": "pull_request:46951", "right": "pull_request:47006", "accept": false, - "reason": "Reject: different model failures; this is generic similarity, not a duplicate change." + "reason": "PEFT load behavior and Gemma3 output mismatch are unrelated." }, { "left": "pull_request:46971", "right": "pull_request:47006", "accept": false, - "reason": "Reject: unrelated model-specific changes." + "reason": "Mamba2 OOM and Gemma3 output mismatch are different failures." }, { "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "Reject: different models and different defects, despite both being regression PRs." + "reason": "Both are multi-model test-fix PRs, but they target different failures and different concrete code paths." }, { "left": "pull_request:46908", "right": "pull_request:47006", "accept": false, - "reason": "Reject: unrelated model load-fix vs generation-config fix." + "reason": "DeepSeekV32 load-error tests and Gemma3 output mismatch are unrelated." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "Reject: different models and different test failures." + "reason": "Different models and failure modes; no duplicate bug." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "Reject: different model-specific integration-test failures." + "reason": "Edgetam import/config issue and MiniMax load_error are unrelated." }, { "left": "pull_request:46970", "right": "pull_request:46971", "accept": false, - "reason": "Reject: unrelated fixes; shared only by the broad \"serge\" test-fix pattern." + "reason": "Musicgen Melody output mismatch and Mamba2 OOM are unrelated." }, { "left": "pull_request:46927", "right": "pull_request:46986", "accept": false, - "reason": "Reject: different models and distinct bugs." + "reason": "GLM46V runtime issue and GLM OCR output mismatch are different problems." }, { "left": "pull_request:46926", "right": "pull_request:46928", "accept": false, - "reason": "Reject: different model/test failures, not the same code-path problem." + "reason": "Different model load failures in different code paths." }, { "left": "pull_request:46951", "right": "pull_request:46986", "accept": false, - "reason": "Reject: unrelated model fixes." + "reason": "PEFT integration bug and GLM OCR output mismatch are unrelated." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "Reject: different models and different failure modes." + "reason": "Different integration-test failures across different models; not the same bug." }, { - "left": "pull_request:46928", - "right": "pull_request:46941", + "left": "pull_request:46933", + "right": "pull_request:46942", "accept": false, - "reason": "Reject: unrelated fixes in different subsystems." + "reason": "Both are quantization-related dtype-cast fixes, but they hit different models and code paths, so they are not the same concrete change." }, { "left": "pull_request:46907", "right": "pull_request:46928", "accept": false, - "reason": "Reject: distinct model issues; same broad CI context is not enough." - }, - { - "left": "pull_request:46928", - "right": "pull_request:47006", - "accept": false, - "reason": "Reject: unrelated model/test work." + "reason": "Edgetam and Blip-2 fixes address unrelated issues." }, { "left": "pull_request:46941", "right": "pull_request:46986", "accept": false, - "reason": "Reject: different models and different regression causes." - }, - { - "left": "pull_request:46941", - "right": "pull_request:47006", - "accept": false, - "reason": "Reject: unrelated fixes." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46961", - "accept": false, - "reason": "Reject: one is a model code tweak, the other is repo/workflow normalization; not the same change." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46908", - "accept": false, - "reason": "Reject: unrelated model-specific fixes." - }, - { - "left": "pull_request:46908", - "right": "pull_request:46951", - "accept": false, - "reason": "Reject: different models and failure causes." + "reason": "DAC output mismatch and GLM OCR output mismatch are distinct bugs." }, { "left": "pull_request:46907", "right": "pull_request:46941", "accept": false, - "reason": "Reject: different models and distinct bugs." + "reason": "Different model families and failure types; no shared underlying bug." }, { - "left": "pull_request:46926", - "right": "pull_request:46927", + "left": "pull_request:46928", + "right": "pull_request:46941", "accept": false, - "reason": "Reject: different models; both are load-fix tests but not the same bug." + "reason": "Blip-2 tokenizer handling and DAC output mismatch are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46954", + "left": "pull_request:46907", + "right": "pull_request:46908", "accept": false, - "reason": "Reject: different model additions/fixes with only broad auto-mapping similarity." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:46954", - "right": "pull_request:46968", + "right": "pull_request:46961", "accept": false, - "reason": "Reject: model code change vs docs autolink cleanup; not the same underlying issue." + "reason": "Pytest-v9 cleanup in GLMASR and workflow normalization are unrelated." }, { "left": "pull_request:46954", - "right": "pull_request:46958", + "right": "pull_request:46968", "accept": false, - "reason": "Reject: different models and unrelated fixes." + "reason": "Pytest-related model tweak and docs autolink cleanup are unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46961", "accept": false, - "reason": "Reject: code-path bugfix vs workflow/patch-normalization change." + "reason": "CohereASR loss fix and Serge branch normalization are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46974", "accept": false, - "reason": "Reject: unrelated repo workflow and model generation fixes." + "reason": "Workflow normalization and a Musicgen typo fix are unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Reject: unrelated changes in different areas." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46920", - "accept": false, - "reason": "Reject: different model additions and dependency/API updates, not the same bug." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46971", - "accept": false, - "reason": "Reject: unrelated model bugfixes." + "reason": "Different models and different bug classes; not duplicates." }, { "left": "pull_request:46920", "right": "pull_request:46968", "accept": false, - "reason": "Reject: dependency/API adaptation vs docs autolink cleanup; different changes." + "reason": "Voxtral audio API adaptation and docs autolink cleanup are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46958", + "left": "pull_request:46971", + "right": "pull_request:46974", "accept": false, - "reason": "Reject: unrelated model additions vs CohereASR bugfix." + "reason": "Mamba2 OOM fix and Musicgen generate typo are unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46968", "accept": false, - "reason": "Reject: code fix vs docs-only cleanup." - }, - { - "left": "pull_request:46971", - "right": "pull_request:46974", - "accept": false, - "reason": "Reject: unrelated test/load fix vs generation bugfix." + "reason": "Model loss bugfix and docs-only change are unrelated." }, { "left": "pull_request:46968", "right": "pull_request:46974", "accept": false, - "reason": "Reject: docs-only cleanup vs model code change." + "reason": "Docs autolink cleanup and Musicgen generate typo are unrelated." }, { "left": "pull_request:46920", "right": "pull_request:46961", "accept": false, - "reason": "Reject: unrelated dependency/API and workflow changes." + "reason": "Voxtral audio API adaptation and branch-normalization workflow are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46968", "accept": false, - "reason": "Reject: workflow normalization vs docs autolink cleanup." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46974", - "accept": false, - "reason": "Reject: unrelated model introduction vs model bugfix." + "reason": "Workflow automation and docs autolink cleanup are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:46957", + "left": "pull_request:46961", + "right": "pull_request:46971", "accept": false, - "reason": "Reject: different model modernization work and different bug scope." + "reason": "Unrelated automation and model OOM fixes." }, { - "left": "pull_request:46961", - "right": "pull_request:47021", + "left": "pull_request:46949", + "right": "pull_request:46968", "accept": false, - "reason": "Reject: workflow normalization and CI routing are not the same change." + "reason": "Whisper/audioflamingo test fix and docs autolink cleanup are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47021", + "left": "pull_request:46266", + "right": "pull_request:46957", "accept": false, - "reason": "Reject: unrelated model addition vs CI routing change." + "reason": "Both are broad transformer modernization efforts, but they fix different functionality and do not share a single concrete bug." }, { - "left": "pull_request:46968", - "right": "pull_request:47021", + "left": "pull_request:47019", + "right": "pull_request:47025", "accept": false, - "reason": "Reject: docs autolink cleanup vs test-list routing change." + "reason": "Masking-utils regression guard and Diffusion Gemma test adjustments are unrelated." }, { "left": "pull_request:46957", "right": "pull_request:46965", "accept": false, - "reason": "Reject: both touch DeepSeek V4-related code, but they solve different issues in different paths." - }, - { - "left": "pull_request:46707", - "right": "pull_request:43451", - "accept": false, - "reason": "Reject: different subsystems; one is distributed/FSDP work and the other is model addition work." + "reason": "Finegrained FP8 generation optimization and DeepSeek V4 use_cache handling are different changes." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Reject: unrelated model and utility changes." + "reason": "Wav2Vec2 SDPA dispatch support and flash-linear-attention MLU availability are separate feature fixes." }, { "left": "pull_request:46707", "right": "pull_request:46961", "accept": false, - "reason": "Reject: unrelated distributed/runtime work vs workflow normalization." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47021", - "accept": false, - "reason": "Reject: different concerns; RoPE testing changes vs CI test routing." + "reason": "Native FSDP2 module work and branch normalization workflow are unrelated." }, { "left": "pull_request:46968", "right": "pull_request:47019", "accept": false, - "reason": "Reject: docs autolink cleanup vs masking logic regression fix." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46968", - "accept": false, - "reason": "Reject: unrelated distributed code and docs cleanup." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47019", - "accept": false, - "reason": "Reject: model-addition work vs masking-logic fix; no common bug." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47021", - "accept": false, - "reason": "Reject: unrelated model modernization and CI routing changes." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46836", - "accept": false, - "reason": "Reject: different model additions with only broad auto/docs overlap." - }, - { - "left": "pull_request:40546", - "right": "pull_request:43451", - "accept": false, - "reason": "Reject: both are model-addition PRs, but for different models and unrelated code paths." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46965", - "accept": false, - "reason": "Reject: unrelated model/runtime fixes." + "reason": "Docs autolinks cleanup and causal-mask contract fix are unrelated." }, { "left": "pull_request:46707", "right": "pull_request:46968", "accept": false, - "reason": "Reject: unrelated distributed/runtime change vs docs cleanup." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46957", - "accept": false, - "reason": "Reject: model addition work vs generation/runtime optimization work." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46965", - "accept": false, - "reason": "Reject: unrelated model addition and model behavior fix." + "reason": "FSDP migration work and docs autolink cleanup are unrelated." }, { - "left": "pull_request:47019", - "right": "pull_request:47021", + "left": "pull_request:46957", + "right": "pull_request:46961", "accept": false, - "reason": "Reject: masking/caching regression fix vs CI test-routing change." + "reason": "Generation optimization work and branch normalization workflow are unrelated." }, { - "left": "pull_request:46957", + "left": "pull_request:46995", "right": "pull_request:46961", "accept": false, - "reason": "Reject: runtime optimization vs workflow normalization; not the same underlying change." + "reason": "MLU availability support and branch normalization workflow are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46965", - "accept": false, - "reason": "Reject: unrelated model addition and DeepSeek V4 cache behavior fix." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46658", + "left": "pull_request:46933", + "right": "pull_request:46942", "accept": false, - "reason": "Reject: model addition vs Step 3.7 Flash implementation/build tooling; shared auto-mapping patterns are not enough." + "reason": "Similar dtype-casting pattern, but different model components and code paths; not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted duplicate edge (46895 vs 46958) is supported by the shared CohereASR double-shift bug, while the rejections are mostly backed by clearly different models, code paths, or test/maintenance concerns. The note that 46903 is broader than the clean CohereASR duplicate pair is also reasonable." + "feedback": "The summary is grounded in the packet. The CohereASR pair (46895/46958) is the only clearly supported same-bug duplicate: both patch the same training-loss double-shift issue in the same model path and both target the same bug report. The remaining verdicts stay conservative by rejecting pairs that only share superficial patterns (same broad area, same test-fix style, or same file family) but differ in model, failure mode, or code path." }, "evaluator_used": true, "retried": false, @@ -22131,7 +22043,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 35, + "component_count": 34, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -22139,8 +22051,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-36", + "cluster_id": "cluster-40546-38", "nodes": [ + "pull_request:40546", "pull_request:43451", "pull_request:44517", "pull_request:45694", @@ -22158,32 +22071,28 @@ "pull_request:46951", "pull_request:46957", "pull_request:46961", - "pull_request:46965", "pull_request:46968", "pull_request:46970", "pull_request:46971", "pull_request:46986", - "pull_request:46995", "pull_request:47006", - "pull_request:47021" + "pull_request:47025" ], "soft_pairs": [ - "pull_request:46836|pull_request:46995", - "pull_request:46658|pull_request:46961", - "pull_request:46961|pull_request:46965", - "pull_request:46658|pull_request:46965", - "pull_request:46707|pull_request:46957", "pull_request:44517|pull_request:46836", - "pull_request:43451|pull_request:46912", "pull_request:45694|pull_request:46707", - "pull_request:43451|pull_request:46196", + "pull_request:43451|pull_request:46957", + "pull_request:43451|pull_request:47025", "pull_request:46196|pull_request:46961", + "pull_request:43451|pull_request:46961", "pull_request:46912|pull_request:46961", "pull_request:46658|pull_request:46707", - "pull_request:45694|pull_request:47021", + "pull_request:43451|pull_request:45694", "pull_request:46196|pull_request:46836", "pull_request:45694|pull_request:46836", + "pull_request:43451|pull_request:46968", "pull_request:46707|pull_request:46912", + "pull_request:46658|pull_request:46912", "pull_request:46950|pull_request:46971", "pull_request:46949|pull_request:46950", "pull_request:46949|pull_request:46951", @@ -22198,251 +22107,260 @@ "pull_request:46907|pull_request:47006", "pull_request:46907|pull_request:46970", "pull_request:46907|pull_request:46986", - "pull_request:43451|pull_request:46968", - "pull_request:43451|pull_request:46961", - "pull_request:46707|pull_request:47021", "pull_request:46658|pull_request:46836", + "pull_request:43451|pull_request:46707", + "pull_request:43451|pull_request:46836", + "pull_request:40546|pull_request:43451", "pull_request:46707|pull_request:46836", + "pull_request:43451|pull_request:46658", + "pull_request:43451|pull_request:46196", + "pull_request:43451|pull_request:46912", "pull_request:46836|pull_request:46912" ], - "prepared_review_unit_hash": "ce217a7d16cacc2805166026e05fb02aba4acc2a72ac9ecc7d81d43e868f31d1", + "prepared_review_unit_hash": "098d24788609b0afdb69b183316bd50b3c9aa8099417177ca03766ca9ec447fd", "component_budget": { - "node_count": 36, - "item_count": 36, - "soft_pair_count": 108, - "serialized_chars": 125799, - "estimated_input_tokens": 31450, - "estimated_eval_tokens": 63156 + "node_count": 38, + "item_count": 38, + "soft_pair_count": 109, + "serialized_chars": 130788, + "estimated_input_tokens": 32697, + "estimated_eval_tokens": 65650 }, "budget": { - "node_count": 25, - "item_count": 25, - "soft_pair_count": 36, - "serialized_chars": 68368, - "estimated_input_tokens": 17092, - "estimated_eval_tokens": 34440 + "node_count": 24, + "item_count": 24, + "soft_pair_count": 37, + "serialized_chars": 69001, + "estimated_input_tokens": 17251, + "estimated_eval_tokens": 34758 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated PRs; the only clear duplicate-like pair is the two Mamba2 fixes, which both address the same OOM failure path. The rest are distinct model additions, docs, or model-specific test fixes and should stay separate.", - "confidence": 0.95, + "summary": "This cluster is heterogeneous: most items are separate model-addition PRs or isolated test/runtime fixes that only look similar because they share Transformers scaffolding. I found no true duplicate PRs; the closest pairings are still different concrete changes.", + "confidence": 0.77, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46950 is the best canonical PR because it fixes the underlying Mamba2 OOM behavior in code; pull_request:46971 is only a follow-up test/load adjustment around the same failure.", + "canonical_pr_reason": "PR #43451 (Add Molmo2) is the strongest representative of the dominant subcluster: a full model-addition PR with docs, auto-mapping, model code, processing, tests, and repo updates, and it sits at the center of the superficial similarity graph.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46950 is the strongest representative overall: it addresses the concrete root cause, is narrowly scoped, and is the only PR here that clearly matches its paired duplicate candidate.", + "best_pr_reason": "PR #43451 is the best standalone representative of the cluster because it is the most complete and central model-addition change; the other items are narrower, model-specific fixes or unrelated additions that should not be merged with it.", "soft_edge_verdicts": [ { - "left": "pull_request:46836", - "right": "pull_request:46995", - "accept": false, - "reason": "Different features in different model areas: adding Unlimited OCR vs enabling MLU for flash linear attention." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46961", - "accept": false, - "reason": "Unrelated changes: Step 3.7 Flash model code/scripts vs a workflow for normalizing Serge branches." - }, - { - "left": "pull_request:46961", - "right": "pull_request:46965", + "left": "pull_request:44517", + "right": "pull_request:46836", "accept": false, - "reason": "One is workflow automation; the other is a DeepSeek V4 cache/use_cache behavior change. Not the same fix." + "reason": "Different model additions (Qwen3-TTS vs Unlimited OCR); shared docs/auto-mapping scaffolding is not the same underlying change." }, { - "left": "pull_request:46658", - "right": "pull_request:46965", + "left": "pull_request:45694", + "right": "pull_request:46707", "accept": false, - "reason": "Different models and different concerns: Step 3.7 Flash conversion/loading vs DeepSeek V4 cache handling." + "reason": "Unrelated fixes: TrainingArguments formatting/behavior tweak vs native FSDP2 infrastructure." }, { - "left": "pull_request:46707", + "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "FSDP2 migration utilities and finegrained FP8 decode optimization are unrelated changes." - }, - { - "left": "pull_request:44517", - "right": "pull_request:46836", - "accept": false, - "reason": "Distinct model additions: Qwen3 TTS vs Unlimited OCR." + "reason": "Molmo2 model addition vs finegrained FP8/generation kernel optimization; different subsystems and goals." }, { "left": "pull_request:43451", - "right": "pull_request:46912", + "right": "pull_request:47025", "accept": false, - "reason": "Molmo2 model addition vs RoPE test coverage changes; not the same underlying change." + "reason": "Molmo2 model addition vs a test skip for Diffusion Gemma; not the same code-path problem." }, { - "left": "pull_request:45694", - "right": "pull_request:46707", + "left": "pull_request:46196", + "right": "pull_request:46961", "accept": false, - "reason": "TrainingArguments batch-size fix vs native FSDP2 migration; same general training area but different bugs." + "reason": "Wav2vec2 SDPA dispatch vs a workflow for normalizing Serge branches; unrelated changes." }, { "left": "pull_request:43451", - "right": "pull_request:46196", - "accept": false, - "reason": "Molmo2 addition and wav2vec2 SDPA dispatch support are unrelated model changes." - }, - { - "left": "pull_request:46196", "right": "pull_request:46961", "accept": false, - "reason": "wav2vec2 SDPA support vs Serge branch normalization workflow; no shared bug or code path." + "reason": "Molmo2 model addition vs CI/workflow automation; no shared bug or mergeable change." }, { "left": "pull_request:46912", "right": "pull_request:46961", "accept": false, - "reason": "RoPE testing improvements vs workflow automation; unrelated." + "reason": "RoPE test/runtime updates vs branch-normalization workflow; unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46707", "accept": false, - "reason": "Different features: Step 3.7 Flash model support vs FSDP2 migration." + "reason": "Step 3.7 Flash model-conversion work vs native FSDP2 module/migration; different features." }, { - "left": "pull_request:45694", - "right": "pull_request:47021", + "left": "pull_request:43451", + "right": "pull_request:45694", "accept": false, - "reason": "TrainingArguments batch-size behavior vs PEFT integration test routing; not the same issue." + "reason": "Molmo2 model addition vs TrainingArguments fix; unrelated scopes." }, { "left": "pull_request:46196", "right": "pull_request:46836", "accept": false, - "reason": "wav2vec2 SDPA dispatch support vs Unlimited OCR model addition; unrelated." + "reason": "Different model additions (wav2vec2 SDPA dispatch vs Unlimited OCR); only broad docs/model code overlap." }, { "left": "pull_request:45694", "right": "pull_request:46836", "accept": false, - "reason": "Batch-size config fix and model addition are different changes." + "reason": "TrainingArguments fix vs Unlimited OCR model addition; not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46968", + "accept": false, + "reason": "Molmo2 model addition vs docs autolink cleanup; superficial documentation overlap only." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46912", + "accept": false, + "reason": "Native FSDP2 migration vs RoPE test coverage changes; unrelated code paths." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46912", + "accept": false, + "reason": "Step 3.7 Flash conversion/model code vs RoPE test fixes; different problems." }, { "left": "pull_request:46950", "right": "pull_request:46971", - "accept": true, - "reason": "Both target the same Mamba2 OOM failure: one changes the model path, the other adjusts the integration tests/load to exercise the same fix." + "accept": false, + "reason": "Same model family, but one changes Mamba2 kernel behavior while the other only adjusts test loading arguments; not the same fix." }, { "left": "pull_request:46949", "right": "pull_request:46950", "accept": false, - "reason": "Different models and different failures: AudioFlamingo3/Whisper cache handling vs Mamba2 OOM." + "reason": "Whisper/audioflamingo cache/test fix vs Mamba2 kernel/OOM fix; different models and different bugs." }, { "left": "pull_request:46949", "right": "pull_request:46951", "accept": false, - "reason": "AudioFlamingo3/Whisper test fix vs PEFT loading behavior; no shared concrete bug." + "reason": "Whisper/audioflamingo test/runtime fix vs PEFT loader change; unrelated." }, { "left": "pull_request:46927", "right": "pull_request:46949", "accept": false, - "reason": "glm46v input casting and audio/whisper cache fixes are separate model-specific issues." + "reason": "GLM46V input handling fix vs Whisper/audioflamingo test fix; different models and failure modes." }, { "left": "pull_request:46907", "right": "pull_request:46927", "accept": false, - "reason": "EdgeTam processor kwarg cleanup vs glm46v input casting; unrelated model fixes." + "reason": "Edgetam kwarg cleanup vs GLM46V input-type forwarding; unrelated model-specific fixes." }, { "left": "pull_request:46927", "right": "pull_request:46971", "accept": false, - "reason": "glm46v input handling vs Mamba2 OOM/test load changes; not the same code path." + "reason": "GLM46V input handling vs Mamba2 test dtype change; different code paths and issues." }, { "left": "pull_request:46908", "right": "pull_request:46926", "accept": false, - "reason": "Both are test-load failures, but for different models and different setups; not the same underlying bug." + "reason": "Different integration-test fixes for different models; same symptom class but not the same underlying bug." }, { "left": "pull_request:46986", "right": "pull_request:47006", "accept": false, - "reason": "glm_ocr output fix and gemma3 generation fix are separate model-specific issues." + "reason": "GLM OCR model fix vs Gemma3 generation-cache behavior change; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46949", + "accept": false, + "reason": "Edgetam backbone kwarg fix vs Whisper/audioflamingo cache/test fix; different models and code paths." }, { "left": "pull_request:46970", "right": "pull_request:47006", "accept": false, - "reason": "musicgen_melody output mismatch vs gemma3 generation behavior; different code paths." + "reason": "MusicGen Melody test output mismatch vs Gemma3 generation-cache behavior; unrelated." }, { "left": "pull_request:46970", "right": "pull_request:46986", "accept": false, - "reason": "musicgen_melody and glm_ocr are unrelated model fixes." + "reason": "MusicGen Melody test fix vs GLM OCR model change; not the same issue." }, { "left": "pull_request:46907", - "right": "pull_request:46949", + "right": "pull_request:46970", "accept": false, - "reason": "EdgeTam processor kwarg cleanup vs audio/whisper cache fixes; unrelated." + "reason": "Edgetam runtime kwarg fix vs MusicGen Melody test-output fix; unrelated." }, { - "left": "pull_request:46970", + "left": "pull_request:46907", "right": "pull_request:46986", "accept": false, - "reason": "musicgen_melody output mismatch vs glm_ocr list-output mismatch; different models and bugs." + "reason": "Edgetam runtime kwarg fix vs GLM OCR model change; different problems." }, { - "left": "pull_request:46907", - "right": "pull_request:46970", + "left": "pull_request:46658", + "right": "pull_request:46836", "accept": false, - "reason": "EdgeTam processor fix vs musicgen_melody test failures; not the same change." + "reason": "Step 3.7 Flash model-conversion work vs Unlimited OCR model addition; different model families and changes." }, { - "left": "pull_request:46907", - "right": "pull_request:46986", + "left": "pull_request:43451", + "right": "pull_request:46707", "accept": false, - "reason": "EdgeTam processor cleanup vs glm_ocr model fix; unrelated." + "reason": "Molmo2 model addition vs FSDP2 migration; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46968", + "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 model addition vs docs autolink cleanup; different kinds of change." + "reason": "Molmo2 and Unlimited OCR are separate model additions; shared repo plumbing is not enough to merge them." }, { - "left": "pull_request:43451", - "right": "pull_request:46961", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Molmo2 model addition and Serge workflow normalization are unrelated." + "reason": "VibeVoice and Molmo2 are distinct model additions; same integration pattern, different models." }, { "left": "pull_request:46707", - "right": "pull_request:47021", + "right": "pull_request:46836", "accept": false, - "reason": "FSDP2 migration vs PEFT integration test routing; different areas and bugs." + "reason": "FSDP2 migration vs Unlimited OCR model addition; unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:46836", + "left": "pull_request:43451", + "right": "pull_request:46658", "accept": false, - "reason": "Step 3.7 Flash model scaffolding vs Unlimited OCR model addition; both are additions, but not the same feature." + "reason": "Molmo2 model addition vs Step 3.7 Flash conversion/model implementation; different changes." }, { - "left": "pull_request:46707", - "right": "pull_request:46836", + "left": "pull_request:43451", + "right": "pull_request:46196", "accept": false, - "reason": "FSDP2 infrastructure and Unlimited OCR model addition are unrelated." + "reason": "Molmo2 model addition vs wav2vec2 SDPA dispatch; unrelated model work." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Molmo2 model addition vs RoPE testing changes; different scopes." }, { "left": "pull_request:46836", "right": "pull_request:46912", "accept": false, - "reason": "Unlimited OCR model addition vs RoPE test coverage changes; not the same underlying issue." + "reason": "Unlimited OCR model addition vs RoPE tests; no shared underlying bug or feature." } ] }, @@ -22456,7 +22374,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22472,7 +22390,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "a4da8a56db1a9a568e6b87eafe0f61ed288236ee0420ab45250d12be9332178b", + "prepared_review_unit_hash": "90b80e94ca57d866a1e3b5a2e3817215cf6e8cbe321e37707f8b50b5e82e2750", "component_budget": { "node_count": 2, "item_count": 2, @@ -22494,18 +22412,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. The soft duplicate link should be rejected.", - "confidence": 0.99, + "summary": "These are two unrelated pull requests: one adds covariate forecasting to TimesFM, the other adds DINOv3 image-classification support. They touch different models, different code paths, and different user-facing features, so they should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for this cluster: the PRs implement different features in different codepaths and are not duplicates.", + "canonical_pr_reason": "No canonical PR: the two PRs implement distinct features for different model families and are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "pull_request:41224 is the more focused and self-contained feature PR, but it is still unrelated to pull_request:40755.", + "best_pr_reason": "Neither PR is a duplicate of the other; if a representative must be chosen, #40755 is the broader feature change, but it does not subsume #41224.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes: TimesFM forecasting with covariates vs. DINOv3 image classification support. They do not fix or implement the same codepath and should not be merged as duplicates." + "reason": "Different model families and unrelated functionality: TimesFM covariate forecasting vs DINOv3 image classification support. They do not fix the same code-path problem and would not plausibly merge into one PR." } ] }, @@ -22519,7 +22437,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22582,7 +22500,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22626,12 +22544,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "1c12f22f2caece99cb522edbd039e11919ae1fc41fbc1ea7626da20ee9b9712c", + "prepared_review_unit_hash": "3aab3577ce8e0bd828a850a14c7cb0ca6b8805b94b1f605ac84b3759bd158d3a", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34783, + "serialized_chars": 34784, "estimated_input_tokens": 8696, "estimated_eval_tokens": 17648 }, @@ -22639,7 +22557,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34783, + "serialized_chars": 34784, "estimated_input_tokens": 8696, "estimated_eval_tokens": 17648 }, @@ -22648,126 +22566,126 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a loose similarity bucket of unrelated PRs across different models/features. The only clear duplicate pair is the two `fixed_cross_entropy` PRs; the rest should stay separate.", - "confidence": 0.91, + "summary": "Mostly unrelated PRs. The only strong duplicate pair is the two `fixed_cross_entropy` patches, which address the same loss-wrapper kwargs passthrough change; the rest touch different subsystems or different model/modeling updates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the strongest representative of the only true duplicate pair: it has the explicit issue target, a concrete bug-fix title, and the same `loss_utils.py` change as 43254.", + "canonical_pr_reason": "`pull_request:43251` is the better canonical PR: it directly targets the tracked issue, has the clearer intent, and includes the same underlying `fixed_cross_entropy` API expansion plus the actual passthrough to `nn.functional.cross_entropy`.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best single representative overall for the shared loss fix because it most directly addresses issue 43240 and subsumes the same `cross_entropy` kwargs change.", + "best_pr_reason": "`pull_request:43251` is the best representative PR for the cluster because it is the clearest, most complete version of the only true duplicate change here.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different domains: Mistral tokenizer API additions vs adding a new MobileLLM model." + "reason": "Different model areas: Mistral tokenizer helper methods vs adding MobileLLM. No shared concrete bug or mergeable change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method implementation work is unrelated to ExecuTorch dynamic-shape export tests." + "reason": "Tokenizer API addition vs Executorch dynamic-shape test; unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness changes are unrelated to adding MobileLLM." + "reason": "Processor auto-loading robustness vs new MobileLLM model support; different code paths and goals." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix is unrelated to introducing a new model." + "reason": "Loss-function kwargs fix vs adding MobileLLM; no overlap beyond being library changes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both touch training/modeling areas, but they fix different concrete problems in different code paths." + "reason": "`fixed_cross_entropy` kwargs passthrough and Mistral4 test/model changes are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export tests and Mistral4 test fixes are unrelated changes." + "reason": "Executorch dynamic-shape export test vs Mistral4 test/model fixes; different concrete problems." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "No shared bug or code path; exportability tests vs MobileLLM model addition." + "reason": "Executorch export test and new model addition do not fix the same issue." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model integration is unrelated to `cls.config` resolution ordering." + "reason": "New MobileLLM model support vs config resolution order fix; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are distinct changes." + "reason": "New model addition vs Falcon output-capture refactor; no same underlying bug/change." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill/docs are unrelated." + "reason": "Falcon refactor and model-creation skill are unrelated code areas." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Different concrete changes: Falcon output capture refactor vs Mistral4 fixes." + "reason": "Falcon output interface refactor vs Mistral4 test fixes; different problems." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the `layrnorm` rename cleanup." + "reason": "Mistral4 test fixes vs CLIP-like `layrnorm` rename; unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:46267", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes and chat parsing updates do not target the same underlying bug." + "reason": "Mistral4 fixes vs a model-creation skill/dataset PR; no common code-path problem." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests and TDT loss kernel integration are different features." + "reason": "Mistral4 test/model work and config resolution ordering are unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes and config resolution ordering are unrelated." + "reason": "Mistral4 fixes vs TDT loss kernel integration; different subsystems." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes and model-creation skill/docs are unrelated." + "reason": "Mistral4 test/model fixes vs serve chat parsing overhaul; not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM is unrelated to introducing the model-creation skill and scaffolding docs." + "reason": "New MobileLLM model addition vs model-creation skill scaffolding; not the same concrete change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "These are the same underlying `fixed_cross_entropy` change: both update `loss_utils.py` to forward supported kwargs to `nn.functional.cross_entropy`, and both target issue 43240." + "reason": "Both PRs fix the same `fixed_cross_entropy` wrapper bug by adding `weight`/`label_smoothing` support and forwarding kwargs to `nn.functional.cross_entropy`; they could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair is 43251/43254, supported by the shared `loss_utils.py` change and shared issue target 43240. The remaining verdicts are appropriately cautious and do not overclaim mergeability." + "feedback": "The summary is grounded in the packet: the only clearly mergeable duplicate pair is `pull_request:43251` and `pull_request:43254`, which both modify `src/transformers/loss/loss_utils.py` for the same `fixed_cross_entropy` kwargs passthrough issue (`shared_targets: 43240`). The other soft-edge rejections are conservative and consistent with the diffs, which touch different subsystems or different model additions/refactors. No obvious evidence is overstated." }, "evaluator_used": true, "retried": false, @@ -22778,7 +22696,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22794,7 +22712,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "efc5777d37d26ba3edb49f4fa66c3cce30ca4258d3414b2ed02843c43c95499a", + "prepared_review_unit_hash": "ecb7121cd0b1ded7aa2f0134750e26950adf651de08e8ff9c36bf8c67803ab30", "component_budget": { "node_count": 2, "item_count": 2, @@ -22816,18 +22734,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different action families and different workflow maintenance tasks. They are related in theme, not the same underlying change, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "Two separate GitHub Actions maintenance PRs: one focuses on broad Node 24 compatibility upgrades across many workflows, while the other updates docker/build-push-action and a few related workflow actions to newer versions. They overlap in files but do not appear to fix the same concrete problem.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 42975 is the broader, more specific maintenance change centered on Node 24 compatibility across many workflow actions, making it the better representative PR for this cluster.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good canonical duplicate target for the other: #42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while #42976 bumps docker/build-push-action and related workflow actions. They are separate change sets.", + "best_pr_reason": "PR 42975 is the most canonical single PR because it covers the wider compatibility-driven upgrade set and reads like the primary action-version refresh; 42976 is a separate dependency bump focused on docker build actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Same broad area (workflow action upgrades), but not the same concrete bug or change; one is Node 24 compatibility for workflow actions, the other is updating Docker build/push actions. They would not plausibly be merged as one duplicate PR." + "reason": "Both are GitHub Actions version bumps, but they target different dependencies and code paths: 42975 is a Node 24 compatibility sweep across workflow actions, while 42976 upgrades docker/build-push-action and a few related workflows. Shared workflow filenames are not enough to treat them as the same underlying change." } ] }, @@ -22841,7 +22759,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22862,12 +22780,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "b4cca15495efc5a2647ad7e42c557243b7ebd40566e9e0a2929d67c6a5487548", + "prepared_review_unit_hash": "25ab46664c9d9715e40a28faac4a56bbd87300c9dcc0d816cb300d4da3883ba5", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -22875,7 +22793,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -22884,36 +22802,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are unrelated model-addition pull requests, not duplicates of the same fix or change. They touch some overlapping framework registration/docs code, but each introduces a different model family and codepath.", + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). They share some auto-registry/docs plumbing, but they do not describe the same underlying change or fix, so this is not a duplicate cluster.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each PR adds a different model integration (ViT NEPA, Molmo, CTSM, Step3p7) with distinct files, APIs, and tests.", + "canonical_pr_reason": "No single canonical PR: each PR adds a different model integration with distinct files, modeling code, and tests.", "best_issue_reason": null, - "best_pr_reason": "No best PR for duplicate consolidation; none of these PRs appear to be the same underlying change or safely mergeable into one PR.", + "best_pr_reason": "If a representative is needed, pull request 46562 is the most developed and reviewed integration, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model integrations: ViT NEPA vs Molmo. Shared auto/docs registration is incidental, not the same concrete fix." + "reason": "Different model additions (ViT NEPA vs Molmo); overlap is only shared docs/auto-registration plumbing, not the same code-path change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model integrations: ViT NEPA vs CTSM. They change separate model packages and behavior." + "reason": "ViT NEPA and CTSM are unrelated model integrations with different model code and tests; shared framework files are incidental." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Different model integrations: Molmo vs CTSM. Overlap in auto/docs plumbing does not make them duplicates." + "reason": "Molmo and CTSM are separate model additions; they touch the same broad registry area but fix/add different models, so they should not be merged as duplicates." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "Different model integrations: CTSM vs Step3p7. They target different model codepaths and cannot plausibly be merged as one PR." + "reason": "CTSM and Step3p7 are distinct model integrations; similarity comes from shared auto-mapping/docs changes, not the same underlying change." } ] }, @@ -22927,7 +22845,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22962,130 +22880,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "c4d0d11eb0f756420c204aae02fceedc231d3cb658c82c19f2ed57427982b5fc", + "prepared_review_unit_hash": "a25ed6d4efc2453aba31a98d11cd4ac50a1dd083b407dd7e8806597add3ab99a", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19599, - "estimated_input_tokens": 4900, - "estimated_eval_tokens": 10056 + "serialized_chars": 19594, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19599, - "estimated_input_tokens": 4900, - "estimated_eval_tokens": 10056 + "serialized_chars": 19594, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most candidates are unrelated PRs spanning different models or CI/test infrastructure. The only strong duplicate-like pair is the two YOLOS PRs, which target the same device-mismatch problem in the same file and issue context.", - "confidence": 0.94, + "summary": "Most candidates are unrelated PRs that only share a vague testing or subsystem overlap. The only strong duplicate pair is the two YOLOS fixes, which address the same device-mismatch problem on the same model path.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the best canonical PR because it addresses the YOLOS device-mismatch fix more completely, including the explicit device move and the no-split-module adjustment, while 46886 is a narrower partial fix for the same code path.", + "canonical_pr_reason": "pull_request:46922 is the best representative because it fixes the concrete YOLOS forward-path device mismatch directly (`.to(hidden_states.device)`) and also adds the `_no_split_modules` safeguard, making it the more complete version of the same fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest representative of the cluster\u2019s only real duplicate pair: it fixes the concrete YOLOS auto-device-map mismatch directly and subsumes the related split-module change, making it the most complete single change to keep.", + "best_pr_reason": "pull_request:46922 is the strongest standalone PR in the only accepted duplicate pair: it targets the same YOLOS device_map bug as 46886 but includes the direct runtime fix plus the split-prevention change.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different problems: Whisper decode/test changes vs. CLIP/ViT test edits." + "reason": "Whisper tokenizer test fix vs unrelated CLIP/ViT dummy test edits; no shared code-path bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer decode logic is unrelated to the FP8 dequant/loading changes." + "reason": "Whisper decode/tokenization change vs FP8 dequant/loading fix; unrelated models and behavior." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Different subsystems and bugs: Whisper decode vs. generation watermarking/config validation." + "reason": "Both touch generation/model code, but the bugs are different: Whisper decoding vs watermarking-config validation and other generation changes." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenization/tests are unrelated to the YOLOS device-mismatch fix." + "reason": "Whisper tokenizer fix and YOLOS device-map fix are unrelated." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:44815", "accept": false, - "reason": "Bogus test edits in CLIP/ViT are unrelated to Phimoe CI environment changes." + "reason": "Test-only changes in CLIP/ViT vs FP8 dequant fix; not the same underlying issue." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46380", "accept": false, - "reason": "Test-only edits in image models do not match the FP8 dequant/loading bug fix." + "reason": "Shared test edits are incidental; the underlying changes target different bugs and modules." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "The PRs touch different models and different bug classes; no shared underlying change." + "reason": "Dummy test edits vs CI/runtime integration fix for Phimoe; no same concrete bug." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "CLIP/ViT test changes are unrelated to YOLOS runtime device placement." + "reason": "Test-only PR vs YOLOS runtime fix; unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization work is unrelated to CI memory patching for Phimoe tests." + "reason": "FP8 quantization/dequant logic vs CI memory/test infrastructure; different problems." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These are different fixes in different execution paths: FP8 quantization vs. generation config validation." + "reason": "FP8 dequant fix is unrelated to generation watermarking validation and Whisper generation code." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No overlap in model, code path, or bug: FP8 dequant vs. YOLOS device mismatch." + "reason": "Different models and code paths: FP8 dequant vs YOLOS device placement." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation-config watermarking validation and CI runner memory handling are unrelated." + "reason": "Generation config/Whisper changes vs Phimoe CI integration fix; no shared bug." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Different models and issues; nothing indicates a shared underlying bug or mergeable change." + "reason": "Different model families and bugs; shared file count is not enough to merge." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI instance-sharing patches do not overlap with YOLOS model-device logic." + "reason": "Phimoe CI memory handling and YOLOS device-map bug are unrelated." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs target the same YOLOS device-mismatch issue in the same file; 46922 includes the same no-split-module fix plus the direct device placement correction, so they could plausibly be merged into one PR." + "reason": "Both target the same YOLOS device_map='auto' mismatch on the same file/issue; 46922 is the fuller fix and 46886 is a narrower variant of the same change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only plausible duplicate-like pair is the two YOLOS PRs, which share the same file and issue target and can reasonably be merged into one fix; the other pair judgments are sufficiently cautious given the diffs shown." + "feedback": "The conclusions are grounded in the packet and the soft-edge rejections are conservative. The only clearly same-bug pair is 46886/46922, which is mergeable into one YOLOS device-map fix. The other pairwise rejections are supported by differing model families, code paths, or test-only vs runtime changes." }, "evaluator_used": true, "retried": false, @@ -23096,7 +23014,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23115,12 +23033,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "109048ac9c6b9d13e26ce7cb7d1a71df3597fbe35692d98dfdd550f3a41e70b9", + "prepared_review_unit_hash": "51b818620d4c28042ac81ee041cd1d963e27e8a7fcd13a21ec11c32f64d5938f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, + "serialized_chars": 6350, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -23128,7 +23046,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, + "serialized_chars": 6350, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -23137,30 +23055,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are unrelated throwaway/test PRs that touch different code paths (packaging, CI/comment workflows, and a security-gate workflow). The soft-similarity signals are too broad to treat any pair as a duplicate or mergeable single change.", + "summary": "All three pull requests are clearly separate \u201c[don\u2019t merge]\u201d/test-style changes with different code paths and scopes; the only overlap is broad CI/testing infrastructure noise, not a shared bug or patch.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate exists in this set; if one PR must anchor the cluster, 43532 is the broadest representative because it spans multiple workflow/test files and has the most discussion activity.", + "canonical_pr_reason": "PR 46747 is the most self-contained change: it only edits one workflow file and has the clearest, narrowest scope among the candidates.", "best_issue_reason": null, - "best_pr_reason": "43532 is the best representative only in the loose clustering sense: it has the widest surface area and most surrounding activity, but it is still not the same change as the others.", + "best_pr_reason": "PR 46747 is the best representative candidate because it is the smallest and most focused, making it easier to identify than the broader CI/test edits in the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different concrete changes: 43488 alters setup/dependency/versioning and a ViT test, while 46747 only switches the PR security-gate workflow trigger from pull_request_target to pull_request. Same broad repo area, not the same bug or change." + "reason": "Different changes: 43488 touches setup/dependency/test files for a repo-bot format check, while 46747 only changes the PR security-gate workflow. Shared CI/testing context is too broad to treat as the same fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is about packaging/dependency setup plus a ViT test; 43532 is a workflow/comment CI and notification/test utility change. Shared test filename is incidental, not a shared code-path fix." + "reason": "43488 is about package/version/test setup and a ViT test tweak; 43532 is a workflow/notification/testing-utils diff. They do not appear to fix the same underlying bug or change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "43532 rewrites self-comment CI and related workflow/test plumbing, while 46747 changes the security-gate workflow trigger only. These are distinct workflow behaviors and would not plausibly be merged as one PR." + "reason": "Both are workflow-related, but they change different workflows for different purposes. There is no concrete shared code-path problem that would plausibly be merged into one PR." } ] }, @@ -23174,7 +23092,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23190,12 +23108,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "c15fba2c8be01047b0927cd9c1724eaa527506000cd21814722f5ceb247da4b6", + "prepared_review_unit_hash": "e05d18b36e1ff2790db9d9aea7379c5eb8993d49dd8ec2591e60068c940f67bc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23203,7 +23121,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23212,18 +23130,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs overlap in shared pipeline/doc scaffolding, but they implement different features: promptable concept segmentation vs promptable visual segmentation. The shared files are generic registration/docs/test updates, not evidence of the same underlying change.", - "confidence": 0.97, + "summary": "These are two distinct PRs that add different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation/registry scaffolding, but they target different functionality and model integrations, so they should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: #43612 and #43613 target different segmentation tasks and should not be treated as duplicates.", + "canonical_pr_reason": "No duplicate canonical PR: the PRs implement different pipeline features and different concrete code paths; the overlap is limited to shared docs and registration plumbing.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for a duplicate cluster here; the two PRs are separate feature additions with different model and test surfaces.", + "best_pr_reason": "PR 43613 is the better representative if one must be chosen: it is the broader, more complete pipeline addition with multiple model integrations and dedicated tests/docs, while 43612 is a separate concept-segmentation feature.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete changes: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation. Similar scaffolding and shared docs/registry updates are not enough to merge them as one PR." + "reason": "Reject: these are different features, not the same underlying change. 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different model coverage and test files. Shared docs/registry updates are incidental." } ] }, @@ -23237,7 +23155,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23253,7 +23171,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "80533e80e2581c4d49ae7b87b2a54f4daff16f0b0a3f8197180094e3cab850f4", + "prepared_review_unit_hash": "74aebbcaa0bc99d76935f427ba97804103f1567b104f5be6b5966bc2e989b08e", "component_budget": { "node_count": 2, "item_count": 2, @@ -23275,18 +23193,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs both touch `trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling behavior, the other extracts signature-column filtering into an overridable helper. They do not look like duplicates.", - "confidence": 0.98, + "summary": "The two PRs both touch `trainer.py` but address different trainer extensibility points: one changes gradient-accumulation loss scaling in `training_step`, the other refactors signature-column filtering for PEFT/custom trainers. They are not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the more concrete behavior change: it adds explicit control over gradient-accumulation loss scaling. PR 43663 is a separate refactor/override hook for column filtering.", + "canonical_pr_reason": "PR #43663 is the better canonical representative for this cluster because it introduces a new overridable helper around column filtering, which is the more structural API change and the one with clearer reuse beyond a single code path.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the strongest standalone candidate because it fixes a specific training-path behavior and has a clear user-facing effect; the other PR is a separate API-refactor change.", + "best_pr_reason": "PR #43663 is the best PR candidate if one must be picked, since it defines a reusable extension point in `Trainer` rather than a narrow bug fix and is the more general trainer customization change.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file, but different code paths and goals: one adjusts loss scaling during training, the other adds a helper for signature-column filtering. They could not plausibly be merged as one duplicate PR." + "reason": "Both PRs modify `src/transformers/trainer.py`, but they target different logic: #43651 changes loss normalization during gradient accumulation, while #43663 refactors signature-column extraction for model input filtering. They do not fix the same concrete bug and would not plausibly be merged as one PR." } ] }, @@ -23300,7 +23218,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23316,12 +23234,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "8f2e1b5fb1cf89db9ad0db7d2e062f0b8680daca5f6e067c8814fc447c9dca2b", + "prepared_review_unit_hash": "51ab403c142ebfa533251cb1d67b00e388747ea9c1677869352bfe86c31038fb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -23329,7 +23247,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -23338,18 +23256,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file but fix different NameError/typing-annotation problems. They should not be treated as duplicates.", - "confidence": 0.93, + "summary": "Two open PRs touch `src/transformers/cli/serve.py` and both mention `TypeAdapter`/annotation-related NameErrors, but they are not the same concrete fix: one is a broader annotations cleanup using `from __future__ import annotations`, while the other specifically guards the `TypeAdapter` type import behind `TYPE_CHECKING` for the no-pydantic case.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more precise representative: it directly fixes the runtime NameError tied to optional pydantic/TypeAdapter handling by making the import TYPE_CHECKING-only and stringizing the annotation.", + "canonical_pr_reason": "PR #43842 is the more direct and narrowly scoped fix for the reported `TypeAdapter` NameError when `pydantic` is absent.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best standalone fix because its change is narrowly scoped to the concrete pydantic-not-installed failure mode, with a minimal and targeted code-path correction.", + "best_pr_reason": "PR #43842 best matches the concrete bug: it fixes the runtime `TypeAdapter` import/name issue without bundling broader typing cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file, but different underlying bugs. #43656 appears to address broader annotation-evaluation issues via `from __future__ import annotations` and related type-hint cleanup, while #43842 specifically fixes `TypeAdapter`/optional-pydantic NameError handling. They are not the same concrete fix and would not naturally collapse into one PR." + "reason": "Related typing fixes in the same file, but they address different changes: #43656 is a broader `__future__`/annotation cleanup, while #43842 specifically guards `TypeAdapter` for the pydantic-not-installed path. Not the same underlying code change." } ] }, @@ -23363,7 +23281,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23429,7 +23347,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -23491,15 +23409,15 @@ "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:44068|pull_request:44086", "pull_request:44085|pull_request:44086", "pull_request:44059|pull_request:44086", "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", - "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", "pull_request:44071|pull_request:44086", @@ -23541,12 +23459,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "bcf172ac44e548d7a4e0839a8c19bb0c0a2883e84ed4f98364f007a20e484701", + "prepared_review_unit_hash": "6ed52b4df171d94658947e9e5d863f9477b201a75a95e437efc342c199bba597", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84897, + "serialized_chars": 84900, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -23554,420 +23472,426 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75093, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75097, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of separate, model-specific output-tracing refactors that share an umbrella pattern but not the same concrete bug/change. The strongest duplicate-like area is the GPT-Neo lineage, and there is also a GPT-J/CodeGen lineage with overlapping revisions. The Flaubert/XLM pair is not strong enough to treat as a duplicate-like match here.", - "confidence": 0.69, + "summary": "This cluster is mostly a wave of model-specific PRs migrating output collection to the new standardized tracing/decorator pattern under the umbrella issue #43979. Most pairs are not true duplicates because they touch different model code paths; the only plausible overlaps are same-model GPT-Neo/GPT-J variants.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the best single representative PR because it is the clearest and most complete GPT-J/CodeGen output-tracing refactor in the cluster, with the broadest scope among the GPT-J-family revisions.", + "canonical_pr_reason": "PR 44722 is the broadest concrete representative here: it explicitly targets the shared output-tracing refactor, touches multiple files, and sits squarely in the standardized decorators migration theme.", "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest representative PR to keep for this cluster: it is explicit, broad, and most likely to subsume the earlier GPT-J-family revisions, while the rest of the cluster is too heterogeneous to serve as one canonical change.", + "best_pr_reason": "PR 44722 is the best global representative because it most clearly captures the shared standardized output-tracing change with explicit issue linkage and multi-file scope.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; only the general output-tracing theme overlaps." + "reason": "Different model code paths; same umbrella issue is not enough to treat them as duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model implementations; same refactor pattern, not the same change." + "reason": "CVT/FNet vs DeBERTa v2 are separate model implementations and not the same concrete fix." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing change in the same file; 44066 is broader, but the GPT-J core looks duplicate-like." + "reason": "Both are GPT-J output-tracing refactors in the same file family, so they look like overlapping implementations of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet vs EfficientNet: same standardized-tracing theme, but different concrete model code paths." + "reason": "Different model families and different code paths; too broad to merge as duplicates." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated model changes." + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated implementations despite shared refactor theme." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; only the umbrella refactor theme matches." + "reason": "GPT-J/CodeGen and EfficientNet are different model code paths, not one duplicate bug/change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are different model-specific output changes." + "reason": "MobileNetV2 and DeBERTa v2 are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; unrelated code paths." + "reason": "GPT-J/CodeGen vs MGP-STR are different concrete changes in different model files." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; same pattern, not the same concrete change." + "reason": "GPT-J/CodeGen and MPT are separate model code paths; same theme is not enough." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo file and same output-tracing refactor; 44068 looks like a later rewrite of the same change." + "reason": "Both are GPT-Neo output-tracing refactors in the same model/file, so they plausibly cover the same change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + "reason": "GPT-Neo vs GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; same family of refactors, but not the same change." + "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model implementations." + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete fixes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model-specific refactors." + "reason": "MGP-STR and GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different code paths." + "reason": "ResNet and GPT-J are separate implementations; shared issue target does not make them duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models; only the refactor style is shared." + "reason": "GPT-Neo and ResNet are unrelated model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated model code paths." + "reason": "ResNet and MPT are different concrete model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model changes." + "reason": "GPT-Neo vs GPT-J/CodeGen are not the same concrete code-path change." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; different models and code paths." + "reason": "GPT-Neo and Flaubert are unrelated models." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; only the umbrella tracing pattern is shared." + "reason": "GPT-Neo and Flaubert are different concrete fixes." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated implementations." + "reason": "MPT and GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; same general theme, different concrete code." + "reason": "GPT-Neo and GPT-J are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model changes." + "reason": "GPT-Neo and MGP-STR are unrelated concrete changes." }, { - "left": "pull_request:44068", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; same umbrella effort only." + "reason": "GPT-J and MGP-STR are different model code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are different model-specific refactors." + "reason": "GPT-2 and MGP-STR are different model implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "44101 is a mixed Flaubert/XLM refactor, not a clearly matching pure Flaubert duplicate." + "reason": "ViLT and Flaubert/XLM are separate model code paths." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are separate model implementations." + "reason": "GPT-2 and GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44017", - "right": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "Segformer and MPT are different models; not the same change." + "reason": "Segformer and GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "Segformer vs VisualBert; only the standardized-tracing theme matches." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and VisualBert are unrelated model paths." + "reason": "Segformer and LongT5 are different model code paths." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert vs Flaubert/XLM; different model families." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "VisualBert and LongT5 are different model code paths." + "reason": "VisualBert and Flaubert/XLM are unrelated model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MPT are distinct model implementations." + "reason": "GPT-2 and MPT are different concrete fixes." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo vs GPT2; same refactor style, different code." + "reason": "Segformer and VisualBert are different model code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated model-specific changes." + "reason": "GPT-Neo and MPT are not the same concrete bug/change." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and GPT-Neo are different code paths." + "reason": "MPT and MGP-STR are unrelated model changes." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44129", "accept": false, - "reason": "Flaubert/XLM vs LongT5; unrelated model implementations." + "reason": "Segformer and SpeechT5 are different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are different model code paths." + "reason": "RegNet and Segformer are separate code paths." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated model refactors." + "reason": "RegNet and MPNet are different model fixes." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different concrete code paths." + "reason": "MPT and ImageGPT are unrelated model code paths." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated model implementations." + "reason": "RegNet and LongT5 are different concrete changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model-specific changes." + "reason": "CVT/FNet and Segformer are unrelated model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet vs GPT-Neo; same umbrella output-tracing work, not the same bug/change." + "reason": "SqueezeBert and MPT are different model code paths." }, { - "left": "pull_request:44056", + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are separate model fixes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44074", + "accept": false, + "reason": "Segformer and TextNet are different concrete changes." + }, + { + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated model code paths." + "reason": "TextNet and LongT5 are unrelated model code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44071", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and MPT are different models." + "reason": "RegNet and GPT-Neo are different model implementations." }, { - "left": "pull_request:44074", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated implementations." + "reason": "MPNet and LongT5 are different concrete fixes." }, { - "left": "pull_request:44018", + "left": "pull_request:44010", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are different model code paths." + "reason": "SqueezeBert and LongT5 are unrelated model code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and TextNet are unrelated model changes." + "reason": "RegNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated concrete changes." }, { "left": "pull_request:44010", - "right": "pull_request:44071", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and MPT are different model implementations." + "reason": "SqueezeBert and GPT-Neo are different model code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." + "reason": "SqueezeBert and DeBERTa v2 are unrelated model fixes." }, { "left": "pull_request:44010", - "right": "pull_request:44073", + "right": "pull_request:44722", "accept": false, - "reason": "SqueezeBert and VisualBert are different model-specific changes." + "reason": "SqueezeBert and GPT-J/CodeGen are different concrete changes." }, { - "left": "pull_request:43997", + "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated models." + "reason": "SqueezeBert and SpeechT5 are different model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44056", + "right": "pull_request:44059", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different concrete code paths." + "reason": "MPNet and GPT-2 are separate model code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44059", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and SpeechT5 are unrelated model changes." + "reason": "GPT-2 and Flaubert/XLM are unrelated concrete fixes." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "FNet/CVT and LongT5 are different model code paths." + "reason": "GPT-2 and GPT-Neo are different model implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and Segformer are unrelated implementations." + "reason": "GPT-Neo and SpeechT5 are different model code paths." }, { "left": "pull_request:44010", - "right": "pull_request:44044", + "right": "pull_request:44086", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are different model code paths." + "reason": "SqueezeBert and MGP-STR are unrelated changes." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and TextNet are unrelated model-specific changes." + "reason": "DeBERTa v2 and SpeechT5 are different concrete fixes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44098", + "accept": false, + "reason": "Segformer and ViLT are different model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the later, broader revision." + "reason": "Both include the same GPT-J output-tracing refactor, and 44722 is effectively the broader overlapping implementation." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both target GPT-J output tracing in the same file; 44722 looks like the fuller later revision." + "reason": "Both target the GPT-J output-tracing change in the same code path, so they look like overlapping implementations." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model code paths." + "reason": "GPT-J and SpeechT5 are unrelated concrete fixes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT and ResNet are different model-specific refactors." + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated implementations." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different model code paths." + "reason": "CVT/FNet and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and VITS are unrelated model-specific changes." + "reason": "DeBERTa v2 and ViT-S are different concrete changes." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pairwise verdicts are mostly conservative, but the overall summary overstates the evidence a bit. In particular, the packet does not show direct soft-edge support for a Flaubert duplicate-like pair, and 44101 is Flaubert/XLM rather than a pure Flaubert revision. The GPT-Neo and GPT-J/CodeGen duplicate-like calls are grounded, but the Flaubert part should be softened or removed." + "accept": true, + "feedback": "The cluster summary is well grounded in the packet: these are mostly model-specific output-tracing/decorator refactors under issue #43979, and the rejections stay conservative for different model code paths. The accepted overlaps are limited to same-model GPT-J/GPT-Neo variants, which is defensible from the diffs and shared filenames." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -23975,7 +23899,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 35, + "component_count": 34, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -24002,12 +23926,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "009b4087da56941a01841bf1fca6101120826f80e5bb44a946ff8f3014b53dec", + "prepared_review_unit_hash": "1e43b909af879e5875b965f27ad6a95bc1cbe8381f1a45bdeb1d0cb153fc3041", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84897, + "serialized_chars": 84900, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -24015,57 +23939,57 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are model-specific PRs in the same broad theme: migrating different Transformer models to standardized output-capture/tracing helpers. They are similar at a high level, but they do not fix the same concrete bug or implement the same change, so they should not be deduplicated together.", - "confidence": 0.97, + "summary": "These PRs all follow the same broad output-tracing/capture_outputs migration pattern, but they are model-specific refactors touching different code paths. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "If a single representative is needed, 44129 is the strongest candidate because it has an explicit issue target and a clear, self-contained SpeechT5 output-tracing refactor. But it is not a duplicate of the others.", + "canonical_pr_reason": "PR 44129 is the best thematic representative: it is a concrete SpeechT5 output-tracing refactor and is the only one with an explicit issue target. It is still not a duplicate anchor for the whole cluster because the other PRs modify different model implementations.", "best_issue_reason": null, - "best_pr_reason": "44129 is the most complete and well-scoped PR in the set: it is issue-linked, targets one concrete model path, and includes a substantive output-capture refactor rather than only a minimal decorator migration.", + "best_pr_reason": "PR 44129 is the strongest single representative of the shared migration theme, with an explicit linked issue and a clear, scoped change. The rest are separate model-specific adaptations rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they target different model implementations (FocalNet vs ImageGPT) and different code paths, so they are not the same underlying change." + "reason": "Both migrate output tracing, but FocalNet and ImageGPT are different model implementations with different forward paths and hooks; not the same concrete bug/change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model-specific migrations; this is the same refactor pattern, not one concrete duplicate fix." + "reason": "VisualBert and TextNet are separate architectures; these are parallel refactors to standardized outputs, not one shared code-path fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs VisualBert touch different architectures and output-recording hooks, so they cannot be merged as one PR for the same bug/change." + "reason": "MPNet refactors its own encoder output capture, while VisualBert targets a different model-specific tracing setup; too broad to be duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated model-specific output-tracing refactors; they share a theme but not an underlying change." + "reason": "Different model files and different output-tracing implementations; same migration style, not the same underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are distinct model code paths, and these PRs are independent standardized-output migrations rather than duplicates." + "reason": "RegNet and SqueezeBert are unrelated code paths; this is only a shared decorator migration pattern, not a single fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different models with different tracing logic; they are similar refactors, not the same fix." + "reason": "SqueezeBert and SpeechT5 touch distinct model internals and output behavior; no evidence they fix the same concrete issue." } ] }, @@ -24079,7 +24003,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24145,280 +24069,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "dcc3678271030e30ff3ae0fb8b7ba7d24b60de91bd97e3e4e234385893e57ebf", + "prepared_review_unit_hash": "437ef9a2e6679f6099dd28a8b8dfa0b0fa0c879f7c4104ff1b199cb7fd089fdb", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40167, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40167, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a broad theme match around output-tracing refactors, but the PRs are model-specific changes in different files and code paths. None of the soft edges look like the same underlying bug/change, so they should stay separate.", - "confidence": 0.98, + "summary": "These are model-specific output-tracing refactors sharing a pattern, not a single duplicate change. I would keep them separate; PR 44003 is the best representative of the cluster.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are separate model-specific refactors, not one duplicate fix spanning the cluster.", + "canonical_pr_reason": "PR 44003 is the most representative cluster exemplar: it is the broadest multi-file output-tracing refactor here, with shared `can_return_tuple`/`capture_outputs` plumbing across Mamba and FalconMamba.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the most representative of the theme because it covers two closely related depth-anything files and the same output-tracing pattern, but it still is not a merge target for the others.", + "best_pr_reason": "PR 44003 is the strongest overall representative because it has the largest scope and clearest implementation of the output-tracing refactor pattern in this set.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward/output refactors." + "reason": "Different model families and code paths; only the refactor style is similar." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated code paths; same theme, not the same change." + "reason": "Unrelated model implementations; same output-tracing pattern, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "`timm_backbone` vs `univnet`; different model logic and output handling." + "reason": "Different concrete model code paths; not a duplicate bug or fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and `mamba/falcon_mamba` are distinct implementations; not one concrete fix." + "reason": "Timm backbone vs Mamba/FalconMamba are different model stacks and changes." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` vs `rwkv`; unrelated model internals despite similar refactor wording." + "reason": "Different model code paths; similar cleanup only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are different model paths with different output semantics." + "reason": "MobileNetV1 and UnivNet are unrelated implementations." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "`mobilenet_v1` vs `upernet`; same broad tracing theme, not the same bug/change." + "reason": "Different model families; same refactor theme is not enough." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` touch unrelated model implementations." + "reason": "Different model code paths; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` vs `vision_encoder_decoder`; different code paths and refactor goals." + "reason": "Different wrappers and model code paths; only structurally similar." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` vs `speech_encoder_decoder`; unrelated model code." + "reason": "Different encoder-decoder stack and code path; not a duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` vs `univnet`; unrelated implementations." + "reason": "Vision-text dual encoder vs UnivNet are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "`vision_text_dual_encoder` and `upernet` are different model families." + "reason": "Different model families; same pattern, not same fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` vs `mamba/falcon_mamba`; different concrete code paths." + "reason": "Different model stacks and concrete changes." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` are unrelated model changes." + "reason": "Different model implementations; no shared bug or fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` vs `upernet`; different model behavior and output types." + "reason": "UnivNet and UperNet are unrelated code paths." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` and `mamba/falcon_mamba` are separate changes, not one duplicate fix." + "reason": "Different model families; not mergeable as one duplicate fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` vs `depth_anything`; same refactor style, different model code." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "`univnet` and `codegen` are unrelated model implementations." + "reason": "Different concrete changes in different model stacks." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` vs `rwkv`; different subsystems and fixes." + "reason": "UperNet and RWKV are unrelated implementations." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and `mamba` are unrelated model paths." + "reason": "Different model families and code paths." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba/falcon_mamba` vs `superpoint`; different models and concrete changes." + "reason": "Mamba/FalconMamba vs SuperPoint are unrelated changes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba/falcon_mamba` vs `codegen`; not the same bug or patch." + "reason": "Different model code paths and refactor targets." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are separate model families with different refactors." + "reason": "Timm backbone and CodeGen are unrelated model implementations." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` vs `codegen`; unrelated output-tracing edits." + "reason": "UnivNet and CodeGen do not share a concrete code-path problem." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` vs `codegen`; different concrete code paths." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "`vision_text_dual_encoder` vs `codegen`; similar theme only, not same fix." + "reason": "Different model stacks; only the broad refactor theme matches." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` vs `vision_encoder_decoder`; different models and change scopes." + "reason": "Depth Anything and VisionEncoderDecoder are different model families." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` vs `speech_encoder_decoder`; unrelated code paths." + "reason": "Different model wrappers and code paths; not the same fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` vs `superpoint`; different model behavior and implementation." + "reason": "Depth Anything and SuperPoint are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` vs `rwkv`; unrelated model family." + "reason": "Different model code paths; not a duplicate change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` vs `dpr`; different concrete refactors." + "reason": "Depth Anything and DPR are unrelated model changes." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` vs `rwkv`; unrelated model code." + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Vision and speech encoder-decoder wrappers are different code paths; not one duplicate fix." + "reason": "Both are encoder-decoder wrappers, but they are different concrete model paths and should not be merged as duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` vs `superpoint`; unrelated changes." + "reason": "Different model implementations; same refactor pattern only." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` vs `dpr`; different model implementations." + "reason": "VisionEncoderDecoder and DPR are different concrete code paths." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` vs `superpoint`; unrelated models." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` vs `rwkv`; different code paths and refactors." + "reason": "Different model families and fix locations." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` vs `dpr`; not the same underlying change." + "reason": "SpeechEncoderDecoder and DPR do not share a concrete bug." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` vs `rwkv`; unrelated model families." + "reason": "SuperPoint and RWKV are unrelated model code paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` vs `dpr`; different model code and purpose." + "reason": "Different model implementations; no shared underlying change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` vs `dpr`; separate implementations, not a shared fix." + "reason": "RWKV and DPR are unrelated code paths and fixes." } ] }, @@ -24432,7 +24344,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24448,7 +24360,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "288b63e494491c1c1b294e88a9257a12aafc386441489ec4b46ae196daa8346d", + "prepared_review_unit_hash": "7031472db383a80456d4f0c733880c185080cf06152bd47fda6c1a0b7f708e84", "component_budget": { "node_count": 2, "item_count": 2, @@ -24470,18 +24382,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are separate model additions for different architectures (PenguinVL vs Voxtral TTS). Their overlap is limited to shared Transformers boilerplate and docs registration, so they are not duplicates.", + "summary": "These are two unrelated model-addition PRs. They share standard Transformers boilerplate and auto-registration files, but they implement different models (PenguinVL vs Voxtral TTS) and do not appear to fix the same code-path problem.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for this cluster: the PRs implement different models and do not fix the same code path. If a representative must be chosen, 45401 is more self-contained because it has an explicit issue target, but it is not a duplicate of 44662.", + "canonical_pr_reason": "PR 45401 is the cleaner representative of the pair: it has an explicit issue target and a narrower, well-scoped Voxtral TTS implementation.", "best_issue_reason": null, - "best_pr_reason": "45401 is the cleaner representative only in the sense that it is tied to an explicit issue and a narrower model release; 44662 is a separate, unrelated model implementation. Neither is a good global best for a duplicate cluster.", + "best_pr_reason": "PR 45401 is the better standalone PR example because it is tied to a specific issue and is more self-contained than the broader PenguinVL addition.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model implementations with different filenames, configs, and test suites. The shared auto/docs changes are generic model-registration boilerplate, not evidence of the same underlying bug or change, so they should not be merged as duplicates." + "reason": "Different model integrations with different configs, processors, and tests; shared files are just common scaffolding, not the same underlying change." } ] }, @@ -24495,7 +24407,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24511,12 +24423,12 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "b72f4ca5f92d87191a7b9981b1b18a6708c1e70850c55d262bff9090edb5e8c9", + "prepared_review_unit_hash": "c0501fff73de9eabcf1f71f1b21137a8842229bd6f3eb39e4eedeedc15a61d9d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4219, + "serialized_chars": 4218, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -24524,7 +24436,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4219, + "serialized_chars": 4218, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -24533,18 +24445,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates. One PR changes a docs-related workflow into a draft-conversion workflow, while the other changes CI routing for a smaller runner group and includes unrelated code/test noise.", - "confidence": 0.93, + "summary": "The two pull requests are not duplicates: one changes a workflow to convert PRs to draft, while the other tweaks CI branch handling and includes unrelated code/test noise. They do not appear to fix the same concrete problem.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46845 is the clearer representative of its own change set: it has a specific CI goal and coherent workflow edits, whereas 44965 is an opaque experimental PR with unrelated workflow/temp-file changes.", + "canonical_pr_reason": "PR 46845 is the better representative because its title is more descriptive and it contains the more substantive CI-related change, whereas PR 44965 has a vague title and a different workflow purpose.", "best_issue_reason": null, - "best_pr_reason": "PR 46845 is the better standalone representative for the cluster because its intent is explicit and its edits align around CI behavior; 44965 appears exploratory and unrelated.", + "best_pr_reason": "PR 46845 is the best standalone PR candidate since it is more specific about the intent ('Try smaller group') and the diff shows an actual CI path change; PR 44965 is a separate workflow transformation and not the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Different underlying changes: 44965 rewrites a documentation workflow into a draft-conversion workflow, while 46845 reroutes PR CI to a smaller group and adds unrelated code noise. They do not fix the same code-path problem and would not plausibly merge into one PR." + "reason": "Different underlying changes: 44965 modifies the PR documentation workflow to convert PRs to draft, while 46845 adjusts CI branch routing and includes an unrelated model file edit. They are not plausibly one merged PR for the same bug/change." } ] }, @@ -24558,7 +24470,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24574,12 +24486,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "2a5c17d64d2363f4e7ebb09a626f62aa9ad9092fa6bb6ff46b1ac18e0eb98911", + "prepared_review_unit_hash": "483f0bd26373f70b4374f83854826c4c61e49e261184a912cbd25b84b15ab7d2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -24587,7 +24499,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -24596,18 +24508,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by the broad theme of module/kernel fusion, but they implement different layers of the stack: one adds a generic Module Fusion API, the other wires n-to-1 kernel fusion into model loading via KernelConfig. They should not be merged as duplicates.", + "summary": "These PRs are related to kernel/module fusion, but they are not the same change: #44979 adds a general Module Fusion API, while #45363 applies KernelConfig to n-to-1 kernel fusion and includes an example/integration updates. The latter looks like a downstream use of the former, not a duplicate.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44979 is the cleaner canonical anchor for the cluster because it introduces the core reusable fusion abstraction itself, which is the broader foundation compared with the more specific kernel-config integration in PR 45363.", + "canonical_pr_reason": "PR #44979 is the broader foundational API change and the best anchor for this cluster; #45363 is a separate follow-on implementation using that API.", "best_issue_reason": null, - "best_pr_reason": "PR 44979 is the best representative PR for the cluster since it defines the underlying API surface for module fusion rather than a narrower application-specific integration.", + "best_pr_reason": "PR #44979 is the most central representative of the work here because it introduces the reusable module-fusion abstraction, whereas #45363 is a narrower application of it.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related topic, but not the same concrete change: 44979 adds a standalone Module Fusion API, while 45363 adds KernelConfig-based n-to-1 kernel fusion integration plus example wiring. They touch different code paths and would not plausibly be merged into one PR without collapsing distinct layers of functionality." + "reason": "Different concrete changes: #44979 introduces the generic Module Fusion API, while #45363 wires KernelConfig into n-to-1 kernel fusion and adds an example. They are related, but not the same underlying PR." } ] }, @@ -24621,7 +24533,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24637,7 +24549,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "41efe6fa7ab91e2f622bddaab9ba4e462819a5f88af17e53a65e08825c28a53e", + "prepared_review_unit_hash": "f16857cb1532b7721473c5f2535714b2af5a439073f022c7fea3b7a1f67b7b1d", "component_budget": { "node_count": 2, "item_count": 2, @@ -24659,18 +24571,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same Mistral regex AttributeError in the same code path, with the same core patch in tokenization_utils_tokenizers.py; 45317 is the more complete version because it adds tests.", - "confidence": 0.96, + "summary": "Both pull requests fix the same Mistral pre-tokenizer AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`. PR 45317 is the stronger canonical PR because it includes the same fix plus tests and fuller discussion.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical representative: it fixes the same AttributeError as 45086 but also includes test coverage, making it the more complete patch.", + "canonical_pr_reason": "PR 45317 is the most complete representation of the fix: it applies the same code change as 45086 and adds test coverage, making it the best canonical PR for this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest overall choice because it contains the core fix plus tests, while 45086 is just the minimal code change.", + "best_pr_reason": "PR 45317 is the best overall fit because it contains the same bug fix as 45086 and is more polished/comprehensive due to added tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same concrete fix in the same file/code path; 45317 is effectively a superseding, more complete version of 45086." + "reason": "Accept: both PRs address the same concrete AttributeError in `_patch_mistral_regex` on the same file and code path; 45317 is effectively a superset with tests, so they plausibly belong to one merged change." } ] }, @@ -24684,7 +24596,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24700,7 +24612,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "b7f6af58a4309cd90af83d33e7b4decbaff380473f9085ba205a1d8c55624a61", + "prepared_review_unit_hash": "12e74eb5ae4c5fc60a7ba060de33afe2dd601109b16ca6f10b8655432aa9581d", "component_budget": { "node_count": 2, "item_count": 2, @@ -24722,18 +24634,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related Nemotron H pull requests, but they target different changes: one refactors NemotronH to inherit GraniteMoeHybrid and adds conversion mapping, while the other splits NemotronH into dense/sparse variants with broader docs/auto-mapping/model updates. They share files/subsystem, but not the same concrete fix.", - "confidence": 0.9, + "summary": "Related NemotronH work, but not a duplicate pair: one PR is a conversion/refactor toward GraniteMoeHybrid compatibility, the other is a broader architectural split into NemotronH Dense/Sparse with docs and model files.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more complete implementation for the NemotronH family split and updates the public model/docs/auto mappings, whereas #45115 is a narrower refactor focused on inheritance and checkpoint conversion.", + "canonical_pr_reason": "No single PR cleanly subsumes the other; 45569 is the broader feature change, while 45115 is a narrower conversion-mapping/refactor PR.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative of the cluster because it covers the larger user-facing change set and is more likely to subsume the downstream model-structure work; #45115 looks like a related but separate refactor/conversion task.", + "best_pr_reason": "45569 is the more complete and user-facing change set, but it does not replace 45115 because the latter targets a different code path (checkpoint conversion/mapping).", "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 conversion/refactor PR around GraniteMoeHybrid compatibility, while #45569 introduces dense/sparse NemotronH variants plus docs and auto-mapping updates. They would not plausibly merge as one duplicate PR." + "reason": "They share the NemotronH subsystem and some files, but fix different problems: 45115 adds conversion/mapping and inheritance refactors, while 45569 introduces dense/sparse model variants, docs, and auto-mapping updates. Not mergeable as one concrete fix." } ] }, @@ -24747,7 +24659,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24763,12 +24675,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "eabb9699a649877e08050ff0503206b58d80ff083a51aaeb86a16be2490787cb", + "prepared_review_unit_hash": "2d29d325ace51ca87b1c1859b3362c1f02fbaf853070ced7e4657d4a5324106f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6091, + "serialized_chars": 6089, "estimated_input_tokens": 1523, "estimated_eval_tokens": 3302 }, @@ -24776,7 +24688,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6091, + "serialized_chars": 6089, "estimated_input_tokens": 1523, "estimated_eval_tokens": 3302 }, @@ -24785,18 +24697,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs introduce the new heterogeneous configuration docs and config utilities, but #45332 is a broader end-to-end feature PR that also adds modeling/runtime support, while #45333 is a narrower config-only slice. They overlap heavily, but they are not the same concrete change and would not be safely merged as one duplicate PR.", - "confidence": 0.9, + "summary": "The two PRs are closely related feature work, but they are not the same concrete change set: PR #45333 is config-only, while PR #45332 adds the broader heterogeneous model/runtime support on top of that. They share setup/docs/config files, but the implementation scope differs enough that they should not be merged as duplicates.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the more complete heterogeneous-model feature change: it includes the per-layer config work plus the downstream modeling, masking, cache, and model-support pieces.", + "canonical_pr_reason": "PR #45332 is the better canonical representative because it covers the larger end-to-end heterogeneous support implementation, including config, modeling, cache, masking, and model-specific integration code.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best PR to keep as the cluster representative since it covers the full feature surface rather than only the configuration subset.", + "best_pr_reason": "PR #45332 is the strongest overall PR to represent the cluster since it subsumes the config layer and extends into the actual heterogeneous modeling/runtime path, making it the more complete feature change.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Overlap is real, but #45333 is config-only while #45332 includes broader modeling/runtime support; they are related feature slices, not the same concrete fix." + "reason": "Related feature work, but not the same underlying change: #45333 only adds per-layer configuration support, while #45332 also changes modeling/cache/masking/runtime behavior. The overlap is substantial but not duplicate-level." } ] }, @@ -24810,7 +24722,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24826,12 +24738,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "7ae7d1069b4feb8d96f6365d3a90019231eb89291e279b0cf1e87b2b01b60e55", + "prepared_review_unit_hash": "abc174a623bfe9b944797c974a1bf47a76fb3b9b08955c340a050d7f361328a3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -24839,7 +24751,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -24848,18 +24760,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs, but they are not duplicates: one is a broad repo-wide type-checking cleanup, the other adds specific typing protocols and helper types for model/PEFT integrations. The overlap in a few files is incidental rather than the same underlying change.", - "confidence": 0.89, + "summary": "Two open PRs in the same general typing-cleanup area, but they do not look like duplicates: one is a broad type-checking sweep across many Transformer modules, while the other adds specific typing protocols/helpers around modeling_utils and PEFT integration.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "45425 is the narrower, more concrete typing-infrastructure change; 45415 is a broad sweep adding type checking across many files.", + "canonical_pr_reason": "PR 45415 is the broader umbrella change: it updates pyproject type-checking settings and applies typing fixes across many files, so it best represents the cluster\u2019s main theme.", "best_issue_reason": null, - "best_pr_reason": "45425 is the most self-contained representative PR in this cluster, but it should not be treated as a duplicate of 45415.", + "best_pr_reason": "PR 45415 is the best overall representative because it is the larger, more central typing-sweep PR; PR 45425 is narrower and more specialized.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge: 45415 is a large type-checking cleanup across many modules, while 45425 introduces new typing protocols and support types for specific integrations. Shared files alone do not make them the same change or same bug." + "reason": "They share typing-related files, but the changes are not the same concrete bug/change. 45415 is a broad repository-wide type-checking pass, while 45425 adds specific protocol/type aliases for modeling_utils/PEFT; they could coexist, so they should not be merged as duplicates." } ] }, @@ -24873,7 +24785,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24889,7 +24801,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "ddb4b438c7042f4d65341ff9fd3119f38a7d3c2207991b716f7191cc7f034d15", + "prepared_review_unit_hash": "a76ef9b382cec22cc736386f1c76fb749d98d6af01638f78470246c86ed53328", "component_budget": { "node_count": 2, "item_count": 2, @@ -24911,18 +24823,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel loading behavior, but they fix different failure modes: one targets EP/ZeRO-3 loading via accelerate and config serialization, while the other fixes expert parameters being overwritten during FSDP2 load. They are related, but not the same underlying change.", - "confidence": 0.81, + "summary": "These are related EP/loading PRs, but they target different failure modes: one is about preserving `distributed_config` and `has_ep` during loading, the other about preventing expert parameters from being overwritten under FSDP2/rank-0 broadcast. They should not be merged as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical PR for this cluster because it addresses a concrete expert-parallel loading corruption bug with a clear code path (post-shard wrapping / rank-0 overwrite), whereas #45548 is narrower and more infrastructure-oriented around EP + ZeRO-3 loading and config handling.", + "canonical_pr_reason": "pull_request:45662 is the stronger representative of the cluster because it addresses a more concrete, multi-file EP loading corruption bug with broader code-path coverage.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest representative because it fixes a specific, user-visible correctness issue in model loading and includes multiple code-path updates tied to that bug.", + "best_pr_reason": "pull_request:45662 is the best standalone PR candidate: it fixes a specific expert-parameter overwrite path and has the clearest end-user impact, whereas pull_request:45548 is narrower and focused on config/launch plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "They share EP-related loading context, but the bugs differ: #45548 focuses on Accelerate/ZeRO-3 loading and config serialization, while #45662 fixes expert parameters being overwritten during FSDP2 loading. Same subsystem, different underlying defect." + "reason": "Not the same underlying bug: 45548 preserves EP-related config state during Accelerate/ZeRO-3 loading, while 45662 fixes experts being silently overwritten by rank-0 broadcast under FSDP2. Shared EP context and one common file are not enough to merge them." } ] }, @@ -24936,7 +24848,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24952,7 +24864,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "6340ab06f0a63bfe8fe66faa8363a7b8648ae0164a9266d5bdef831ee5cef180", + "prepared_review_unit_hash": "c589be3fd93c33c33ad03c11490b96db16dd250ae4e7924802b798c4f67e5641", "component_budget": { "node_count": 2, "item_count": 2, @@ -24974,18 +24886,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are centered on the same captured_info/xdist collision problem in transformers testing utilities. PR 45645 is the broader, more complete fix because it includes the xdist-safe logging change plus the CI workflow update needed to read multiple per-worker files.", - "confidence": 0.81, + "summary": "Both PRs target the same xdist collision problem around `captured_info` debug artifacts. PR #45645 is the broader, more complete fix because it updates both the producer (`testing_utils.py`) and the CI log collection workflow, while PR #45639 covers only the producer side.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR: it covers the core xdist-safe captured_info fix and also updates the workflow to preserve and aggregate per-worker debug logs, making it the more complete implementation.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it covers the full end-to-end behavior change: per-worker artifact generation plus workflow aggregation/preservation of all captured logs in CI.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative of the change set because it addresses the underlying collision in code and the downstream CI log handling, whereas 45639 appears narrower and partial.", + "best_pr_reason": "PR #45645 is the strongest representative of the cluster since it addresses the concrete xdist collision and also preserves the resulting debug output in CI.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "They target the same underlying captured_info xdist collision in testing_utils and share the same issue target and files; 45645 just adds the workflow-side log collection needed to support the same fix." + "reason": "Same underlying `captured_info` xdist collision bug and same target issue; the changes are complementary and could plausibly be merged into one PR." } ] }, @@ -24999,7 +24911,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25015,7 +24927,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "e2fb0f0963815105268dd8a31741ced090eb1aa1375e82818c5e89ecc8e87daf", + "prepared_review_unit_hash": "c37470f3e76d35cf96677e78898aa32629a342e661babfbf661c15ca212f3f55", "component_budget": { "node_count": 2, "item_count": 2, @@ -25037,18 +24949,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests that both touch multiple transformer model files, but they implement different lint rules and modify different code paths. They should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "These two PRs are not duplicates: #45720 implements a partial fix for TRF003 across model forward signatures, while #46259 adds TRF018 modeling-rule changes around weight initialization. They target different lint rules and different underlying code paths.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46259 is the stronger anchor: it has the larger and more diverse code change set, substantially more review activity, and a clearer standalone scope around TRF018.", + "canonical_pr_reason": "No canonical PR: the PRs address different linter rules and different implementation areas, so they are not the same change.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46259 is the best representative of the cluster only in the sense that it is the more substantial PR; however, it is not actually a duplicate of pull_request:45720 because the underlying fixes are different.", + "best_pr_reason": "#45720 is the better representative only because it is the narrower, more self-contained PR; however, it is not a duplicate of #46259.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Reject: TRF003 changes return-value handling via can_return_tuple/return_dict cleanup, while TRF018 changes model weight initialization logic. They affect different underlying behaviors and would not plausibly be merged as one PR." + "reason": "Different rules and fixes: TRF003 modifies forward return-dict handling across many models, while TRF018 changes model initialization logic. They are not the same underlying bug/change." } ] }, @@ -25062,7 +24974,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25128,7 +25040,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25144,40 +25056,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "051f9525be1d87fe781c7698f2f918be903b30100b583bd89bee870bb3d531a8", + "prepared_review_unit_hash": "00b0d1c51031d033efdaa88534d1127b9f269e03879aa0730fa25b7db05d3924", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5159, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5159, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: one is a Grafana/CI and model-adjustment PR, while the other is a test migration PR with new kernel and vision tests. They do not appear to fix the same concrete code-path problem and would not plausibly be merged into one PR.", - "confidence": 0.97, + "summary": "The two open PRs are not duplicates: one is a mixed grafana/testing-infra plus model-code change, while the other is a focused test-migration PR. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical duplicate: the PRs have different goals and code paths, so neither can serve as the shared canonical for this cluster.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a clear duplicate representative for this cluster; the PRs address different changesets and different goals.", + "best_pr_reason": "46100 is the cleaner representative because it has a narrower, self-contained test-migration scope.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different purposes and file sets: 45932 touches CI secrets and model/config code, while 46100 adds/rewires tests. No shared underlying bug or fix." + "reason": "Different underlying changes: 45932 mixes workflow/grafana plumbing with model code edits, while 46100 adds kernel and vision-model tests plus a DDP config. They are not the same bug/fix and would not plausibly merge into one PR." } ] }, @@ -25191,7 +25103,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25207,12 +25119,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "b8685d7cfabd5816dd60abd6b832ba3c6f5491e0970f8dcc2a7c177875c314f1", + "prepared_review_unit_hash": "86b017f25b4b5ec610874d2b9e6aa59e1549a41939b5e0fac1c1b17363ff6a25", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25220,7 +25132,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25229,18 +25141,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs overlap on distributed/EP-related files, but they are not the same underlying change: #46126 is a focused EP + Trainer integration, while #46269 is a much broader distributed-branch base sweep. The shared filenames are too broad to justify a duplicate/merge.", - "confidence": 0.93, + "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration change, while PR #46269 is a broad distributed-branch base touching many unrelated areas. The shared filenames are too generic to imply the same concrete fix/change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "#46269 is the broader umbrella change, touching many distributed and integration surfaces, so it is the better canonical representative than the narrower EP/trainer feature PR.", + "canonical_pr_reason": "PR #46126 is the more specific, self-contained feature change with a clear target; PR #46269 is a broad integration/base branch PR and not a good canonical representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "#46269 is the best single representative of the cluster because it is the more comprehensive distributed base PR; #46126 is a specific follow-up feature change rather than the main umbrella change.", + "best_pr_reason": "PR #46126 best represents the underlying change in the cluster because it has a narrow, concrete scope and a clear title; PR #46269 is too broad and cross-cutting to serve as the representative change.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they share a distributed subsystem and a few filenames, but the scopes differ substantially (#46126 is EP/trainer integration; #46269 is a broad branch-base refactor with CI and many unrelated distributed modules). They do not look mergeable as one PR." + "reason": "Reject: the overlap is only at a broad distributed-subsystem level and shared filenames; the PRs do not appear to fix the same concrete code-path problem or be mergeable as one PR." } ] }, @@ -25254,7 +25166,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25308,12 +25220,12 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "3be1e4a27f05ca096d6f971e80210c4df98546a3ca95cc6b38e937c97b008981", + "prepared_review_unit_hash": "7e0e7aa69e1ce0a346e53b71774e605ecbb2c201e6d7dfaa573d0dc67e44c3e4", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26676, + "serialized_chars": 26675, "estimated_input_tokens": 6669, "estimated_eval_tokens": 13594 }, @@ -25321,7 +25233,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26676, + "serialized_chars": 26675, "estimated_input_tokens": 6669, "estimated_eval_tokens": 13594 }, @@ -25330,234 +25242,198 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated workflow-maintenance PRs that share a broad GitHub Actions/security theme, but they do not look like true duplicates of the same concrete change. The only exact-file group is the pr-ci-security-gate workflow, and even there each PR makes a different follow-up edit.", - "confidence": 0.87, + "summary": "Mostly unrelated workflow-maintenance PRs. The only near-clustered set is the pr-ci-security-gate.yml edits, but they address different security/permission/reusable-workflow concerns and should not be collapsed as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantive single change: it introduces the main pr-ci-security-gate logic update (checkout of the PR head plus explicit workflow/CI-change checks). The others are separate workflow tweaks or follow-ups, not the same patch.", + "canonical_pr_reason": "PR 46554 is the most substantive and central change in the only related subfamily (pr-ci-security-gate.yml), but it is still distinct from the other workflow tweaks.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best representative of the cluster because it contains the clearest concrete bug/security fix and the broadest functional change in the shared workflow area.", + "best_pr_reason": "46554 is the best anchor for the security-gate subfamily because it changes the actual gate logic, whereas the others are separate follow-up tweaks or unrelated workflow chores.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different change targets; only broad CI/workflow similarity." + "reason": "Different workflow files and different changes: stdin handling for self-comment CI vs security-gate hardening." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow file and a separate security-gate tweak; not the same underlying change." + "reason": "Unrelated workflow updates in different files; no shared bug or change to merge together." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow file and different edit; no shared concrete bug or patch." + "reason": "Self-comment CI command-input fix is unrelated to the security-gate reusable-workflow note." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow file and different change scope; not mergeable as one duplicate PR." + "reason": "Different file and concern: self-comment CI stdin piping vs reusable-workflow secrets handling." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow file and different behavior change; only superficial CI similarity." + "reason": "Different workflow files and different fixes; one is input quoting, the other is CI trigger handling." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and unrelated updates to separate CI jobs." + "reason": "SSH runner hardening is unrelated to benchmark workflow dispatch support." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files; both are workflow maintenance, but not the same concrete fix." + "reason": "Different workflow files and distinct concerns: SSH runner cleanup vs anti-slop permissions." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and distinct edits to separate jobs." + "reason": "SSH runner changes are unrelated to assign-reviewers checkout ref selection." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files; no same code-path problem." + "reason": "Different workflows and different problems; no common concrete bug." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different CI/security concerns." + "reason": "SSH runner modifications are unrelated to the security-gate permission/approval changes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Same general workflow area, but different concrete changes in different files." + "reason": "Anti-slop permissions change and benchmark dispatch support are separate workflow behaviors." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Both are workflow tweaks, but to different files and different behavior." + "reason": "Different workflows and unrelated updates." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different files and unrelated shell/trigger edits." + "reason": "Anti-slop permissions and build-ci-docker-images shell quoting are not the same change." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes." + "reason": "Different workflows and different code paths; not a duplicate fix." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Assign-reviewers checkout ref change is unrelated to benchmark workflow trigger changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different files; one changes checkout behavior, the other changes a command invocation." + "reason": "Different workflow files and distinct fixes; not mergeable as one duplicate PR." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and distinct fixes." + "reason": "Assign-reviewers behavior is unrelated to the security-gate workflow." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different files and different CI trigger logic; not the same change." + "reason": "Benchmark dispatch support and build-ci-docker-images quoting are unrelated changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated edits." + "reason": "Different workflows and unrelated concerns." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different concrete changes." + "reason": "Different files and different fixes; no shared underlying bug." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and separate CI/security behavior changes." + "reason": "Build-ci-docker-images shell quoting and security-gate permission changes are unrelated." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different concrete edits: one adds security checks, the other adjusts permissions and gating; not the same PR." + "reason": "Same workflow file, but different fixes: gate logic/file checks vs permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but this is a different follow-up change with comments/note text, not the same fix." + "reason": "The comment-only clarification is not the same underlying change as the security-gate logic fix." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different security-related follow-up (secrets handling) rather than the same patch." + "reason": "Security-gate implementation changes differ from the secrets:{} reusable-workflow update." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different edits: permissions/gating versus explanatory comments." + "reason": "Permission/approval logic change is distinct from explanatory comments." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different follow-up changes to secrets handling and permissions." + "reason": "Different fixes in the same file; one changes permissions/flow, the other changes secrets passing." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different concrete updates; one adds notes, the other changes secrets passing." + "reason": "Comments documenting safety are not the same as changing secrets behavior." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and distinct CI shell changes." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated security/SSH changes." + "reason": "SSH runner hardening is unrelated to a comment-only security-gate update." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated edits." + "reason": "Different workflow files and unrelated concerns." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and no shared concrete bug." - }, - { - "left": "pull_request:46554", - "right": "pull_request:46558", - "accept": false, - "reason": "Same workflow file but different follow-on fixes; not a single mergeable duplicate." - }, - { - "left": "pull_request:46554", - "right": "pull_request:46563", - "accept": false, - "reason": "Same workflow file but different follow-up content, not the same underlying change." - }, - { - "left": "pull_request:46554", - "right": "pull_request:46716", - "accept": false, - "reason": "Same workflow file but different secrets/permissions update, not the same patch." - }, - { - "left": "pull_request:46558", - "right": "pull_request:46563", - "accept": false, - "reason": "Same file but different edits; one is gating/permissions, the other is commentary." - }, - { - "left": "pull_request:46558", - "right": "pull_request:46716", - "accept": false, - "reason": "Same workflow file but different security-related adjustments." - }, - { - "left": "pull_request:46563", - "right": "pull_request:46716", - "accept": false, - "reason": "Same file but distinct changes; comments versus secrets behavior." + "reason": "SSH runner workflow changes and security-gate secrets handling are unrelated." } ] }, @@ -25571,7 +25447,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25634,7 +25510,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25650,7 +25526,7 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "26ffe0cb2dfa7f3ffc1a5cbf5e47c074a63a451ff6d457750e94a259bc181781", + "prepared_review_unit_hash": "f554c435a1344025928ba8490bcfbe5d0b13ad8b04af0929f1de30b5427dd833", "component_budget": { "node_count": 2, "item_count": 2, @@ -25672,18 +25548,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs harden path handling, but they fix different code paths: one validates sharded checkpoint filenames from an index `weight_map`, the other rejects traversal in `transformers_weights`. They are security-adjacent, not duplicates, and should not be merged into one PR.", - "confidence": 0.93, + "summary": "These are related security hardening PRs, but they fix different path-traversal entry points in different code paths: sharded checkpoint index loading vs. `transformers_weights` config handling. They should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are separate fixes for different loaders/config paths, with different inputs and validation points.", + "canonical_pr_reason": "PR 46281 is the cleaner canonical representative for this cluster because it targets a concrete, well-scoped path-traversal bug in the sharded-checkpoint loader and has a precise fix location and test coverage.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a global best duplicate target because they address distinct traversal vectors in different subsystems; pick each for its own bug rather than as a cluster representative.", + "best_pr_reason": "PR 46281 is the best overall representative: it addresses a specific vulnerable loader path, with a narrowly tailored fix that is easier to map to a single underlying bug than PR 46890.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Reject: both involve path-traversal hardening, but PR 46281 checks sharded checkpoint index shard filenames in `hub.py`, while PR 46890 validates `transformers_weights` in `modeling_utils.py`. Different concrete code paths and not plausibly one merged fix." + "reason": "Different bugs and code paths. 46281 validates shard filenames from the checkpoint index in `utils/hub.py`; 46890 blocks traversal in the `transformers_weights` config field in `modeling_utils.py`. Related theme, but not the same concrete change." } ] }, @@ -25697,7 +25573,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25713,12 +25589,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "47b315b9800cbb68b5eb5be43cf331572d2d834a401aa14d4feb701aeb7749a0", + "prepared_review_unit_hash": "473ac3cef34c18a8815a192cd7e7fbba543b5561241c14fad0f702bf1a935085", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5959, + "serialized_chars": 5958, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -25726,7 +25602,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5959, + "serialized_chars": 5958, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -25735,18 +25611,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated: one adds multimodal support to continuous batching, the other introduces the HunYuan VL model and its docs/auto-mapping integration. They should not be clustered as duplicates.", + "summary": "The cluster contains two unrelated open pull requests: one adds multimodal support to continuous batching, and the other adds the HunYuan VL model stack and docs. They do not appear to be duplicate changes or the same underlying bug fix.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46417 is the better representative PR because it is a concrete, self-contained model integration with clear file scope, tests, and documentation, while the other PR is a broad draft architecture change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:46417 is the most suitable standalone PR in this cluster: it has a specific feature target and implementation surface, whereas pull_request:46376 is a larger, draft multimodal batching effort with a broader and less comparable scope.", + "best_pr_reason": "PR 46417 is the stronger standalone PR in this cluster: it is a focused model addition with matching docs, code, and tests, whereas PR 46376 is an unrelated draft infrastructure change.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes and code paths: continuous batching/multimodal infrastructure versus adding a new HunYuan VL model package, docs, and auto mappings. They are not the same bug or mergeable into one PR." + "reason": "Different scopes and code paths: continuous batching/multimodal generation internals versus a new HunYuan VL model implementation and documentation. They are not the same underlying change and would not plausibly be merged into one PR." } ] }, @@ -25760,7 +25636,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25776,40 +25652,40 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "71dc936430252988a2b98ea3d153cce67d83eec8b2c5e45ae3f53e7bdfecb911", + "prepared_review_unit_hash": "7b8c4c4d3ed92abae6f696f0a338df9e15183651748a8fbc8faefd0671ede399", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are both tokenizer-related but fix different underlying problems: one corrects CodeLlama decode stripping behavior, the other corrects DeepSeek-Coder/DeepSeek-LLM tokenizer-class selection in AutoTokenizer. They are not duplicates.", - "confidence": 0.94, + "summary": "These are two separate tokenizer fixes: one for CodeLlama leading-space stripping on decode, and one for DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They do not appear to be duplicates or the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two PRs target different bugs in different code paths, so neither subsumes the other.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better duplicate representative of the other; each is the right fix for a separate issue.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different bugs and code paths: 46574 changes CodeLlama decode setup to preserve leading spaces, while 46580 changes AutoTokenizer checkpoint-prefix handling for misclassified DeepSeek checkpoints. They would not plausibly merge into one PR." + "reason": "Different models, different failure modes, and different code paths: CodeLlama decode/decoder setup vs. AutoTokenizer checkpoint-class selection. They are not plausibly one merged PR for the same bug." } ] }, @@ -25823,7 +25699,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25839,7 +25715,7 @@ "soft_pairs": [ "pull_request:46847|pull_request:47009" ], - "prepared_review_unit_hash": "e0aff1ab8b43676ed368dabfd228a95bdc086489f42cf8851c0cf07b87a54249", + "prepared_review_unit_hash": "17888459f08e73c25d8e7332249c4af47cccadf087fae7dc0534263d6f1839e9", "component_budget": { "node_count": 2, "item_count": 2, @@ -25861,18 +25737,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs make the same Qwen3.5 tensor-parallel plan change for `linear_attn` in the same files and target the same issue, so they are duplicates of one another.", + "summary": "Both PRs make the same Qwen3.5 tensor-parallel plan change for linear_attn and touch the same files with near-identical diffs, so they are duplicates of the same underlying fix.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46847 is the earlier, slightly more established version of the same fix and has more discussion/inbound reference activity, so it is the better canonical representative.", + "canonical_pr_reason": "PR #46847 is the better canonical PR because it came first and has more discussion/inbound reference activity, while #47009 is a later near-identical reimplementation of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #46847 is a good cluster anchor because it contains the same concrete code change as the other PR and appears first chronologically.", + "best_pr_reason": "PR #46847 is the strongest representative of the cluster: same explicit target, same filenames, same code-path change, and slightly more review/history than #47009.", "soft_edge_verdicts": [ { "left": "pull_request:46847", "right": "pull_request:47009", "accept": true, - "reason": "Same underlying change: identical Qwen3.5 `base_model_tp_plan` additions in the same files, same explicit issue target, and no meaningful code-path difference between the PRs." + "reason": "Near-identical diffs in the same Qwen3.5 config/module files, same issue target, and same linear_attn TP-plan entries indicate the same underlying change." } ] }, @@ -25886,70 +25762,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 35, - "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-46933-2", - "nodes": [ - "pull_request:46933", - "pull_request:46942" - ], - "soft_pairs": [ - "pull_request:46933|pull_request:46942" - ], - "prepared_review_unit_hash": "7fbd1386f3bb09d95f4530df10abf39c91268d4e77079c9f774732d15cc5d0bc", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4372, - "estimated_input_tokens": 1093, - "estimated_eval_tokens": 2442 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4372, - "estimated_input_tokens": 1093, - "estimated_eval_tokens": 2442 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Two model-specific PRs with a similar quantization-related dtype-casting pattern, but they fix different code paths in different architectures, so they are not duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46933 is the better canonical PR for the cluster because it has an explicit issue target, more discussion activity, and a broader, well-scoped fix across both modeling and modular Gemma4 files.", - "best_issue_reason": null, - "best_pr_reason": "PR #46933 is the strongest representative artifact: it ties to an explicit issue, has inbound references, and directly addresses a concrete quantized-embedder casting bug.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46933", - "right": "pull_request:46942", - "accept": false, - "reason": "Both PRs guard against casting quantized weights/input activations to non-floating dtypes, but they apply to different models and different forward paths (Gemma4 vision/audio embedders vs TimesFM 2.5 ResidualBlock). They are similar bug patterns, not the same underlying change, and would not plausibly be merged into one PR." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 35, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25965,40 +25778,40 @@ "soft_pairs": [ "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "0d47b0d6c0a0d383683d998a2d7079b1e9a2f6832ff18571b8fe8a3b7610a552", + "prepared_review_unit_hash": "a6374af71fced9fc86bcb2894411a92f8540826c60cfb5a22520c7d527177f17", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4309, - "estimated_input_tokens": 1078, - "estimated_eval_tokens": 2412 + "serialized_chars": 4308, + "estimated_input_tokens": 1077, + "estimated_eval_tokens": 2410 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4309, - "estimated_input_tokens": 1078, - "estimated_eval_tokens": 2412 + "serialized_chars": 4308, + "estimated_input_tokens": 1077, + "estimated_eval_tokens": 2410 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated generation fixes: one corrects prompt lookup decoding\u2019s remaining-length calculation, the other adds validation for empty `bad_words_ids` / `sequence_bias` entries. They should not be clustered as duplicates.", + "summary": "These two PRs are unrelated: one fixes prompt lookup decoding from generating past max_length, while the other adds validation errors for empty token lists in bad_words_ids/sequence_bias. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No strong canonical PR for the cluster; if forced, 46993 is slightly more user-facing and bug-specific, but it is not a better duplicate target than 46994.", + "canonical_pr_reason": "No canonical PR relation here; the PRs address different code paths and different bugs, so neither should be treated as a duplicate of the other.", "best_issue_reason": null, - "best_pr_reason": "46993 is the cleaner standalone PR candidate because it addresses one concrete runtime bug in prompt lookup decoding and has a focused fix/test pair.", + "best_pr_reason": "PR 46993 is the more self-contained user-facing bug fix, with a clear functional change in generation candidate selection and a targeted regression test.", "soft_edge_verdicts": [ { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Different code paths and failure modes: 46993 fixes candidate generation exceeding max_length, while 46994 adds argument validation for empty lists in logits processors. They are not the same underlying bug or mergeable as one PR." + "reason": "Different features and failure modes: prompt lookup decoding length budgeting vs. input validation for bad_words_ids/sequence_bias. They do not fix the same underlying bug and would not plausibly merge into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 599c5cef779cbbaacd83809ad2931d1dec1bc77c..bfa9ab00862eb2af84923543ef80b24b11732a80 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260702t120811z", + "analysis_id": "hybrid-model-20260702t180034z", "archived_artifacts": { - "hybrid": "snapshots/20260702T120811Z/analysis-runs/hybrid-model-20260702t120811z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260702T120811Z/analysis-runs/hybrid-model-20260702t120811z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260702T180034Z/analysis-runs/hybrid-model-20260702t180034z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260702T180034Z/analysis-runs/hybrid-model-20260702t180034z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-02T12:20:13Z", + "published_at": "2026-07-02T18:07:55Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260702T120811Z", + "snapshot_id": "20260702T180034Z", "variant": "hybrid" } diff --git a/snapshots/20260702T180034Z/analysis-runs/hybrid-model-20260702t180034z/analysis-report-hybrid.json b/snapshots/20260702T180034Z/analysis-runs/hybrid-model-20260702t180034z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..5929dd44b7aa04e7283ba8b5dac6827592b3b21a --- /dev/null +++ b/snapshots/20260702T180034Z/analysis-runs/hybrid-model-20260702t180034z/analysis-report-hybrid.json @@ -0,0 +1,2573 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260702T180034Z", + "generated_at": "2026-07-02T18:07:53Z", + "evidence_quality": "full", + 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only broad GPU/model incompatibility overlap." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are runtime errors, but the concrete dtype/autocast issue is unrelated to GPT-OSS on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different model and symptom; one is AMD GPU support, the other is a broken Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model/backend bugs; not the same code-path failure." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Both are errors, but one is DeepSpeed collective mismatch and the other is ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export issue vs FineGrainedFP8 failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different failure mode: ONNX export vs auto device-mapping CUDA assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "One is a task crash, the other is outdated docs; not the same bug/change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated errors: ONNX export vs GenerationMixin import breakage." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": true, + "reason": "Both report stale v5 docs that still reference removed user-facing commands/tasks; same docs-cleanup change." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training failures with different causes; not the same bug." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated issues: remote-code resume problem vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different symptoms and model paths; mask-shape error is not the Gemma4 device-mismatch bug." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are tensor shape errors, but one is ZeRO-3/Bert loading and the other is a mask/indexing mismatch." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Near-exact duplicate: same ZeRO-3 loading path and same index-0/OOB failure, just a different Bert wording." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different bug classes: Liger cross-entropy routing vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different models and failures: detokenization bug vs LoRA merge/save inconsistency." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Unrelated errors; Qwen NVFP4 runtime issue vs LoRA merge mismatch." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Different model-facing problems; processor failure is not the remote-code config_class error." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different concrete bugs; dtype mismatch in Mistral preprocessing is unrelated to YOLO device-map multi-GPU failure." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are training-time errors, but one is FSDP/activation-checkpoint recompute mismatch and the other is mask indexing." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete failures are different: weight dimensionality vs collective mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "Different backends and failure modes; MPS Int histogram support is unrelated to YOLO device mapping." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying Qwen3.5Moe rotary-embedding materialization/offload bug; both point to bad handling of inv_freq across device moves." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths: ZeRO-3 Bert loading vs GPT-OSS tensor-parallel MoE failure." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch-version incompatibility is not the same as the Qwen NVFP4 runtime error." + }, + { + "left": "issue:43828", + "right": "issue:44512", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to docs mentioning removed commands." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different issues: autocast dtype mismatch vs MPS histogram kernel gap." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Both are runtime failures, but they affect different code paths and models." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different training integration bugs: collective mismatch vs CustomTrainer API change." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated failures: FSDP/activation checkpointing vs GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different topics; GPU backend failure is not a docs example problem." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete bugs; Liger kernel call routing is unrelated to mask/tensor shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 incompatibility report, with 46515 being a shorter restatement of the same issue." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different failure modes: recomputation shape mismatch vs CUDA assert on auto device mapping." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Same broad compatibility theme only; the concrete runtime failure is different." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and symptoms; dtype/autocast issue is not the Qwen NVFP4 bug." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different models and failures: torch dynamo grouped_mm tracing vs image-preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different concrete failures; repeated broad backend incompatibility is not enough to dedupe." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different model/code paths; Liger kernel cross-entropy routing is unrelated to Qwen3.5 input unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-index loading failure signature; Gemma3 and Bert are just different reproductions of the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but one is pipeline-task docs and the other is run-command docs; too broad to merge as one duplicate." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different backend-specific runtime bugs; autocast dtype mismatch is not the MPS histogram issue." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different failures in different subsystems; no shared underlying bug." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed ZeRO-3, but collective mismatch and index-0 OOB are different concrete bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted duplicate subgroups are supported by the titles, and the rejected pairs are generally treated cautiously rather than overmerged. No PR-pair mergeability issue applies here because no PR pairs were provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "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:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "2ab91dc9aa5b2786e4fec43b07eefac8e68000e82e3665c7efe3c307df0699de", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40043, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous regression/load-failure reports that are not true duplicates. The only convincing duplicate-like pair is the tokenizer v5 regression affecting multiple model families (Granite-specific report vs broader multi-model report).", + "confidence": 0.73, + "canonical_issue_reason": "issue:45920 is the broadest and most general report of the same tokenizer regression, covering multiple model families and subsuming the Granite-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative because it describes the widest scope of the shared bug and is the clearest consolidation target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility regressions, but they describe different failures in different runtime paths; not the same bug." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading problems for different models: corrupted checkpoint vs missing text encoder weights." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM/PaddleOCR-VL load failure is unrelated to the USE_DISTRIBUTED=0 support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both hit zero3 IndexErrors, but the model types and failure contexts differ enough that they do not look like one underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding_window_pattern and Qwen3 auto device-mapping cuda assert are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Separate documentation issues with different outdated content." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed-support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and symptoms: AMD GPU model support vs table QA task crash." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer/detokenization bug vs RAG documentation update; not the same change." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy usage is unrelated to the Qwen3.5 video chat-template StopIteration error." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal/model-loading failures, but they involve different models and different code paths." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to Gemma4 device-mismatch during forward." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and ModelOpt compatibility are different problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to outdated RAG examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both are broad regression reports, but they concern different breakages and code paths." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying tokenizer v5 regression causing wrong token IDs across models; the broader report subsumes the Granite-specific one." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; not one shared bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime failure is unrelated to documentation examples." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is a different dependency break than the torch/distributed regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the affected models and failure details differ; too broad to merge." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Different zero3 IndexError manifestations and different model contexts; not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/running issue is unrelated to the table-question-answering crash." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "One is a unit-test loading issue, the other is a corrupted checkpoint; different causes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and a Pydantic PretrainedConfig regression are distinct issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different API paths and failure modes; not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the Pydantic model-field regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Bert zero3 IndexError and torch 2.4.1 incompatibility are different issues." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm failure is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model execution issue is unrelated to table QA crashing." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 missing sliding_window_pattern and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and MPS histogram_mps integer support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are different code-path problems." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different numerical/runtime failures in different model/device paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are model execution errors, but the concrete failures and likely fixes differ." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading failure and template compilation error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to checkpoint corruption." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method bug and YOLO device-map failure are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the reported shapes, models, and failure mechanisms differ." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class attribute handling are different problems." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The consolidation choice is grounded in the packet: issue:45812 and issue:45920 are both the same AutoTokenizer v4\u2192v5 wrong-token-ID regression, with 45920 clearly broader in scope. The remaining soft-edge rejections are conservative and stay within the evidence from the titles/body summaries." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 3, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44387|issue:45005", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44530|issue:45005", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44918|issue:45507" + ], + "prepared_review_unit_hash": "e9c3fc00987dec664ee3d04d34c5bb891f08a3d958d756f4e95d839952e9a72d", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36237, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues with a few plausible duplicate pairs, but the evidence is mixed and one remote-code pair should be kept separate rather than merged.", + "confidence": 0.55, + "canonical_issue_reason": "45183 is the strongest canonical issue because it describes the shared input_ids/inputs_embeds validation bug broadly, and 46463 looks like a model-specific manifestation of that same validation path.", + "canonical_pr_reason": null, + "best_issue_reason": "45183 is the best representative issue overall: it captures the broad underlying validation problem instead of a narrower model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL loading versus GGUF gpt-oss support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape-related, but the concrete failures differ: mask/tensor mismatch versus embedding unpacking." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE failures and different code paths." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch is not the same concrete bug as Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/OOM regression is unrelated to tied-weight handling." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized handling is unrelated to the PretrainedConfig/pydantic breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding_window behavior and pydantic config-field incompatibility are different issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the underlying bugs are different." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is different from Qwen video-token counting." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are different root causes." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Different SigLIP2-related failures with different symptoms." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression where video features/tokens get out of sync in the input pipeline." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU device_map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary-embedding memory are separate bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO3/BertModel indexing failure and trust_remote_code resume failure are different code paths." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention gating and remote-code config_class AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image dtype mismatch and Qwen3.5 embedding unpacking are different bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and TRL embedding unpacking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are different issues." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization breakage and FA2 fallback gating are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Related remote-code/loading area, but one is a local-model cache-path collision and the other is loading the wrong custom module after save_pretrained; not enough evidence for the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the concrete model-specific bug is not clearly the same." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and FA2 fallback gating are different issues." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weight regression are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion and outdated docs are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure is a different code path from tied-weight handling." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed-command docs are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied weights in translation models are different bugs." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same validation bug: 46463 is the T5-specific manifestation of the broader input_ids/inputs_embeds XOR validation issue in 45183." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most judgments look conservative, but one accepted soft-edge pair is overstated: issue:45632 and issue:45698 both involve remote-code/custom-module loading, yet the packet only shows one as a cache-path collision for local models and the other as loading the wrong custom module after save_pretrained. That is not enough to confidently call them the same bug. The overall summary is also a bit too strong given the mixed evidence. " + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 4, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:46899|issue:46932", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:45987|issue:46858", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:44910|issue:45859", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:41553|issue:43881", + "issue:44991|issue:45399", + "issue:43782|issue:44960", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "02fa3a9b57c5996172bcaf69432a379d46285e2a56f0406dc1583026c8861704", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36282, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated bug reports, but it contains two clear duplicate mini-pairs: the v5 non-persistent-buffer corruption reports and the Gemma4 quantized multimodal dtype-cast reports. Most other soft-similarity links are too broad or only share a subsystem/model family, so I would not merge them.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43950 is the clearest representative of the strongest duplicate pair in the cluster: it states the core v5 non-persistent-buffer regression directly, and #44534 is essentially the same report in shorter form. It is also more generally phrased than the duplicate, making it a better canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best global issue representative because it anchors an actual near-exact duplicate pair and describes a concrete regression with a clear code-path problem. The rest of the cluster is mostly unrelated or only loosely similar.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different failures: DeepSeek-Coder detokenization vs Qwen NVFP4 loading. Same general area (tokenizers/model loading) but not the same bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer complaints, but one is a DeepSeek-Coder v1 regression gap and the other is a CodeLlama leading-space round-trip issue. Not the same underlying defect." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Near-exact duplicate: both report the v5 non-persistent-buffer corruption/junk regression." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example errors vs degraded text embeddings are different issues." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is unrelated to non-persistent buffer corruption." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Compute-loss signature breakage and Gemma3 ZeRO-3 loading failure are different code paths." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedders dtype-casting bug; #46932 reads like the follow-up/fix for the same underlying problem." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are bitsandbytes/storage incompatibilities, but they are different exceptions and likely different failures." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different Qwen/Phi behavior and different failure modes; not the same concrete bug." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "A broad v5 tokenizer regression across many models is not the same as the DeepSeek-Coder-specific remaining tokenizer bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs version-dependent tokenization change; too broad and not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": false, + "reason": "Both concern get_seq_length return types, but one is an API contract complaint and the other is a specific prefill/static-cache arithmetic failure; not clearly the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is poorer text embeddings; too different to merge confidently." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Shared theme of buffer initialization, but one is from_pretrained loading corruption and the other is meta/to_empty materialization reading uninitialized memory. Not the same concrete path." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention packed-sequence misinterpretation vs CPU-offload incompatibility are different issues." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one reports poor embeddings and the other a JAX/HF implementation discrepancy; related family, not the same concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing with LoRA and int4 quantization OOM are different training/memory issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to the Qwen3_5Moe non-persistent-buffer issue." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Loader noise vs inability to load a specific model are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek-Coder detokenization regression and flash_attn import failure on Python 3.13 are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training runtime error and early-stopping metric lookup issue are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both are memory/training-related, but LoRA gradient checkpointing and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are generic load failures, but they affect different models and likely different root causes." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Generic remote_code breakage and missing fields from AutoConfig are related at a high level but not the same concrete defect." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FineGrainedFP8Config failure are different issues." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error messaging vs glm-4v-9b load failure are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback blocking are different subsystems and bugs." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 are not the same issue." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for Qwen2_5_VL vs bitsandbytes Int8Params constructor incompatibility are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and flash_attn import error are different failures." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training/DeepSpeed runtime error and early stopping metric configuration bug do not share the same underlying code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The two accepted duplicates are strongly supported by the issue titles, and the rejected soft edges generally avoid overclaiming beyond shared model/family surface similarity. No mergeability concern applies here since these are issue pairs, not PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 5, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43881|issue:43883", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45488|issue:46489", + "issue:45759|issue:46661", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "f9d657c770ceccbc629cbcf4995e123e77d37c7346371e180aa9300b25c93580", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36750, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, with only a few strong duplicate-like pairs. The clearest true duplicates are the v5 docs cleanup issues, the identical mask-shape IndexError reports, and the nearly identical training-loss double-shift reports.", + "confidence": 0.77, + "canonical_issue_reason": "issue:46894 is the best representative issue here: it is a concrete, well-scoped bug report with inbound references and an explicit near-duplicate in 46897.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46894 is the strongest single issue candidate overall: specific failure, clear duplicate linkage, and enough context to act on.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: MPS histogram error in MoE vs a device-mismatch forward failure." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated: Mistral regex patch crash vs flash-attn fallback gating." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Different failure modes and subsystems; no shared concrete bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case vs remote_code breakage; not the same issue." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are loading errors, but for different models and different root causes." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime errors: autocast dtype mismatch vs PLE device mismatch." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Different Qwen LoRA warnings/failures; only loosely related by model family." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the reported breakages and causes differ." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Same area, but different conversion functions and different performance bugs." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes init incompatibility vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both tokenizer regressions, but they point to different model families and root causes." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config handling vs remote-code config_class lookup; not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup for pipeline tasks removed in v5." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied-weights bug vs non-persistent buffer corruption; different code paths." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug; only the affected model name differs." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Same keyword name appears, but these are different failures with different loaders." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both involve model loading, but the concrete failures are different." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Different audio feature extraction issues; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is weight conversion and the other is gradient averaging." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Different LoRA/gradient-checkpointing problems on different model families." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different error types and different trainer behaviors." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad error message for Voxtral vs tokenizer load failure for est-roberta." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Similar ZeRO-3 weight-loading theme, but model-specific symptoms differ enough to keep separate." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion under RLHF vs flash_attention crash; unrelated bugs." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same exact mask-shape IndexError signature; likely the same off-by-one mismatch bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Different video-input regressions affecting different model families." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training DeepSpeed RuntimeError vs segmentation-map processing failure; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the accepted soft-edge pairs are all conservative and supported by the issue titles/context. The true-duplicate calls for 43827/44509, 41093/44805, and 46894/46897 look reasonable, while the rejected pairs are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 6, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:41553|issue:44488", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:43638|issue:46515", + "issue:43366|issue:44589", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:44910|issue:46858", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:42491|issue:43720", + "issue:43638|issue:44661", + "issue:43596|issue:44661" + ], + "prepared_review_unit_hash": "6f4dfb71cd6f5eb70e5764ebb16a8d6e4674236d5acca5c74352e71d164f2be4", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38056, + "estimated_input_tokens": 9514, + "estimated_eval_tokens": 19284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy cluster of mostly unrelated Transformers issues. Only two soft pairs look like true duplicates: the custom-model initialization regressions and the Gemma4 4-bit multimodal dtype-cast failures.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43646 is the broadest, clearest representative of the custom-model initialization regression; 43645 reads like a notebook-specific reproduction of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best umbrella issue here because it names the shared failure mode cleanly and is the most reusable triage target among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different failures: Qwen3.5 PagedAttentionCache linear_attention crash vs NemotronH checkpoint-loading failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading issues, but they affect different models and code paths (NemotronH checkpoints vs Sam3Model text encoder weights)." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both concern tokenizers/loading, but they are different model-specific problems with different symptoms and likely different fixes." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated bugs: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve rotary/position handling, but one is Qwen2.5-VL rope scaling and the other is Qwen3_5Moe meta-materialization of inv_freq; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/gpt-oss issues; one is GGUF architecture support, the other is sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero3/Bert index error is unrelated to generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both audio-related, but one is batched embedding/token leakage in AudioFlamingo3 and the other is Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different bugs: FSDP2 shared_kv_states rebuilding vs PLE device mismatch with device_map=\"auto\"." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The Bert/DeepSpeed Zero3 index error is not the same as a broad torch version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "gpt-oss GGUF support is unrelated to Float8 storage deserialization errors." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: missing Qwen2_5_VL import vs meta-device loading breakage across some models." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is not the same as general meta-device loading regressions." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model/workflow bugs: Mistral-3 image-preprocessor dtype mismatch vs Qwen3-vl-embedding StopIteration on video." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both touch attention/cache internals, but one is a Flash Attention packed-sequence misread and the other is cache length returning a device tensor for static cache + torch.compile." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5.0 custom-model initialization regression; 43645 is just the Jupyter notebook reproduction of 43646." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba SDPA torch.compile failure and Qwen3.5 Flash Attention packed-sequence bug are different code paths." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated issues: Qwen3-vl video StopIteration vs MPS histogram not implemented for Int in MoE." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Not the same bug: 3d_parallel.py failure vs GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3-vl-family workflows, but one is video embedding StopIteration and the other is SFT unpacking of embeddings; different failures." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to a torch 2.4.1 incompatibility claim." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch with device_map=\"auto\" is not a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "add-new-model-like/TOKENIZER_MAPPING_NAMES failure is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 output quality, but one is zero probabilities and the other is nonsensical AutoModel/pipeline results; not enough to treat as the same bug." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different causes: video StopIteration vs generic mask shape mismatch." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 multimodal 4-bit quantization bug family; 46899 generalizes the unsafe dtype cast issue that 45672 reports in audio modules." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation regressions affecting different models." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE LoRA/hf5.x compatibility and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/Bert initialization failure is unrelated to tokenizer-mapping constraints in add-new-model-like." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Bert Zero3 index error is not the same as the add-new-model-like tokenizer mapping failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft pairs are plausible duplicate families based on the titles, and the rejected pairs are appropriately cautious about model/code-path differences. The custom-model initialization cluster call on 43646 vs 43645 is also well supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 7, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "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:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:44910|issue:45588" + ], + "prepared_review_unit_hash": "4648e604b55b0e2b2c12ef317be62eb64b2546a62bdc4f92aeff2f9206a1288f", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36658, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated issues. The clearest duplicate pairs are 43644\u219444534 and 45276\u219445335; 46897\u219446901 looks similar in symptom shape, but the evidence only shows a shared training-loss double-shift pattern across different models, not enough to call them the same bug.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43644 is the strongest canonical issue here because it describes a concrete Transformers v5 regression and has a near-identical duplicate in 44534, making it the cleanest representative of a clearly duplicated bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best standalone issue to keep as the representative for the duplicate set: it is specific, concrete, and has the strongest duplicate match in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: device_map/offload quantization loading failure vs Strix Halo mmap/OOM mitigation." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated failures: TOKENIZER_MAPPING_NAMES add-new-model-like bug vs a tensor mask shape mismatch IndexError." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but the reported problems differ: zero probabilities vs doc-example mismatch and quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 non-persistent-buffer regression; the titles and descriptions point to the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but one is an auto device-map CUDA assert and the other is a FineGrainedFP8Config failure; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3 MoE FP8 failure vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different issues: LoRA/qwen3_moe compatibility across versions vs resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: GLM5 vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for different BERT models, but there is not enough evidence they share the exact same root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading failure vs Qwen3.5 TP-plan missing linear_attn entries; unrelated root causes." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related to dtype handling, but one is ignored dtype on composite checkpoint loading and the other is stale config.dtype after from_config; not the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: ZeRO-3 weight loading for language_model vs save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different problems: invalid method call in GraniteMoEHybrid vs a broken official Nemotron example." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is a custom-model/Jupyter notebook initialization breakage." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different load paths and symptoms: Qwen3 MoE weight conversion under accelerate+deepspeed vs GLM-4.7-Flash load failure in tests." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a broken documentation example and the other is a model output regression; not clearly the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/load regressions affecting different model families." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both discuss memory/offload, but one is Qwen3 MoE training memory inefficiency and the other is quantization offloading behavior; not the same defect." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different models and mechanisms." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Unrelated issues: version-specific LoRA compatibility vs resize_token_embeddings not affecting output embeddings." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is training memory usage and the other is int4 quantization reserved-memory inflation; distinct bugs." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step calculation bug vs optimizer argument handling bug; not duplicates." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different bugs and model families; no shared code-path evidence." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 issue vs quantized model save/load corruption; unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different save/load failures: extra_state handling vs init_empty_weights/_is_hf_initialized argument mismatch." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "They share a similar training-loss double-shift symptom, but the packet only shows the pattern across different models; that is not enough evidence for the same underlying bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and failure modes differ; not enough to call them the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug: the embedding resize does not consistently reach the model's output/decoder embeddings." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different runtime failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention related, but one is a packed-sequence misinterpretation crash and the other is an AttributeError on s_aux=None; different code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports some duplicate calls, but the analyst overstates at least one soft-edge verdict. `issue:43644` \u2194 `issue:44534` and `issue:45276` \u2194 `issue:45335` are well-grounded by nearly matching descriptions. However `issue:46897` \u2194 `issue:46901` is not strongly evidenced from the packet: it only shows a similar training-loss double-shift pattern across different models, so calling them \u2018same underlying bug\u2019 / \u2018true duplicates\u2019 is too strong. The summary and canonical/best-issue reasons also lean more confident than the evidence justifies (e.g. \u2018broadly applicable\u2019)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 8, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "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:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:45663|issue:45759", + "issue:42947|issue:45704", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:44387|issue:44756", + "issue:44155|issue:45823", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43646|issue:43708", + "issue:43828|issue:43957" + ], + "prepared_review_unit_hash": "4ade334acf884dc8ff596cf47b0bb2f763bb219c41e838b89eb8f498cdf3f397", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37087, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated regressions in different model paths. The only clear duplicate chain is around `resize_token_embeddings` not propagating updated embeddings across related model variants; one output-object assignment pair also looks like the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45292 is the cleanest, broadest representative of the resize-token-embedding regression and subsumes the more model-specific reports nearby.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 has the most generic title and best captures the shared symptom across the duplicate-like resize-token-embedding reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different load-time problems on different models; no evidence they share the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Documentation/example errors versus a GLM5 model-loading issue are not the same change." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert from auto device mapping is unrelated to AudioFlamingo batched inference leakage." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch-version incompatibility and `torch.device('meta')` model-loading failures are different bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "FSDP2 attention-state rebuilding and composite config unwrapping are different code paths." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they target different model implementations and are not clearly the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during `init_empty_weights` is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but one is offloading behavior and the other is int4 reserved-memory OOM." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": true, + "reason": "Both point to the same ModelOutput key/field assignment bug; 46829 looks like a concrete model-specific manifestation." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 state rebuild and Qwen3_5MoE CPU-offload incompatibility are distinct failures." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and symptoms; these are not the same loading bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for `GenerationMixin` and Whisper `return_language` regression are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but the causes are different: int4 quantization vs disabling mmap on Strix Halo." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo token leakage and Gemma4 device-map mismatch are unrelated problems." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness and eval-mode restriction are not the same bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures are different from the Strix Halo mmap/OOM issue." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Single-layer sparse-layer config bug and Gemma4 FSDP2 shared-kv-state bug are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Checkpoint loading failure and a broken official example are too different to merge as duplicates." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings` regression: embeddings/output heads are not updated consistently." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to strict Granite Speech config loading." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction and RLHF gradient explosion have different root causes." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`save/from_pretrained` extra_state handling is unrelated to the mmap/OOM issue." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are different concrete tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 attention-state bug are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Permission propagation from custom-model source files is different from loading the wrong custom module after save/load." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test model loading failure and Qwen3.5 save_pretrained regression are different issues." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` failure to update downstream embeddings, just on different model variants." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization breakage is unrelated to extra_state save/load handling." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression and `resume_from_checkpoint` max_steps miscalculation are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to meta-device loading failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The resize_token_embeddings chain is well-supported by the titles, and the ModelOutput pair is phrased as a likely shared bug rather than a certainty. I don\u2019t see an 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": 26, + "review_unit_index": 9, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43611", + "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:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:44402|issue:44451", + "issue:46894|issue:46901", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:45823|issue:46899", + "issue:44991|issue:45081", + "issue:43299|issue:43931", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:44164|issue:46821", + "issue:45479|issue:46897" + ], + "prepared_review_unit_hash": "6a96ecc8849b599d15d67b0eeeffdaf06d8fb6cfa18cebe948a16e8a954f92a6", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37759, + "estimated_input_tokens": 9440, + "estimated_eval_tokens": 19136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer/load regressions, model-shape mismatches, torch/dtype issues, docs, export, and quantization bugs. The only pair that looks like the same underlying bug is the training-loss double-shift reports.", + "confidence": 0.79, + "canonical_issue_reason": "issue:46901 is the clearest concrete writeup of the double-shift loss bug, and issue:46894 appears to describe the same symptom pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46901 is the best representative duplicate target because it states the root cause directly (`labels[..., 1:]` vs `labels`) and is more actionable than the higher-level symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer-loading failures, but one is a vocab-size/special-token mismatch and the other is a generic model load failure; not clearly the same bug." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift bug pattern; one is a concrete instance of the same underlying label-shift error." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: missing Float8 storage vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Both involve torch-related errors, but the reported problems are different (version incompatibility vs autocast dtype mismatch)." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: performance slowdown in conversion vs leading-space round-trip behavior." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Different bugs in tokenization: wrong Granite token IDs vs slower convert_tokens_to_ids." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization behavior, but one is a Whisper pipeline regression and the other is a broad tokenization-version complaint." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different code paths and symptoms: PagedAttention cache group-type crash vs template compilation failure." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 loading regressions, but one is about `base_model_prefix` and the other about custom models in Jupyter notebooks." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Different loading contexts: Whisper pipeline `return_language` vs `from_pretrained` inside Python classes." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch incompatibility vs multi-GPU device-map failure are distinct issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: compiled flex_attention on newer torch vs Gemma4 device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Both are dtype/runtime issues, but one is a torch version incompatibility and the other is a model/preprocessor dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Generic torch incompatibility does not match the Gemma4 device-map forward mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different regressions: video-input pipeline behavior vs a mask/tensor shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "No shared underlying bug; one is a storage lookup failure and the other is a compilation/template error." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The first is a reproduction of an earlier issue; the second is a Qwen3.5 cache crash. Not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different removed/deprecated pipeline APIs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "One is a model/pipeline output problem, the other is a `ModelOutput` key-assignment bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different failures: `torch.export` with `torch_compilable_check` vs Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline `return_language` regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Different areas: quantization save/load breakage vs tokenizer `continue_final_message` behavior." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method conflict in T5 is unrelated to `gguf_file` breakage for from_pretrained loading." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Different loading/config bugs: `extra_state` persistence vs `text_config` unwrapping for composite multimodal configs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction of an earlier issue is not the same as the mistral_common `continue_final_message` bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model bugs: incorrect masked LM predictions vs tokenizer load failure." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal, but one is a device-map forward issue and the other is a 4-bit dtype-cast bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer load failures, but the concrete causes are different (est-roberta load regression vs mistral regex patch crash)." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a dev-version regression and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Both are loss-related, but one is a degenerate single-label classification loss issue and the other is a seq2seq double-shift bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Different resource problems: Qwen3 MoE training memory usage vs mmap-related OOM avoidance." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "Distinct from_pretrained/config vs TimesFM window_size attribute behavior." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different loss bugs with different root causes; only the symptom domain overlaps." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted near-duplicate, issue:46894 vs issue:46901, is reasonably supported by the titles describing the same training-loss double-shift bug pattern. No clear overstatement elsewhere." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 10, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44488|issue:45081", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:43643|issue:44530", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:34567|issue:40444", + "issue:43541|issue:45084", + "issue:43644|issue:43646", + "issue:43582|issue:43632", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43883|issue:44488" + ], + "prepared_review_unit_hash": "7b294a7543d1d1b287da51634c8251617fab37d702a49fcf4b71e87e0d3b6643", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36101, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of mostly unrelated Transformers regression reports, many around tokenizer/model loading in v5, but they do not look like true duplicates or mergeable PR-equivalents. I did not accept any soft-edge pair.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44462 is the best anchor for the cluster because it is a broad, high-signal tokenizer-loading regression and sits closest to several of the other v5 loading complaints, while still being concrete enough for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the most useful representative issue: it is specific, externally referenced, and broadly aligned with the tokenizer-loading subset of this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: DeepSpeed/Zero3 BertModel index error vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but they involve different models and different failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and junk non-persistent buffers are unrelated bugs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer issues: loading a specific BERT checkpoint vs Mistral regex patch crashing." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Mistral lm_head weight tying." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer loading, but one is repo tokenizer.json precedence and the other is a DeepSeek-Coder-specific output regression." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token method conflict is unrelated to Qwen3Moe FP8 config failure." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structural inconsistency and Sam3Model text-encoder weight loading are different model-specific problems." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to template compilation errors." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to CamemBERT masked-LM prediction drift." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device placement, but XLNet CPU arange and Qwen3_5Moe CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache linear_attention crashes." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name edge case is unrelated to flex_attention compilation on newer torch." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model is not the same bug as runtime special-token post-processor updates." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure and PagedAttentionCache linear_attention crash are distinct issues." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different checkpoints and different load-time failures; no shared underlying bug is evident." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count bookkeeping and multi-image IterableDataset finetuning are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "TorchDynamo grouped_mm tracing failure is not the same as non-template compilation errors." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Custom model initialization regression is broader, but the junk non-persistent buffers bug is a distinct concrete failure." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image iterable finetuning failure is unrelated to continue_final_message behavior on mistral_common tokenizers." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend inclusion issue is not the same as an unknown BACKENDS_MAPPING backend error." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "LASR feature-extractor center-arg regression and _torch_extract_fbank_features are too underspecified to treat as the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to Jupyter custom model initialization breakage." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription generation after align_special_tokens are different issues." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF, but one is generic AutoTokenizer/AutoModel loading breakage and the other is a specific Qwen2.5-GGUF v5 failure." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different checkpoints with different tokenizer-load failures; too broad to call duplicates." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure is a different path than Qwen2.5-GGUF loading." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to loading a specific tokenizer model." + } + ] + }, + "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": 26, + "review_unit_index": 11, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45987", + "issue:46326", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43208|issue:47013", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:44464|issue:45987", + "issue:28530|issue:34567", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:44008|issue:46899", + "issue:43883|issue:44991", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:44062|issue:44987", + "issue:43632|issue:46821", + "issue:43322|issue:43540", + "issue:43089|issue:45987", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:43531|issue:44877" + ], + "prepared_review_unit_hash": "a65820dfed32da06ebc11eaefdde729fa4e444771dc1b3e855ba595d7106250f", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36014, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous Transformers bugs across unrelated models/features. I don\u2019t see any soft-edge pairs that are safely mergeable as duplicates; the only noticeable theme is a cluster of v5 initialization/load regressions, but the concrete failure modes still differ.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43632 is the broadest, most central regression here: a Transformers v5 breakage around `_is_hf_initialized` that could plausibly sit behind several init/load complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the best representative issue for this cluster because it is high-impact, broadly scoped, and closer to a root-cause class than the model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is a sampling-rate default mismatch and the other is a batching/padding-mask inconsistency; different code paths and fixes." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech and Mistral-common tokenizer message continuation are unrelated behaviors." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both involve xLSTM, but one is a broad set of small-model training blockers while the other is a specific train-mode unpacking crash." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffer corruption are different v5 regressions." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook-defined custom model init and junk-filled buffers are separate failure modes." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise vs a tokenizer regex-patching crash are not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO auto device-map failure are unrelated models/code paths." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Fine-grained FP8 config failure and template-node compilation error are distinct issues." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model bugs, but batched-vs-single padding-mask mismatch is not the same as DAC from_latents vs forward/STE discrepancy." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope-index scaling bug are different concrete defects." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Missing weight tying in one model class and device-dependent lm_head serialization are related only at a very broad level, not the same fix." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and StaticCache seq-length return type mismatch are separate behaviors." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric lookup failure and num_input_tokens_seen not updating are unrelated trainer bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 nonsensical outputs and OmDet processor/model resolution mismatch are different multimodal issues." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer/model loading failure for a specific repo and Mistral regex patching crash are not the same underlying problem." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized argument error are different initialization/config bugs." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n name collision in forward and Gemma4 unsafe dtype casting are distinct multimodal bugs." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing `all_tied_weights_keys` on Molmo and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer special-token method conflict and MobileLLM key error are different tokenizer-loading failures." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral tokenizer regex crash are separate model-specific problems." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export compatibility for torch_compilable_check and processor image-size mismatch are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict and physical-intelligence/fast loading failure do not appear to share a concrete code path." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Global v5 `_is_hf_initialized` regression and TimesFM window_size AttributeError are different breakages." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault and Qwen3OmniMoe video-processing ValueError are both multimodal, but not the same bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache length return-type mismatch are different issues." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and missing Float8 storage type are not the same defect." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "The titles are related, but one is a broad video-input regression across several Qwen models and the other is a specific still-image temporal-position-id scaling bug; too broad/uncertain to merge as duplicates." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method name conflict and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and GraniteSpeech strict-config loading are different model/config 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": 26, + "review_unit_index": 12, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:40444|issue:45325", + "issue:43716|issue:46899", + "issue:43611|issue:44534", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:42796|issue:46710", + "issue:44291|issue:44589", + "issue:44079|issue:45663", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:43632|issue:44534", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:43482|issue:45538", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "abf61e4ed7d6e68370eebad52bcaeefd74ed0f979deebffafbfa3b916b054cc2", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37258, + "estimated_input_tokens": 9315, + "estimated_eval_tokens": 18886 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issue reports. The 45216/45357 pair is the strongest thematic match, but only as a tentative similarity around Qwen3.5 `save_pretrained` regressions; nothing in the packet deterministically establishes a confirmed duplicate or shared bugfix. No pair should be treated as a settled duplicate.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest representative issue by theme, but only as a tentative similarity candidate rather than a confirmed duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Very similar Qwen3.5 checkpoint-saving regressions, but the evidence here is only soft similarity and does not justify treating them as the same concrete bug." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer-related, but one is repository tokenizer loading and the other is a performance regression in `convert_tokens_to_ids`." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Different failures: Torch 2.10 compatibility versus noisy model-loading output." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but the concrete problems differ: multi-image finetuning failure versus rope/position-id scaling." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both mention multimodal dtype behavior, but they affect different models and code paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 loading regressions, but the specific breakages are different and not one mergeable fix." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated: PaddleOCR-VL loading failure versus Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: fbank feature extraction versus compiled flex_attention on newer torch." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one changes Granite token IDs and the other is a CodeLlama whitespace round-trip issue." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated bugs." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "One is gradient-checkpointing eval-mode behavior; the other is a missing capability flag on a remote-code model." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different regressions: `_is_hf_initialized` handling versus mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "No shared underlying bug: noisy loading messages versus tokenizer.json resolution." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen-VL training problems; multi-GPU training is not the same as multi-image dataset failure." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely different models and code paths: perplexity anomaly versus Whisper batch decode behavior." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: Whisper runtime issue versus missing Float8 storage type." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker bug and DeepSeek accuracy regression are not the same change." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading/runtime failures in v5, but the concrete causes are different and not one mergeable fix." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 attention state rebuilding are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different failures: GGUF loading in transformers v5 versus missing `pad_token_id` on `Llama4Config`." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: `_is_hf_initialized` versus junk-filled non-persistent buffers." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the `init_empty_weights`/`_is_hf_initialized` issue." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "The first is a backend post-processor update issue; the second is a tokenizer-specific BOS/EOS regression." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer max-length constant are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve backend packaging, but they describe different dependency/installation failures." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Auto device mapping CUDA assert and Mistral regex patch crashes are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different issues in separate parts of the codebase: ModelOutput key handling versus buffer initialization." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map dequantized loading/offload and Qwen3 MoE training memory usage are different problems." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but one ignores `tokenizer.json` while the other miscomputes Granite token IDs." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL loading and TimesFM `window_size` AttributeError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion overstates the evidence. In the packet, every pair is only a soft_similarity suggestion and every `deterministic_accept` is false, so there is no 'accepted pair' or 'only clear duplicate pair' to ground a canonical choice. The 45216/45357 pairing may be the strongest thematic match, but it should be described conservatively as a tentative similarity, not a confirmed duplicate. Please revise the summary to reflect that the cluster is mostly unrelated and that no pair is deterministically established as the same bugfix." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 13, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:43377|issue:45491", + "issue:44509|issue:46909", + "issue:41553|issue:43582", + "issue:43644|issue:44079", + "issue:42175|issue:43296", + "issue:44829|issue:45479", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:35707|issue:41720", + "issue:43828|issue:46821", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:41720|issue:45823" + ], + "prepared_review_unit_hash": "a3285765924345549143a2362605269e300c1999064865334b3bd0151a8915d4", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36925, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with only two likely duplicate sub-pairs: SigLIP2 implementation/output problems and Qwen2.5-VL position-id regressions. The rest look like separate bugs or docs issues.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45325 is the strongest canonical candidate among the true duplicate-like pairs because it names the concrete Qwen2.5-VL `get_rope_index` / position-id bug, and issue:45381 appears to be the same failure mode from the video-input side. The broader cluster is too mixed to share one real canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "As a global representative, issue:45325 is the most specific, root-cause-oriented report and has a close duplicate-style companion. It is still not a good umbrella for the whole cluster because most other items are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching-related, but they describe different failures in different models/code paths: MIMI padding-mask mismatch vs Gemma3 NaNs from sliding-window/all-padding windows." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation issues, but they concern different examples and different removed/misleading docs content." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated failures: Voxtral tokenizer loading error message vs Apple Silicon `caching_allocator_warmup` TypeError." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different code paths: non-persistent buffer initialization junk vs `ModelOutput` key assignment bookkeeping." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs a model-loading failure in vLLM; not the same bug." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect training, but one is FlashAttention-3 degeneration and the other is single-label classification with `num_labels=1`; distinct root causes." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different failures: Video-LLaVA architecture/weights issue vs Sam3Model text-encoder loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are visual-model issues, but one is Video-LLaVA architecture/weight sharing and the other is Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal paths: iterable-dataset multi-image finetuning failure vs Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` failure vs bfloat16 dtype mismatch in inference; not the same underlying bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 family and same symptom class: the HF vs JAX implementation discrepancy is the likely root cause of the nonsensical AutoModel/pipeline outputs." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both mention indexing, but one is a Qwen2.5-VL rope/position-id bug and the other is a Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen2.5-VL 5.3.0 position-id / rope-index regression, just from different generation paths." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Related theme of tied weights, but one is AyaVision failing to tie `lm_head` weights and the other is device-dependent serialization inconsistency; not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different loading problems: Qwen3Moe with FineGrainedFP8Config vs Qwen2.5-GGUF loading under transformers v5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Separate config/init failures: `init_empty_weights` unexpected argument vs strict config blocking granite_speech loading." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior vs version-dependent tokenization changes; too broad and not the same defect." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the Qwen2.5-VL position-id regression." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs Qwen2.5-VL video position ids; different subsystems." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on GPT-OSS vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark vs `torch.export` failures from `torch_compilable_check`; different problems." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs PEFT local-checkpoint loading failure; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both touch vision/device behavior, but one is a Qwen video-input regression and the other is a Gemma4 auto-device-map forward mismatch." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen3 auto device-mapping cuda assert." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated failures: autocast dtype mismatch vs `window_size` raising `AttributeError`." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset issue and progressive generation inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Different model families and different bug classes: SigLIP2 docs errors vs Qwen2.5-VL finetuning with multi-image iterable data." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs export/check-hook failure; not the same code path." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision tied-weight loading issue vs Bamba SDPA torch.compile failure; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention auto device mapping, but they affect different models and report different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls are generally conservative. The two accepted pairs are plausible duplicate-like matches by title/content, while the rest are appropriately rejected as different bugs or docs issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 14, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43606|issue:43819", + "issue:43377|issue:44610", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:46305|issue:46315", + "issue:45823|issue:46821", + "issue:43881|issue:44488", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:40990|issue:45701", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:43065|issue:46402", + "issue:41720|issue:42617", + "issue:26413|issue:28530", + "issue:44186|issue:45072" + ], + "prepared_review_unit_hash": "a38847246c128c32bff3361a7d72ddfc1e05bf718b14227c27d7b50e6b8af784", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36670, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a broad false-positive group: the issues share only generic ML/Transformers vocabulary, but they describe different models, different failure modes, and different code paths. No soft edge looks like a true duplicate pair.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are inference/loading bugs, but one is a CPU-offload device mismatch in suno/bark-small and the other is a DAC latents/STE mismatch; different models and causes." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both mention batched inputs, but one is a MIMI encoder padding-mask bug and the other is a video processor shape bug; not the same code path." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen MoE loading with accelerate/deepspeed is unrelated to a missing supports_gradient_checkpointing flag on a Nemotron trust_remote_code model." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and model families with different symptoms; not a shared underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference failure on B200 are unrelated failures in different subsystems." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying/garbage generation and bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different problems." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "An off-by-one sliding-window mask bug is unrelated to a tokenizer conversion performance regression." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-map forward mismatch in Gemma4 PLE is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both fail to load models, but the affected models and root causes differ completely." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and ineffective gradient checkpointing with LoRA are not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A script execution failure and a FineGrainedFP8Config model failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are batched-input issues, but one is MIMI encoder padding and the other is Perceiver image resolution handling; different components and fixes." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head weight tying in AyaVision and packed-weight unpacking in BitNet are distinct weight-loading bugs." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "CPU-RAM-efficient loading and non-persistent buffer initialization are different v5 regressions with no concrete shared bug." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is dequantized model loading with gpu+cpu offload and the other is a broader offloading regression; too different to merge." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and not unwrapping text_config in composite Qwen configs are different config-shape issues." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "A segmentation fault while loading Llava Next is unrelated to sinq save/load breakage after quantization." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Llava Next load-time segmentation fault are different models and failure modes." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "A Trainer API signature change is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization memory growth and an apex FusedRMSNorm memory leak are different memory issues with different causes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen models, but one is an auto device-mapping assert and the other is flash-attention generation corruption; not the same code path." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss kwargs and FineGrainedFP8 load failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on a specific model and tokenizer-version-dependent tokenization changes are not the same defect." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization bugs, but one concerns lm_head weight tying and the other incorrect visual encoder keys in Qwen3.5; different payloads and fixes." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "A batched video-processor shape bug is unrelated to a tokenization behavior regression." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocking granite_speech and tokenizer loading failure for est-roberta are different loading paths." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 PixelDecoder dummy Conv2d and missing Sam3Model text-encoder weights are separate issues within the same family, not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "A Qwen3 device-map assert and a 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resumption failure and early-stopping metric lookup failure are different Trainer behaviors." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/batched truncation and bf16 dtype mismatches 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": 26, + "review_unit_index": 15, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:44991", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43873|issue:44756", + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:44451|issue:47020", + "issue:43550|issue:43606", + "issue:36010|issue:42617", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:46821|issue:46869", + "issue:44008|issue:45823", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44464|issue:46858", + "issue:45632|issue:45684", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291" + ], + "prepared_review_unit_hash": "de51eca8345f784459132cbcdc6e7c662a7272dd9febcdad89fc08d1b7d090b4", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35904, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of Transformers issue reports. The soft pairs mostly share only broad subsystem overlap (loading, generation, device_map, tokenizers/processors, offloading), not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "If a single issue must represent the cluster, 43873 is the strongest candidate: it has the highest discussion/activity and inbound references, and it describes a concrete, user-facing offloading/quantization regression.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most active and broadly representative issue here, with the clearest evidence of an externally visible bug and the widest downstream impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload behavior, but one is quantization/offloading correctness and the other is a Strix Halo mmap OOM workaround; different bugs and fixes." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Completely different components: BEiT image label reduction vs Molmo tied-weights attribute error." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are model loading failures, but one is a specific GLM-4V-9B load issue and the other is a tokenizer regression for a different model; not the same bug." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/generation internals, but one is skipped beam-search cache reorder for several models and the other is a static-cache slice arithmetic bug under torch.compile on non-CUDA backends." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a dtype propagation issue in Blip2 loading; the other is Trainer checkpoint resume step \u0a97\u0aa3ation. Different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Torch.compile + SDPA failure in Bamba is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "The first is a regression in processor/tokenizer access for custom model code; the second is a broad tokenization-change report. Too generic to be the same underlying bug." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram op limitation for MoE is unrelated to TimesFM's missing window_size attribute." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both touch model instantiation/loading, but one is a Transformers 5.0 custom-init breakage and the other is inconsistent from_pretrained behavior inside Python classes; not the same failure." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are preprocessing-related, but one is LayoutLMv2Tokenizer NER/padding crashes and the other is OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer-loading failures for different tokenizers/models; only share a broad loading theme." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Distinct bugs: SDPA/torch.compile on Bamba vs device mismatch during CPU offload in bark-small." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and inability to run 3d_parallel.py are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is missing lm_head weight tying in Mistral3ForConditionalGeneration; the other is incorrect visual encoder keys on save_pretrained. Different model lifecycle stages." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve vision inputs and resolution, but they affect different models and different failure modes; not a single bug." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are quantization/model-loading problems, but one is FineGrainedFP8 config failure and the other is device_map auto loading for dequantized models; separate issues." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but one is serve-side KV-cache continuation indexing and the other is static cache seq_length arithmetic under torch.compile." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal processor crashes, but one is a tensor `.to` error in continuous batching and the other is a missing `_tokenizer` attribute in Gemma4Processor." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "Different models and different device-map failures; only share the phrase 'multi GPU/device_map auto'." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch under auto device mapping." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve distributed/model-parallel deployment, but one is Qwen3 auto device mapping on A800 and the other is GPT-OSS MoE tensor-parallel behavior; not the same bug." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early-stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve compiled generation, but one is inconsistent outputs from chunked generation with compiled forward and the other is static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Trust-remote-code cache-path collisions and read-only permission propagation in save_pretrained are unrelated file-system issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset under cache are different model bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and missing pad_token_idx in StableLmConfig are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8 model failure and kernels v0.15 import/version-revision requirement 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": 26, + "review_unit_index": 16, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28530", + "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:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "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:44534", + "issue:44589", + "issue:44913", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020" + ], + "soft_pairs": [ + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43425|issue:46821", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:43526|issue:43881", + "issue:43531|issue:45759", + "issue:43452|issue:47020", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:42490|issue:43329", + "issue:45406|issue:45464", + "issue:43388|issue:45059", + "issue:34567|issue:35707", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:43531|issue:46821", + "issue:43540|issue:46858", + "issue:45759|issue:45859", + "issue:43531|issue:44589" + ], + "prepared_review_unit_hash": "d91381ca873222036d2727d14bb3fdf618b6f38a508c70a458ad7141bdfcaef7", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36678, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly link unrelated Transformers bugs across different models, subsystems, and failure modes. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Different problems: trainer API incompatibility vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer failures, but they affect different models and different code paths." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated issues: Torch version incompatibility vs TimesFM window_size attribute error." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config APIs, but they are different config fields and unrelated regressions." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and image segmentation-map processing are unrelated bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different failures in different models: FineGrainedFP8Config vs Llava Next load crash." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are distinct issues." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen3 variants, but the failing paths are video processing vs weight_only loading." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are different root causes." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA OOM under int4 quantization and tokenization changes across versions are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency vs T5Tokenizer add_special_tokens conflict are different tokenizer bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset are separate features." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure and BigBird special-token registration are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 CUDA assert and GraniteSpeech PEFT checkpoint loading are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen-related, but one is sliding_window behavior and the other is config unwrapping." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file from_pretrained breakage and XLMRobertaTokenizer Unigram init bug are different tokenizer/model-loading issues." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Device-mismatch CPU offload bug and packed-weight unpacking bug are not the same change." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and stale docs for removed pipelines are not duplicate bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path trailing-slash warning and undefined video-branch symbols in multimodal token counting are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failure are different serving bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter update bug and progressive generation bug are separate issues." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and BigBird special-token registration do not share a code path." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor preset handling and Qwen3 device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window and TimesFM window_size are different model-specific parameters." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input handling in Qwen3OmniMoe and static-cache slice arithmetic on non-CUDA backends are distinct." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite-config unwrapping and CPU-offload rotary embedding incompatibility are different Qwen3.5 bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding window behavior and missing Float8 storage 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": 26, + "review_unit_index": 17, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "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:45479", + "issue:45704", + "issue:45759", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46402", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:44451|issue:44991", + "issue:43644|issue:46665", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44625|issue:45479", + "issue:44062|issue:44451", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:46655|issue:46693", + "issue:43381|issue:45704", + "issue:43421|issue:43927", + "issue:44918|issue:44936", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:44514|issue:44545", + "issue:43994|issue:44671", + "issue:46032|issue:46463", + "issue:39692|issue:43873", + "issue:43421|issue:43653", + "issue:43782|issue:45381", + "issue:30064|issue:36010", + "issue:45081|issue:45356", + "issue:43421|issue:44186" + ], + "prepared_review_unit_hash": "a16ddd889aa77914786f6fea212c1eb91707e027d2c1770d05067776bd5cd05d", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37086, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. Only two soft pairs look like true duplicates: 42886\u219444843 (offline tokenizer/cache failure caused by an unconditional `model_info()` call) and 44514\u219444545 (the same `Qwen2_5_VLProcessor.apply_chat_template` crash with `padding=False`). The rest are distinct bugs or feature requests in different code paths.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44843 is the clearest canonical for the offline-tokenizer duplicate pair because it pinpoints the root cause (`model_info()` inside `_patch_mistral_regex`) and covers the HF_HUB_OFFLINE/cache failure described in issue:42886.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must anchor this cluster, issue:44843 is the best single representative because it is specific, actionable, and describes the concrete failing path; the other items mostly split into separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different bugs: Qwen3.5 visual encoder key regression vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated changes: a `post_init` policy issue vs `num_labels` propagation in Qwen3.5." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but the affected models and failure modes differ; no shared root cause is shown." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Different code paths: non-persistent buffer junk in v5 vs inconsistent `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different symptoms and subsystems: image resolution handling vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a model from Hub is not the same as PIL backend processors incorrectly requiring torchvision." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "`num_labels` propagation and zero-loss classification are different bugs, even if both touch sequence classification." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken` argument collision and model-loading failure are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are distinct training issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Documentation/example mistakes for SigLIP2 are unrelated to OmDet-Turbo's image-size mismatch." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings` is not the same as incorrect visual encoder keys on save/load." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device-mapping asserts and a T5 apex memory leak are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT checkpoint loading and sinq quantized save/load corruption are different failure paths." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation in SmolVLM is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode checkpointing and apex memory leak are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer state, but one is runtime post-processor updates and the other is save/load losing custom token IDs." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "SFT embedding unpacking and train\u2192evaluate lifecycle failure are not the same issue." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A memory leak in apex and a missing `supports_gradient_checkpointing` flag are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline-mode tokenizer failure: both describe Hub lookups being triggered despite `HF_HUB_OFFLINE=1`, with 44843 naming the concrete `model_info()` cause." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen config unwrapping and a missing gradient-checkpointing capability flag are different problems." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization offloading behavior are separate code paths." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same bug report: the `Qwen2_5_VLProcessor.apply_chat_template` crash on batched input when `padding=False`." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failures: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "`use_cache` correctness with seq_len>1 and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/example issues are unrelated to quantization offloading behavior." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updating and BigBirdTokenizer mask-token registration are both tokenizer-related but not the same concrete bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and symptoms: Qwen3VL `weight_only` load error vs Qwen2.5-VL video position IDs bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to the `GenerationMixin` import error." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the failing paths differ: a Mistral regex/backend-tokenizer crash vs Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer failures: runtime special-token updates vs LayoutLMv2 NER/batched padding crashes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonicalization to issue:44843 is supported by the packet, and the only positive soft-edge calls are the two near-identical duplicate pairs (42886\u219444843 and 44514\u219444545). The remaining rejections are conservative and do not overclaim shared root cause from the titles/body summaries provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 18, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:44995|issue:46858", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:46829|issue:46832", + "issue:43653|issue:43720", + "issue:43295|issue:45834", + "issue:45987|issue:46829", + "issue:43550|issue:43927", + "issue:43550|issue:45072", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:43596|issue:44220", + "issue:43611|issue:46665", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:44008|issue:46858", + "issue:45987|issue:46932", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:43335|issue:43756", + "issue:43643|issue:44877", + "issue:44488|issue:47020", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44821|issue:45084" + ], + "prepared_review_unit_hash": "73a6214682539538312da458a3901f8338e167f323d5cb02b951af822962579e", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: tokenizer/load regressions, vision/video bugs, cache issues, config/loading problems, and unrelated training/runtime errors. None of the soft pairs look like the same concrete underlying bug or change, so all soft edges should be rejected and no single canonical issue emerges.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated subsystems and failure modes, so there is no single issue that represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the soft links are only loose semantic similarities, not duplicates of the same bug or fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/sequence-length behavior, but one is a GlmMoeDsa second-forward stale indexer bug and the other is a static-cache tensor type issue in prefill; different code paths and fixes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs Hub API forwarding bug; unrelated components and root causes." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet loading/unpacking packed weights and DAC STE mismatch are different model-specific bugs." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT/vision output issues, but one is VideoPrism output field mapping and the other is RT-DETR feature-level shape handling; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird tokenizer special-token decoding and BitNet accelerate loading are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both involve multimodal inputs, but one is processor/tokenizer API regression and the other is Kosmos2.5 OCR long-input indexing; different failures." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length return type vs VideoPrism hidden_states field are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and DiaConfig save-load token ID loss are separate issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/compile-related at a high level, but they affect different models and different mechanisms." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen video-input bugs, but one is a processing ValueError in Qwen3OmniMoe and the other is apply_chat_template feature/token mismatch in Qwen3.5-9B." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword collision and sleng-bert load failure are different tokenizer problems." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoConfig trust_remote_code field loss are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed/BertModel init indexing error and _torch_extract_fbank_features are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern from_pretrained/loading, but one is base_model_prefix breakage and the other is class-embedded loading inconsistency." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenization crash and Perceiver image-classification resolution handling are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token registration and DAC latent reconstruction mismatch do not share a concrete bug path." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable collision in forward vs static-cache seq-length tensor return are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache return-type bug and Gemma4 quantized embedder dtype casting are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert and est-roberta tokenizer loading failure are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer loss signature mismatch are different layers entirely." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction and add-new-model-like tokenizer mapping logic are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both involve output differences in v5, but CLIP attentions field loss and RTDetrV2 output drift are distinct model regressions." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer dropping are different architecture/config issues." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading strictness issues, but they affect different loaders and failure modes." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer loading failures, but one is a model-specific load regression and the other is an XLMRoberta Unigram constructor type mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and DAC from_latents STE mismatch are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; separate bugs." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example errors and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and template-node compilation 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": 26, + "review_unit_index": 19, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44291", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46846", + "issue:47020" + ], + "soft_pairs": [ + "issue:44448|issue:44671", + "issue:34634|issue:36010", + "issue:44186|issue:44442", + "issue:43540|issue:44008", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:43322|issue:45685", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:44991|issue:47020", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:43582|issue:46512", + "issue:43577|issue:43818", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:43931|issue:46846", + "issue:43716|issue:44008", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:28218|issue:29159" + ], + "prepared_review_unit_hash": "ef229d15aa7bc92cbe6dab9d9412b86b253255823c279b2737bfe13ad5f1a21a", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36119, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose set of mostly unrelated Transformers issues, with several tokenizer/loading/model-regression reports but no clear duplicate pairings from titles alone. I would use the broad tokenizer inconsistency report as the canonical issue, and there are no PRs in the set.", + "confidence": 0.63, + "canonical_issue_reason": "issue:29159 is the broadest, most umbrella-style tokenizer report in the set, so it is the best anchor for nearby tokenizer duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the most general issue here and the most plausible duplicate target among the issue-only items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output regressions, but they affect different models and different code paths; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "One is a BarkProcessor voice_preset problem, the other is a GenerationMixin import error; unrelated failures." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but one is a LayoutLMv2 tokenizer crash and the other is AutoTokenizer failing to load a specific tokenizer; not the same underlying issue." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and different failure modes (video-input processing vs a Gemma3n variable collision)." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal input bugs, but they concern different models and different input pipelines; not a duplicate." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation/error-message logic, the other is a training-loss bug for single-label classification; distinct problems." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "A Llava loading segfault is unrelated to an MPS MoE histogram/int issue." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both touch loading behavior, but one is non-persistent buffer initialization and the other is FSDP CPU RAM efficient loading; different code paths." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Device-mismatch under CPU offload and dtype-mismatch in bfloat16 inference are different bugs." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer load failures, but the reported constructor/pathology is different and model-specific; not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "One is a from_pretrained weight_only load error, the other is a flash-attention generation issue for a different model family." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is batch_decode skip_special_tokens handling; separate issues." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "A dtype propagation bug in BLIP2 is unrelated to Video-LLaVA temporal-attention/weight-sharing issues." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering label truncation and Mamba2 use_cache correctness are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal regressions, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "A misleading pipeline error message is not the same as wrong outputs from AutoModel/pipeline on siglip2." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/trust_remote_code breakage, but the concrete issue here is the removal of a specific helper, while the other is a broader regression report." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a model and pipeline import failing due to kernels version requirements are unrelated." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "A Qwen3-VL weight-shape load failure and a TP-plan omission causing OOM/shape errors are different root causes." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "A preprocessing/model dtype mismatch is unrelated to a Gemma3n attribute error from variable-name collision." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape mismatch at indexing time is unrelated to trainer.evaluate failing after train." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input issues in nearby model families, but the concrete failures differ and do not look mergeable into one fix." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output size mismatch and bfloat16 dtype mismatch are different problems." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM loading and init_empty_weights _is_hf_initialized TypeError are distinct loading bugs." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is specifically about added-token spacing while the other is a broader slow-vs-fast inconsistency report; not enough evidence they are 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": 26, + "review_unit_index": 20, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45600", + "issue:45701", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:43825|issue:43827", + "issue:43577|issue:43582", + "issue:44671|issue:45701", + "issue:34634|issue:36331", + "issue:42175|issue:45081", + "issue:46175|issue:46932", + "issue:46697|issue:46728", + "issue:45003|issue:46285", + "issue:43782|issue:45325", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:43257|issue:43329", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43906|issue:46209", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43329|issue:45600", + "issue:45081|issue:45406", + "issue:43452|issue:44991", + "issue:43526|issue:44554" + ], + "prepared_review_unit_hash": "11e4f2168a4fac9729ad2d8d5e7cef804658a3a788588a1102e67134d8fafd21", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36632, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No convincing duplicate clusters here: the paired items mostly concern different models, different components, or different failure modes. I would not merge any of the soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the broadest, most central regression report in the set and is the best representative issue if a single canonical issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the widest apparent scope and strongest generality; it reads like a cross-cutting compatibility regression rather than a narrow model-specific bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: packed-weight loading for BitNet vs dtype mismatch in unrelated models." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both mention from_pretrained/custom models, but they describe different breakages and code paths." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message regression, the other is stale docs; related theme but not the same bug/change." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated failures: BLIP2 dtype propagation vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms and models: CamemBERT masked-LM predictions vs generic tokenization changes." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Completely different APIs and failures: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems: optional tensorflow backend packaging vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge one-hot position embedding issue and the other is a dtype-casting bug." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both involve image sizing math, but they affect different processors and different calculations." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unrelated: unsafe sys.modules access vs CLIP text model structural inconsistency." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and failures: Qwen3VL weight_only loading vs Qwen2.5-VL RoPE indexing." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization fallback; no shared underlying change." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaulting vs DAC latent/forward mismatch are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime/platform problems: Apple Silicon TypeError vs CUDA AMP crash." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common/Gemma4 territory, but one is an import failure and the other is a chat-template behavior bug." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Storage-type lookup failure vs torchvision dependency regression; different code paths." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A single-model key error is not the same as the broader remote_code compatibility regression." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different issues: torch.compile SDPA failure vs quantization load fallback." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "MoE weight conversion with accelerate/deepspeed is unrelated to multimodal token counting." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are Qwen tie-weights warnings, but they describe different model variants and likely different root causes." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different models and failures: label reduction bug vs RTDetrV2 output regression." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "No clear shared bug; one is a reproduction of another issue, the other is an FP8 inference failure on B200." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin and Jupyter custom-model init breakage are distinct problems." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated failure modes: import path breakage vs trainer method signature change." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different issues: undefined video-token helpers vs stale auto-mapping references to removed configs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor attribute errors, but they hit different classes and code paths." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading with recent transformers, but they are different models and distinct loading failures." + }, + { + "left": "issue:44554", + "right": "issue:45042", + "accept": false, + "reason": "Different areas entirely: MPS attention correctness vs PIL backend dependency handling." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific model load key error is not the same as a broad remote_code regression." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "No overlap beyond being model bugs; one is image processor label handling, the other is an MPS attention correctness 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": 26, + "review_unit_index": 21, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43531", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:45084|issue:45538", + "issue:43819|issue:43927", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43746|issue:44811", + "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:34567|issue:40990", + "issue:45459|issue:45803", + "issue:42915|issue:43742", + "issue:46421|issue:46424", + "issue:44291|issue:45042", + "issue:43749|issue:44756", + "issue:43650|issue:43906", + "issue:29159|issue:34567", + "issue:42915|issue:44821", + "issue:43606|issue:45859" + ], + "prepared_review_unit_hash": "ff544ea76e20b97fd348cff98fa8b69d55a9520e5827b00d91a62c42d1e7cd2d", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36063, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated despite superficial overlap. The only credible duplicate is the Qwen video regression pair around shared multimodal token counting; the rest differ by model, subsystem, or concrete failure mode.", + "confidence": 0.7, + "canonical_issue_reason": "issue:43329 is the most concrete root-cause report: it pinpoints the broken `_get_num_multimodal_tokens` video branch and the undefined symbols involved, making it the best anchor for the shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the best overall issue candidate because it identifies the specific code path and likely subsumes the broader video regression report in issue:44479.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer bugs: one is a compilation/template-node error, the other is an extreme `model_max_length` value in CLIPTokenizer." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different models and failure modes: DAC latent reconstruction mismatch vs Dia config losing custom token IDs on save/load." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated subsystems: Qwen3-MoE sliding-window behavior vs PIL backend image processor dependency handling." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both are training/eval failures, but the concrete bugs are different: ZeRO-3 index error vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/import issues in different dependency paths; they do not describe the same missing backend or the same import failure." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different components and symptoms: PEFT local checkpoint loading vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both mention model loading/generation, but one is a GLM-4.7 unit-test load issue and the other is a Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but one is missing fields from `AutoConfig.from_pretrained`, the other is `text_config` unwrapping for composite multimodal causal LM configs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Different SigLIP2 docs/model-processor mismatch vs GPT-oss-20b MXFP4 quantization fallback." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet accelerate-loading packed-weight bug is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo producing the wrong image resolution." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading/conversion issue is not the same as a CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and Whisper decoding flags are different bugs in different APIs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM-related, but one is a Transformers 5.x int4 reserved-memory regression and the other is a Sam3Video model memory issue." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-family loading problems: accelerate/deepspeed weight conversion vs shape mismatch for Qwen3-VL." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting bug vs batched video processor output-shape bug; not the same concrete failure." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same shared video-input regression in multimodal processing; the broader Qwen video failure is plausibly caused by the broken `_get_num_multimodal_tokens` video branch." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count bookkeeping is unrelated to GPT-oss perplexity on WikiText-2." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are separate code paths and different failures (tokenizer decode errors vs Fuyu tensor conversion swallowing errors)." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM-125M key error are unrelated loading bugs." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is `max_cache_length` being honored only for Quantized Cache." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Model init with `_is_hf_initialized` in Transformers 5.x is unrelated to PIL backend requiring torchvision." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different performance/memory issues with different triggers." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A low-quality placeholder issue and an isolated reproduction of another issue are not the same underlying bug." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counter not updating are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL loading are different failures." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but the affected models and code paths differ: Bark device mismatch vs Qwen3_5Moe rotary embedding compatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the verdicts are conservative. The only accepted soft pair, issue:43329 vs issue:44479, is plausibly the same video-input regression, while the rest are reasonably distinguished by model, subsystem, or failure mode." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 22, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45538", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43454|issue:43577", + "issue:43540|issue:46701", + "issue:28282|issue:29870", + "issue:43927|issue:44912", + "issue:43525|issue:46291", + "issue:44568|issue:45356", + "issue:28282|issue:34689", + "issue:44987|issue:45538", + "issue:33357|issue:34567", + "issue:44857|issue:46832", + "issue:43425|issue:46291", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:45137|issue:45405", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:45538|issue:46869", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:45081|issue:47020", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:43452|issue:43582", + "issue:42915|issue:43749", + "issue:43577|issue:46512", + "issue:24643|issue:29159", + "issue:44062|issue:44991" + ], + "prepared_review_unit_hash": "6a27f5373288e19b6c11987727391a2a9cc374b05b1ab13c82bdb30c0cfe3e23", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35476, + "estimated_input_tokens": 8869, + "estimated_eval_tokens": 17994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated bug reports about tokenizer loading, model config, dtype, trainer state, or backend/runtime errors. The soft-paired matches are mostly false positives and should not be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No single true canonical duplicate stands out; if one representative must be chosen, issue 46512 is the closest as a generic dtype/config API bug, but it does not subsume the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46512 is the best loose representative only because it is an active, broadly phrased model-construction dtype issue; however, this cluster is not a genuine duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different problems: lm_head weight tying vs dtype propagation on Blip2." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different models and failure modes; video input validation is not the same as DiffusionGemma pipeline output handling." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to Bart generate() decoder_attention_mask scope bug." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token IDs loss is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels dependency/version requirements." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but different models and different root causes." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch import missing vs model loading regression are different issues." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading failure for a specific repo is unrelated to CLIPTokenizer max_length behavior." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to TrainerState token counter updates." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR failures: AMP/CUDA loss crash vs feature-level mismatch in forward." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is not the same as kernels package revision constraints." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and unrelated regressions: RTDetr output change vs Qwen3.5 save_pretrained keys." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but they are distinct model-specific bugs with different triggers." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version bump." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging mistake is unrelated to missing Qwen2.5-VL import symbol." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import is unrelated to LayoutLMv3 box-content error messaging." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max_length bug is unrelated to multi-GPU device_map behavior." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Separate regressions: video-input handling vs FA2 long-context performance." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Quantization config failure is unrelated to CLIPTokenizer max_length." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer code paths and failure modes; not the same underlying bug." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError while loading a model is unrelated to unexpected _is_hf_initialized argument handling." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle failure is unrelated to TimesFM window_size attribute error." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading bug and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 quantization failure is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Related dtype theme, but different bugs: weights staying float32 vs config.dtype being stale." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension error is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict is not the same as the est-roberta loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 23, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:43257", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:44849|issue:45701", + "issue:27957|issue:28282", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:44479|issue:45381", + "issue:34567|issue:36331", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:43540|issue:44479", + "issue:44792|issue:44964", + "issue:44568|issue:45488", + "issue:43257|issue:43756", + "issue:44291|issue:44821", + "issue:43582|issue:46821", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:43756|issue:45325", + "issue:43716|issue:46701", + "issue:43577|issue:45072", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43531|issue:44821", + "issue:44568|issue:46491", + "issue:45672|issue:45674", + "issue:45823|issue:46463" + ], + "prepared_review_unit_hash": "f56ca69e6dc4ccddf4ee809b93931b25e9ec5df08f8a01da2e4b67c970126586", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35716, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is mostly heterogeneous. The Qwen2.5-VL video-input reports (44479/45381) are clearly related, but the available metadata only supports a probable duplicate or narrower follow-up, not a confirmed same-root-cause match; the rest are distinct issues across unrelated subsystems.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the best umbrella tracker for the related Qwen2.5-VL video-input regression reports, but issue:45381 looks more like a narrower follow-up symptom than a proven duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest global issue candidate because it is the broadest and most central report in the only closely related pair, making it the most suitable canonical tracker among this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different subsystems and failure modes: Qwen3.5 hidden-state output bug vs tokenizer/version-dependent tokenization changes." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Unrelated: Flash Attention 2 support for XLM-RoBERTa vs a PyTorch import error in AutoModel." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different model paths and errors: auto device mapping/cuda assert vs video-input processing failure." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both mention video inputs, but they affect different Qwen model families and likely different code paths/root causes." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Distinct problems: repo loading failure vs list_repo_files not forwarding revision in CI." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen2.5-VL video-input regressions, but the metadata does not establish the same underlying root cause strongly enough to merge as duplicates." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both are Trainer-related, but one is num_input_tokens_seen not updating and the other is an unexpected compute_loss argument; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Install/backend packaging issue vs a model-loading failure; no shared concrete code path." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model bugs, but they concern different architectures and different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same general area, but different Qwen model families and different video-input failures; not enough evidence for the same concrete bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures with no clear shared implementation bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer regressions in v5, but on different tokenizers and different mechanisms; too broad to merge." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs: MOE weight conversion with accelerate/deepspeed vs RoPE layer-dropping in Smollm3." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: init_empty_weights/_is_hf_initialized constructor issue vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Completely different failures on different models and code paths." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both tokenizer-internal errors, but one is AddedToken special handling and the other is Mistral regex patching; not the same bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression vs Mistral tokenizer regex crash; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both touch rotary-position machinery, but one is missing RoPE layers and the other is a decorator/registration crash; different fixes." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different load-time errors: config/key lookup issue vs Float8 storage TypeError." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-related, but one is a RoPE-layer issue and the other is a still-image temporal-position scaling bug." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal models and different bugs: dtype mismatch in preprocessing vs pipeline generation failure." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but one is BLIP2 dtype persistence and the other is CI inference mismatches for different wrappers." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Versioning/config issue for MIN_PEFT_VERSION vs CI breakage from removed Sam3LiteText config references." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU tensor creation bug vs T5 decoder-input validation error; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different areas entirely: Qwen3-MoE sliding_window vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different tokenizer implementations and different observable behaviors." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference issues, but one is a uint8/torch.finfo problem in Gemma4 audio modules and the other is BitsAndBytesConfig skip-module handling." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device-mapping Gemma4 forward bug vs T5 decoder validation message issue; no shared underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly conservative, but the accepted 44479/45381 edge is a bit too strong for the packet: the metadata only shows overlapping Qwen2.5-VL video-input regressions, not enough to assert the same underlying root cause (e.g. position-id/rope indexing). Please phrase that pair as a likely duplicate or narrower follow-up rather than a confirmed same-bug match. The rest of the soft-edge rejections look appropriately cautious." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 24, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44625", + "issue:44737", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46693", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:43906|issue:46468", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:44737|issue:45588", + "issue:46463|issue:46899", + "issue:28282|issue:32090", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:44493|issue:46050", + "issue:41762|issue:44936", + "issue:43761|issue:46829", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:43452|issue:44843" + ], + "prepared_review_unit_hash": "4232581a9302abde4be7fba669177c561368305355765c04dd87ae0e6be7ffff", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35801, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated regressions across tokenizers, config loading, generation, quantization, distributed training, and model-specific forward paths. None of the soft-edge candidates look like the same underlying bug/change, so they should stay separate. If one issue must represent the set, the broadest concrete regression is the AutoTokenizer token-ID bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45920 is the broadest concrete regression here, affecting multiple models with a clear tokenizer-loading failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest standalone issue: it is specific, regression-like, and impacts several model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Different bugs: one is a reproduction of issue 38071, the other is an FA2 long-context performance regression." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated failures: DeepSpeed training weight shape error vs BART generate decoder mask unbound local variable." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Both are reproduction-style reports, but they target different examples and different failure modes." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is num_labels propagation and the other is strict loading of granite_speech config." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Different areas and symptoms: video input validation vs FA2 generation performance regression." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading, but one is gguf_file support and the other is a specific model load failure." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different model-parallel bugs: Gemma4 shared_kv_states KeyError vs Qwen3.5 TP plan omissions." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and outputs: RTDetrV2 output divergence vs VideoPrism hidden_states misassignment." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor placement bug is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation messaging and Gemma4 quantized multimodal casting are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and _gpu_broadcast_one NoneType support are different failure classes." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are regressions, but one is save_pretrained visual-key serialization and the other is wrong token IDs in AutoTokenizer." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Different config bugs: GPTNeoX reload defaulting vs rope-validation TypeError on JSON-loaded lists." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT label reduction bug and single-label zero-loss bug affect different code paths." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are unrelated model-specific bugs." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the concrete failures differ: serialization inconsistency vs translation-model tied-weight issues." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and T5 decoder-input validation are separate model-family bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field problems, but one is trust_remote_code loading and the other is strict-dropping a Qwen3_5MoeVision field." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different persistence bugs: unexpected position-id key vs quantized model save/load breakage." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 load failure and trainer.evaluate-after-train are different stack traces and triggers." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both touch hidden_states, but they are different model families and different incorrect behaviors." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer bugs: MLuke task handling vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities and processor.tokenizer regression are different model/API issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLuke task AttributeError are unrelated tokenizer defects." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading/tokenizer paths, but gguf_file support and offline mistral regex patching are distinct 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": 26, + "review_unit_index": 25, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44464", + "issue:44479", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46932", + "issue:47000", + "issue:47013" + ], + "soft_pairs": [ + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:46832|issue:46932", + "issue:43525|issue:46701", + "issue:43531|issue:43742", + "issue:43295|issue:45356", + "issue:45542|issue:46178", + "issue:29159|issue:33357", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43688|issue:45704", + "issue:43452|issue:43577", + "issue:43688|issue:45701", + "issue:43761|issue:47013", + "issue:43756|issue:46402", + "issue:42898|issue:46491", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:33666|issue:36010", + "issue:44821|issue:46821" + ], + "prepared_review_unit_hash": "fd8ecee007acf2a1c99a88b80489e7e6c0bd19d5ac5cfc14d161df8a6783d214", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35382, + "estimated_input_tokens": 8846, + "estimated_eval_tokens": 17948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are highly heterogeneous; the soft pairs are only superficially similar and do not appear to be the same underlying bug/change. I would not deduplicate any of them.", + "confidence": 0.98, + "canonical_issue_reason": "#45701 is the broadest, highest-signal issue here (general tokenizer regression with multiple inbound refs), but the set is too mixed for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "#45701 is the most representative issue in the cluster because it is broad and well-referenced; still, it should not be treated as a duplicate anchor for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different bugs: DAC latent decoding vs Whisper batch decode special-token handling." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model failures, but the affected models and failure modes are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different import/dependency problems in unrelated code paths." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection-loss crashes, but they involve different models and distinct error conditions." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR shape/forward bug vs Gemma4 quantized-embedder dtype casting issue." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Unrelated model init/config bug vs DiffusionGemma pipeline failure." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs MobileLLM loading key error." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different regressions and code paths." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/optional-dependency issues; not the same failure." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer consistency issue vs Mac bus error on a CLIP community model." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different special-token bugs in different tokenizers with different symptoms." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init regression vs FSDP RAM-efficient loading breakage." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug vs RMSNorm memory leak; unrelated fixes." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading breakage vs dtype propagation issue; different subsystems." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to generic tokenization changes." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIP hidden-states regression vs xLSTM state-unpacking crash." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer bug vs Sam3 text-encoder weight loading issue." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is a v5 cleanup change and the other is a CodeLlama round-trip spacing regression." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward is a different code path from Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info call bug vs tokenizer-loading failure for a specific model; not the same fix." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token decoding bug vs DiaConfig token-ID persistence bug." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen variants vs num_labels propagation bug in Qwen3.5 config." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Different NaN issues in different models and initialization/training contexts." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training question vs GenerationMixin import error; unrelated." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading vs TimesFM window_size AttributeError; 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": 26, + "review_unit_index": 26, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846" + ], + "soft_pairs": [ + "issue:43550|issue:44361", + "issue:44484|issue:44704", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:43688|issue:45440", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:44734|issue:46612", + "issue:41720|issue:44464", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43278|issue:43688", + "issue:43262|issue:43295", + "issue:33666|issue:36331", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:44514|issue:45290", + "issue:39692|issue:43493", + "issue:43643|issue:44561", + "issue:44964|issue:45405", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:44554|issue:46365", + "issue:44625|issue:45584", + "issue:44977|issue:46209", + "issue:43525|issue:43572", + "issue:45823|issue:46050", + "issue:28218|issue:33357" + ], + "prepared_review_unit_hash": "3b6f58d4e98090e9972a3a4ea9d9ac0503664477916b8b2902abb6e85422335a", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37423, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad semantic pile of unrelated issue reports, not a duplicate set. The soft pairs mostly share generic wording like model/API errors or save/load regressions, but they point to different models, code paths, and failure modes.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the items cover unrelated bugs/features across tokenization, training, generation, loading, quantization, and docs, so they are not the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global canonical representative for this cluster because the reports are too heterogeneous to merge as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different failures: Bamba torch.compile/SDPA vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated topics: save_pretrained shard size question vs AutoProcessor cached_file kwargs passthrough." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern serialization, but one is device-dependent lm_head.weight saving and the other is sinq quantization round-trip failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Different bugs: Trainer _gpu_broadcast_one NoneType error vs Qwen2-VL multi-GPU training issue." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model/math problems: auxiliary loss normalization vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Same family only broadly; one is Qwen3.5 flash-attention generation correctness, the other is FA2 long-context performance regression." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different code paths: compiled chunked generation inconsistency vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation cache handling, but one is serve KV continuation indexing and the other is beam-search cache reorder skipping across several models." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different failures: Qwen3 auto device map cuda assert vs compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different models and bugs: legacy config field when loading Beit vs Bamba compile/SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different loading issues: Beit legacy field preset load vs BitNet packed-weights unpacking during accelerate loading." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Unrelated: Qwen3VL weight_only=True load error vs FA2 long-context performance regression." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different bugs: Blip2 dtype staying FP32 vs MPS attention correctness when value head dim differs." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both touch v5/model loading, but one is base_model_prefix loading breakage and the other is missing Qwen3.5 TP-plan entries." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different problems: dtype drift in eval vs auxiliary loss normalization." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both involve processors, but one is audio sampling-rate defaulting and the other is a v4.57.5 regression in processor.tokenizer/image handling." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different training issues: Qwen2-VL multi-GPU setup vs CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Different save/load bugs: BitNet packed weights vs DiaConfig losing custom token IDs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Different failures: CPU offload device mismatch in bark-small vs DiaConfig save/load field loss." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different model-loading preset bug vs OmDet processor producing wrong image resolution." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template related, but one is batched padding=False crash and the other is assistant tool-call content handling." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family only; one is broken docs example and the other is an HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but the causes differ: missing fields in AutoConfig vs removed is_torch_fx_available breaking remote models." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated: Phi-4 multimodal load failure vs PEFT minimum version bump to an unreleased release." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Completely different bugs: BitNet weight loading vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different issues: SigLIP2 implementation mismatch vs pipeline error message about translation tasks." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated: MPS attention correctness vs Trainer import failing because of datasets." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different model/hardware problems: Qwen3.5 flash-attention output issue vs FP8 inference failure on B200." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar theme but not the same bug: Llama4 missing pad_token_id vs StableLm missing pad_token_idx after v5 update." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: Gemma4 PLE device mismatch with device_map=auto vs sinq quantized model save/load breakage." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Completely unrelated: tokenizer extra-space behavior vs MacOS bus error with a community CLIP model." + } + ] + }, + "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": 26, + "review_unit_index": 27, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:43452|issue:44451", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:33357|issue:33666", + "issue:44849|issue:46209", + "issue:43278|issue:43701", + "issue:44568|issue:45812", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44488|issue:44843", + "issue:44849|issue:45357", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:43257|issue:43299", + "issue:43504|issue:43606", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43334|issue:45759", + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:46399|issue:46846", + "issue:43572|issue:44291" + ], + "prepared_review_unit_hash": "47fc186a4578f8c69d533206ca5a55d97349607ea74f79139b05e2f327e50df8", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36595, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous mix of unrelated model-loading, tokenizer, config, and training regressions. The soft pairs share broad themes but not the same concrete underlying bug, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated model families and failure modes, so choosing one as the cluster anchor would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone report: a broad, silent AutoTokenizer regression affecting all Granite models with a clear user-facing impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load failures, but 43452 is a gguf_file API break while 44451 is a model-specific ScandiBERT loading issue." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and ignored return_tensors are different input-processing bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Doc/example errors plus quantization failure do not match the processor/tokenizer regression in 43295." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient growth are distinct code-path problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in eval is not the same as the DeepSpeed gradient instability report." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and tied-weight serialization inconsistency are different failures." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and post-upgrade accuracy regression are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions for different model families; no shared concrete root cause shown." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8 inference crash are unrelated issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Eval dtype change and resume_from_checkpoint key mismatch are different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer bugs, but for different models and different failure modes." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token persistence and MLukeTokenizer AttributeError are different bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B TP OOM and MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure and offline-mode regex patch bug are not the same root cause." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden_states behavior and save_pretrained visual-key regression are distinct." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for Qwen2.5-VL and Float8 storage deserialization are unrelated." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are different model bugs." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE conversion under accelerate/deepspeed and Qwen3VL MoE loading breakage are different issues." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading and Bark CPU offload device mismatch are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-limit RuntimeError and accuracy regression after upgrade are not the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure inconsistency do not share a concrete fix." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve multimodal config handling, but one is a missing pad_token_id attribute and the other is unwrapping text_config; different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import key error are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id and missing pad_token_idx are different config regressions." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Kernel-registration crash and TP-plan omissions are different Qwen3.5 issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLm pad_token_idx regression and unexpected _is_hf_initialized init arg 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": 26, + "review_unit_index": 28, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46369", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46832" + ], + "soft_pairs": [ + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:45229|issue:45823", + "issue:45200|issue:45229", + "issue:44869|issue:46752", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:29942|issue:30333", + "issue:44977|issue:46701", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:15354|issue:38175", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:41720|issue:46710", + "issue:43493|issue:43701", + "issue:44423|issue:44734", + "issue:45406|issue:46121", + "issue:44977|issue:46710" + ], + "prepared_review_unit_hash": "586fb8c86151edfe25c102a45cf8ad92cb65fb1b52dea9be0e00ee958bae98be", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34895, + "estimated_input_tokens": 8724, + "estimated_eval_tokens": 17704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the proposed soft pairs are mostly broad topical neighbors, not true duplicates. I would reject all soft edges.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the broadest and most central anchor in this set (quantization/offloading, highest inbound references), but it is still not a true duplicate representative of the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related CI failures, but one is CPU offload mismatch and the other is a stale GraniteSpeech test; different code paths and root causes." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different model/component failures: dtype mismatch in inference wrappers vs RTDetr forward shape/type error." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated tokenizer/token-loading bugs; one is a legacy field when loading Beit semantic segmentation, the other is BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is compiled-forward output inconsistency and the other is cache length config semantics; not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "A GenerationConfig validation error and a DiffusionGemma pipeline failure are distinct issues." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offloading, but one is runtime offloading behavior and the other is save/load corruption after quantization; not the same concrete defect." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Training instability with ZeRO-3 is unrelated to a model-load failure for Phi-4 multimodal." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 incorrect outputs and a generic position-id key warning are different problems." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4/device-map related, but one is CUDA OOM in multi-GPU inference and the other is a specific device mismatch during forward." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Training-time mm_token_type_ids defaulting vs inference OOM are unrelated bugs." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash and empty chat-template input IndexError are different input-validation paths." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "A flash-attention sink-less-model crash is unrelated to quantized save/load breakage." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning with trailing slash is unrelated to GPT-oss CUDA OOM." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and Trainer _gpu_broadcast_one NoneType error are separate subsystems." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job-status reporting are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are distinct model-specific bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compiler error for non-template nodes and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in a pixel decoder and the other is a memory overflow in sam3-litetext; different underlying problems." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version-check import bug in flex_attention are not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and DeepSeek accuracy regression after upgrade are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different bug classes." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are transformers serve crashes, but one is multimodal continuous batching with string-to-device handling and the other is KV-cache continuation indexing; not mergeable as one PR." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-parameter JSON list handling are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure and an accuracy regression after a version upgrade are different concrete 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": 26, + "review_unit_index": 29, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44737", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43572|issue:46821", + "issue:45200|issue:45823", + "issue:43550|issue:43844", + "issue:29870|issue:29942", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:39692|issue:46192", + "issue:42490|issue:43493", + "issue:44554|issue:45356", + "issue:43232|issue:44849", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:44466|issue:45127", + "issue:45381|issue:46209", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:42915|issue:43824", + "issue:44737|issue:46894", + "issue:43824|issue:43975" + ], + "prepared_review_unit_hash": "fbd422a694642fe0ac8bdbcfd4a53292500b931f464dff77918414bd0da4bd45", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36336, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformer bugs/regressions that only share broad vocabulary (tokenizer, processor, multimodal, loading, dtype, attention). None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43295 is the broadest and most central recurring theme in the cluster: a user-facing regression around processor/tokenizer behavior in multimodal workflows. It is the best anchor, though the cluster overall is not a true duplicate set.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "Issue 43295 is the strongest representative issue because it sits closest to the repeated processor/tokenizer regression theme that the soft matches are loosely clustering around.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both involve processor-side multimodal inputs, but one is a tokenizer/processor regression and the other is a batched video-shape bug; different code paths." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "An import error for a flash-attention helper is unrelated to model loading with torch.device(\"meta\"); different failure modes and subsystems." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "One is a bfloat16 dtype mismatch in inference, the other is Wav2Vec2 save_pretrained/tokenization failure; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaults are distinct multimodal issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are different underlying problems." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/batched padding, while the other issue is about return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to the return_tensors/text_kwargs precedence bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "A processor/tokenizer regression is not the same as OmDet-Turbo producing the wrong image resolution." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to TimesFM window_size raising AttributeError." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both touch Gemma4, but one is about defaulting mm_token_type_ids and the other is a forward-pass device mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth during training." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate UnboundLocalError and failing Flash Attention 2 tests are different issues with no shared concrete bug." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch-shape handling and tensor-parallel OOM on Qwen2-57B are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "A Python 3.13 flash_attn import KeyError is unrelated to an unsupported tensorflow_text backend mapping." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and loading physical-intelligence/fast on transformers>=5.1.0 are not the same defect." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different root causes." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A local-path import warning and a SigLIP2 HF-vs-JAX discrepancy are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to the Kimi tokenizer regression." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states behavior are different code paths." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression and SigLIP2 implementation discrepancy are not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization inconsistency and LoRA merge collapse with extended vocab are related only loosely by weights; not the same fix." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Wrong vision_position_ids for Qwen2.5-VL video input is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Extra space after added token and output embedding reinitialization after resize are different tokenizer/model-init issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16-to-FP32 dtype change in evaluate and Qwen3 MoE memory inefficiency are not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and a Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU placement bug and CohereASR double-shift training loss bug are unrelated model-specific defects." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "A missing Qwen2_5_VL export import error is unrelated to deepseek-coder detokenization in v5." + } + ] + }, + "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": 26, + "review_unit_index": 30, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:43950|issue:46285", + "issue:43262|issue:43450", + "issue:45200|issue:46899", + "issue:43334|issue:43525", + "issue:45200|issue:46932", + "issue:44442|issue:45198", + "issue:44898|issue:45412", + "issue:44792|issue:45563", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43388|issue:43526", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:44857|issue:45593", + "issue:44206|issue:45584", + "issue:43606|issue:45083", + "issue:38175|issue:45412", + "issue:46424|issue:46858", + "issue:43335|issue:43653", + "issue:37428|issue:43425" + ], + "prepared_review_unit_hash": "ef1342a6eefe20c51c86e43c26e3fd96f529853800300506f0266a8439d66530", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36220, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated regressions or different model-specific bugs. The only strong duplicate-looking pair is the Gemma4 quantized multimodal embedder dtype-cast issue (#46899 and #46932).", + "confidence": 0.79, + "canonical_issue_reason": "Issue #46899 is the clearest primary report: it describes the concrete Gemma4 4-bit quantization failure in audio/vision embedders and is broader/more foundational than the follow-up phrasing in #46932.", + "canonical_pr_reason": null, + "best_issue_reason": "#46899 is the best issue candidate overall because it most directly captures the underlying bug and can serve as the canonical ticket for the accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-related, but they describe different failures in different components (BigBirdTokenizer special-token decoding vs GraniteSpeech stale device override)." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Unrelated bugs: GGUF loading/from_pretrained failures versus stale config dtype after from_config(dtype=...)." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both concern model loading/structure regressions, but the concrete problems differ: non-persistent buffers versus CLIP text model attribute structure mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio sampling-rate defaults and batched video shape handling are separate processor bugs with different code paths." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4 multimodal inputs, but one is about missing mm_token_type_ids defaults and the other is a 4-bit dtype-casting regression." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id attribute errors, but they involve different configs/models and likely different fixes." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Same broad model family, but not the same underlying bug: token-type-id defaults versus quantized embedder dtype casting." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer save/load failure is a different issue from Wav2Vec2 save_pretrained/tokenization behavior." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default resolution failure and RT-DETR memory not releasing are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale paged-generate warning are different generation issues." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video input regression for Qwen VL models and return_tensors being ignored with text_kwargs are separate API regressions." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC from_latents mismatch and GraniteSpeech CI failure are not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type-id defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal issues." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and FP8 inference on B200 are different hardware/runtime problems." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are separate model/config issues." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve removed/available utility APIs, but one is trust_remote_code breakage from is_torch_fx_available removal and the other is a missing falcon mamba availability helper." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Documentation-only pipeline reference mismatch is different from docs mentioning return_all_scores." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are unrelated vision bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and qwen3_omni_moe feature-length helper behavior are distinct internals." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both affect label handling, but gather_for_metrics tuple truncation and BeitImageProcessorFast reduce_labels returning one label are different code paths." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config dtype after from_config and TimesFM window_size AttributeError are unrelated config bugs." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen multimodal config unwrapping and CLIP text-model structure inconsistency are separate model-construction issues." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are not the same defect." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor center-arg regression and Whisper empty-transcription failure after align_special_tokens are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length computation are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and RT-DETR memory cleanup are completely different issues." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache max length behavior and static-cache get_seq_length device-tensor arithmetic are distinct cache-system bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import error and Torch 2.10 incompatibility are different compatibility issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 31, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28218", + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:28282|issue:33357", + "issue:29942|issue:32090", + "issue:43611|issue:44466", + "issue:43550|issue:44112", + "issue:43335|issue:43504", + "issue:45520|issue:46170", + "issue:44855|issue:45083", + "issue:44448|issue:44743", + "issue:44514|issue:44521", + "issue:43335|issue:45083", + "issue:45290|issue:46326", + "issue:37428|issue:44351", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:29127|issue:32090", + "issue:43278|issue:43825", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:43720|issue:44112", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:46431|issue:46566", + "issue:43606|issue:44857", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:44617|issue:46697" + ], + "prepared_review_unit_hash": "19fe861210074ed3b64380b64d280f75ce93e8a4cb72ff38a60b326a3b86765f", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated issue reports. Only one soft pair looks like a true duplicate: the two identical Qwen3.5 MoE from_pretrained errors. All other proposed pairs are related only by broad subsystem or vague symptom similarity and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it is the earlier report of the exact same Qwen3.5 Moe from_pretrained failure later repeated in issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best global issue candidate because it has the strongest duplicate evidence in the set and represents the only clearly merged-under-one-bug pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Both are import/runtime failures, but the causes are different (missing PyTorch vs Mac bus error on CLIP)." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Both involve training/attention behavior, but one is Flash Attention 2 test failures and the other is a Trainer NoneType broadcast error." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both concern model loading/serialization in v5, but one is base_model_prefix loading and the other is tied lm_head.weight serialization; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/runtime failures, but one is Bamba torch.compile+SDPA and the other is a stale GraniteSpeech device override test." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model families and failure modes: SwitchTransformers config creates the wrong sparse layer, while BEiT semantic segmentation fails due to a legacy preset field." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import-related, but one is a Python 3.13 flash_attn KeyError and the other is a Windows ROCm/torch.distributed dependency issue." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Both are model/helper bugs, but one is a Python 3.13 JIT parsing error and the other is unexpected output-length helper behavior in qwen3_omni_moe." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both mention output/state mismatches in v5-era code, but one is Pegasus generation differences and the other is recurrent-state reset in modular_qwen3_5.py." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat-template processing, but one crashes on batched padding=False and the other returns zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs in different subsystems: SwitchTransformers sparse-layer construction vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template issues, but one is tool-call content handling and the other is continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern unrelated symbols and root causes (_flash_supports_window_size vs HybridCache)." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model bugs: SwitchTransformers config creates a sparse layer incorrectly, while D-FINE omits auxiliary losses when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "These are unrelated: SwitchTransformers config construction vs a CI stale device override issue in GraniteSpeech." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different error surfaces and code paths: LayoutLMv3 box validation messaging vs Trainer GPU broadcast of NoneType." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "One is a dtype regression in training/eval, the other is a pipeline error message about unsupported translation tasks in v5." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve flash/CPU-offload adjacent code, but one is a sink-less flash_attention AttributeError and the other is a Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both mention loading models, but one is a slash-path import warning and the other is a unit-test failure loading a specific GLM-4.7-Flash model." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both are model-loading or state-related regressions, but one is Llama 3.2 Vision load breakage and the other is embedding reinitialization after resizing." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs: BitNet packed-weight loading under accelerate versus a GraniteSpeech stale device override CI failure." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different model components and symptoms: DAC from_latents mismatch vs unexpected position-id keys across many models." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "One is documentation/example errors for SigLIP2, the other is a BeitImageProcessorFast bug in reduce_labels; not the same bug." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different loading failures: missing chat template on a processor versus DiffusionGemma weights staying on meta with device_map auto." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Both are device/precision failures, but one is CPU-offload device mismatch in Bark and the other is float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are the same concrete bug: identical Qwen3.5 Moe from_pretrained error reports with matching titles and scope." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer/model behavior regressions: Pegasus output differences vs Deepseek tokenizer incorrect results in v5." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Different categories: SigLIP2 documentation/example mistakes versus a broad runtime issue with unexpected position-id keys." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added token is a text-processing bug, while the other is a Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Both are image/video model issues, but one is CUDA OOM for Sam3Video and the other is Swin2SR over-padding in the image processor." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and the soft-edge rejections stay conservative. The only clearly supported duplicate is issue:45310 / issue:45478, which have matching titles and closely aligned scope. The rest of the pairwise refusals are appropriately cautious and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 32, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45593", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46655", + "issue:47000" + ], + "soft_pairs": [ + "issue:26413|issue:31501", + "issue:45459|issue:46234", + "issue:45127|issue:45245", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:44857|issue:45072", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:27957|issue:34689", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:10000|issue:15354", + "issue:44360|issue:44561", + "issue:44977|issue:45229", + "issue:44855|issue:46399", + "issue:29870|issue:33290", + "issue:45290|issue:46655", + "issue:40444|issue:43526", + "issue:43927|issue:45698", + "issue:43278|issue:43381" + ], + "prepared_review_unit_hash": "10eed0bfe33365fece08d53fd618f5478f883ffcb103af88729b3da971265230", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35883, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a heterogeneous similarity bucket, not a duplicate cluster: the issues span checkpoint/resume logic, tokenizer/config loading, multimodal/video handling, dtype/runtime regressions, OOMs, and model-specific bugs. None of the soft pairs appear to be the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster well because the items are unrelated across several code paths and models; the overlap is mostly generic failure wording.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative here, since the soft matches are not true duplicates and don't collapse to one concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume failure and training startup failure are different bugs in different stages of the training flow." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "One is tokenizer error masking around protobuf imports; the other is a missing import_utils availability helper." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA vocab/tied-embeddings collapse is unrelated to the 2^24 categories limit error." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature-extractor arg and Gemma4 device-map mismatch are separate code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-checkpoint key mismatch is unrelated to qwen3_omni feature-length helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but one is a training loss crash under AMP and the other is an inference bfloat16 mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Distributed trainer broadcast NoneType and MacOS CLIP bus error are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A trailing-slash import warning and a tensor-parallel OOM are unrelated loading issues." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Missing auxiliary losses and infeasible cost matrix are different detection-loss failures." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to the qwen3_omni output-length helper." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta and a Llama 3.2 Vision loading regression are different problems." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are distinct symptoms with different causes." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated bugs." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate() decoder mask error and _gpu_broadcast_one NoneType error are different failures." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Eval/training dtype drift is unrelated to undefined variables in the video token-count helper." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Tool-call chat templating crash and video vision_position_ids bug are separate multimodal issues." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs and ignored return_tensors are different tokenizer API bugs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output change and Qwen3.5 flash-attention generation failure are unrelated regressions." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are not the same concrete problem." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both involve decorator/registration wording, but one is Python 3.13 JIT parsing and the other is a missing registration decorator." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generation error and Adafactor/deepspeed OOM are different training/runtime failures." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash and video padding calculation bug are distinct multimodal issues." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multiple-images iterable dataset failure and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs not persisting and wrong custom module loading are different save/load bugs." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16-to-FP32 eval dtype change and gradient-checkpointing-in-eval error are separate 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": 26, + "review_unit_index": 33, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46858" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:44568|issue:45491", + "issue:29127|issue:34567", + "issue:44561|issue:44779", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:45588|issue:45823", + "issue:43381|issue:43701", + "issue:43278|issue:43575", + "issue:45198|issue:45803", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:29942|issue:30064" + ], + "prepared_review_unit_hash": "6f25178303c6ffd9c82fe69706c7b280194bec6d3324a8f8b3446edc1e3ff5de", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35935, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; the soft pairs are related only at a high subsystem level, not the same concrete bug/change. I found no duplicate-worthy PRs and no convincing issue-to-issue merges among the candidates.", + "confidence": 0.41, + "canonical_issue_reason": "Issue #43873 is the strongest standalone issue here: it is open, has multiple inbound references, and has the most active discussion, making it the best representative candidate for follow-up despite the overall set not forming a tight duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43873 is the best global issue candidate because it is still open, appears to describe a concrete runtime problem, and has the highest observed external attention in this list.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated failures: a flash-attention import error versus TensorFlow missing from a pip extra." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different bugs: GPU broadcast NoneType error in Trainer versus OOM with Adafactor/DeepSpeed." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but the concrete failures differ: spurious recompilation from lazy init versus device-tensor slice arithmetic on static cache." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both are memory-related inference issues, but one is quantization/offloading behavior and the other is multi-GPU CUDA OOM for a specific model." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Completely different areas: pipeline top_k nesting versus Trainer broadcast/type handling." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility breakage is unrelated to DeepSeekV3MoE remote/native divergence." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one concerns generation output differences and the other serialization of lm_head.weight; not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 box validation messaging versus TrainerState token counters not updating." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different code paths: trust_remote_code imports versus DeepSeek tokenizer behavior." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both mention CLIP/SigLIP-style models, but one is a MacOS bus error and the other is documentation example/model-processor mismatch plus quantization failure." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma EOS-token config inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different concrete problems: flash_attention.py crashing on s_aux=None versus PLE device mismatch under auto device mapping." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to tensor-parallel OOM when loading a large Qwen model." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Both touch preprocessing/tokenization, but one is save_pretrained/tokenization failure in Wav2Vec2 and the other is an exception-handling bug in FuyuBatchFeature." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both involve GPU inference, but one is cudaErrorAssert with auto device mapping and the other is multi-GPU OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Both are generation-related, but one is a flash-attention regression and the other is a stale warning for num_return_sequences." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer bugs, but different models and failure modes: NER/padding crashes versus save_pretrained/tokenization failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model issues with no shared concrete code path." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Model-loading/base_model_prefix breakage is unrelated to rope-parameter dict conversion and JSON list typing." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Separate regressions: BART generate unbound variable versus Llama 3.2 Vision model-loading failure." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to Qwen recurrent-state reset in cached decoding." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Both are regressions, but one is a feature extractor arg mismatch and the other is a video-input regression for Qwen VL models." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both concern quantization, but one is FP8Config failure during use and the other is quantized model saving." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 34, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44857", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:45372|issue:45588", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43412|issue:45588", + "issue:43065|issue:43994", + "issue:45459|issue:45712", + "issue:45491|issue:46693", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:43065|issue:45412", + "issue:43575|issue:43701", + "issue:45372|issue:45406", + "issue:45245|issue:45563", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45440|issue:45593", + "issue:43994|issue:45412", + "issue:45372|issue:45459", + "issue:43421|issue:45491", + "issue:45406|issue:46701", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:43066|issue:44462", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:44857|issue:45588", + "issue:43994|issue:46369", + "issue:33290|issue:34689", + "issue:43526|issue:44186", + "issue:33290|issue:35141" + ], + "prepared_review_unit_hash": "a8df0409502825a9c8579716feaf179298349a5dc1c21079bea46a0137b9cf7d", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37826, + "estimated_input_tokens": 9457, + "estimated_eval_tokens": 19170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: tokenizer, model-loading, export, attention, memory, and optimizer issues are all mixed together. No soft pair looks like the same underlying bug or change, so there is no safe duplicate collapse here.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits: these items span unrelated tokenizer, processor, export, attention, and memory failures across many models and subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45406 is the closest thing to a representative only because it is a concrete Gemma4 processor crash, but it is still not a valid duplicate anchor for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import error vs flash-attention crash on sink-less models; different code paths and failure modes." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs DeepseekV3MoE divergence; unrelated model implementations." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs FastSpeech2ConformerTokenizer AutoTokenizer load failure." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv failure vs flash-attention attribute error; unrelated export vs attention bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs SigLIP2 nonsensical AutoModel/pipeline output; different models and symptoms." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf exception masking vs leftover dummy classes; unrelated tokenizer error handling and repo hygiene." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaNs in mixed-length sliding-window batching vs FA2 long-context performance regression; not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save_pretrained/tokenization failure; different subsystems." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box validation error message vs CLIP bus error on macOS; unrelated issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer vs RT-DETR memory leak; different models and different failure types." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2-57B-A14B tp OOM vs resume_from_checkpoint key mismatch; unrelated loading/runtime problems." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma4, but one is a mistral_common import dependency break and the other is a missing _tokenizer attribute in serve; not the same code-path bug." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count RuntimeError vs stale num_return_sequences warning; unrelated generation issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path trailing-slash import warning vs gradient checkpointing in eval mode; unrelated behavior." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs embedding reinitialization after resize; different components and outcomes." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence vs D-FINE auxiliary-loss behavior; unrelated model bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output quality issue vs RT-DETR memory leak; unrelated vision-model problems." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 dependency import break vs protobuf-related tokenizer exception masking; different failure surfaces." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor update bug vs Gemma3 NaNs under sliding-window batching; not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor serve crash vs DiffusionGemma image-text pipeline failure; related family names but different concrete failures." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory leak vs sam3-litetext memory overflow; both memory-related but not the same issue." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2 tp OOM vs int4 quantization reserved-memory regression; different models and different root causes." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer bugs but not the same underlying defect." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer class load failure vs dtype mismatches in bfloat16 inference; unrelated problems." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward vs Whisper empty-transcription failure after token alignment; different paths." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs Kosmos2.5 long-OCR index error; different preprocessing failures." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch; different models and incompatibilities." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs generic dependency issue; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Beit label reduction bug vs FA2 long-context performance regression; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 issue vs Adafactor+deepspeed OOM; different subsystems and symptoms." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 bug vs LayoutLMv3 error-message clarity; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss float16 AMP crash vs flash-attention s_aux=None AttributeError; unrelated failures." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 output issue vs sam3-litetext memory overflow; different models and bug classes." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM vs Llama 3.2 Vision model-loading breakage; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Beit image-processor label reduction bug vs LayoutLMv2Tokenizer NER/padding crash; different tokenization/preprocessing paths." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer-related OOM vs embedding reinitialization after resize; 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": 26, + "review_unit_index": 35, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45250", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399", + "issue:46640", + "issue:46697", + "issue:46821" + ], + "soft_pairs": [ + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:45003|issue:45440", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:44855|issue:45137" + ], + "prepared_review_unit_hash": "9e75cc7b014977527dc733a26c2fc139b1206388ddcff2d38beb8697fa4186b4", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35548, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly keyword-level similarities, not the same underlying bug/change. None are strong enough to merge as duplicates or the same PR.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the most active open issue with the broadest regression scope and the strongest discussion/inbound-reference signal, so it is the best cluster anchor despite the overall set being heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative issue here: open, heavily discussed, and broad enough to serve as the nearest umbrella for this noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rope-related code, but one is a validation/type issue and the other is a kernel registration crash for Qwen3.5; different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different models and different symptoms: missing pad_token_id vs a sliding_window behavior issue." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic Flash Attention 2 reports, but there is no concrete shared bug path or identical failure description." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and quantization offloading are unrelated runtime paths." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems entirely: flash_attention integration crash vs TimesFM window_size attribute handling." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL reports, but one is batched chat-template padding and the other is video position-id computation." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage is not the same concrete issue as disallowing optional post_init in patchtsmixer." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen rotary embedding CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation problems and a category-cardinality runtime limit are different bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state cache reset is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and an unsupported center argument in LasrFeatureExtractor are separate issues." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image padding/resolution failure are different code paths." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import-warning path normalization is unrelated to Qwen recurrent-state caching." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading in BitNet and FastSpeech2ConformerTokenizer loading are unrelated failures." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend extra-install packaging and a missing import_utils helper are different repository issues." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and BART generate() decoder_attention_mask initialization are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init policy and Qwen video-input regression do not share a concrete fix." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both involve config API consistency, but they are different models and different missing fields/behaviors." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope/temporal position IDs and Swin2SR image over-padding are separate image-processing bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading and Gemma-3 eos_token_id configuration inconsistency are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken constructor duplication and list_repo_files revision forwarding are entirely different concerns." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing custom config fields under trust_remote_code and GPTNeoX rotary_pct persistence are similar only at a very high level." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 36, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:43316|issue:45759", + "issue:44442|issue:45803", + "issue:44190|issue:44496", + "issue:44987|issue:46178", + "issue:43761|issue:44079", + "issue:43931|issue:45216", + "issue:46829|issue:46932", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:43550|issue:43701", + "issue:27957|issue:32090", + "issue:42907|issue:45698", + "issue:25251|issue:28282", + "issue:43606|issue:43701", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:46234|issue:46291", + "issue:44464|issue:46421", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496" + ], + "prepared_review_unit_hash": "bc7a3f69593f013b815e4b3e67fcd390d59ff4b5d23a07a3ee52f87dd92cd001", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated single-issue reports; none of the soft pairs look like true duplicates under strict triage. The only loosely related groups are save/load regressions and config/API consistency issues, but they still point to different code paths.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the broadest representative of the save/load regression subset, but this set is too heterogeneous for a true cluster-wide canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and APIs; Gemma config inconsistency vs. Qwen composite-config unwrapping." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and Fuyu exception-handling bug are unrelated code paths." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset script failure vs. unrecognized model/config loading error." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Specific model load failure vs. backend registration/import_utils error." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states regression vs. generic ModelOutput key bookkeeping bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both mention Qwen, but one is a load-time shape mismatch and the other is a save_pretrained regression." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output-field mix-up vs. Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update bug vs. metric gathering on tuple labels." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP output regression vs. attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch vs. CPU/CUDA output divergence." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Parallel script execution problem vs. tensor-parallel OOM on a specific model." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different load failures: OOM under tp vs. key error on model load." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA bug vs. checkpoint resumption key mismatch." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support issue vs. Trainer broadcast NoneType error." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load, but dequantized saving and wrong custom-module reload are different bugs." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output nesting bug vs. missing PyTorch dependency error." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs. checkpoint key mismatch." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length behavior vs. missing transformers.onnx module." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression vs. incorrect pipeline error message." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression vs. Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: Gemma eos_token_id config vs. Whisper empty transcription generation." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing utility symbol vs. kernels package version/revision import failure." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled-forward inconsistency vs. chunked-prefill cache recompilation." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init validation vs. non-persistent buffer initialization." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API discrepancy vs. vision preprocessor/model dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend install metadata issue vs. Gemma config API inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "eos_token_id config mismatch vs. quantized save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization regression vs. GPTNeoX rotary_pct reload bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file-specific tokenizer/model loading vs. generic unrecognized model config error." + } + ] + }, + "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": 26, + "review_unit_index": 37, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:44162", + "issue:44190", + "issue:44242", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46894" + ], + "soft_pairs": [ + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:44242|issue:46894", + "issue:44610|issue:46369", + "issue:45803|issue:46170", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:43650|issue:46202", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:43572|issue:46178", + "issue:44792|issue:45600", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43673|issue:44743", + "issue:43352|issue:46640", + "issue:44534|issue:44913", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "c9b80adf320fd7bc33cba073f8b6f6c7ca29a530c1fd20a7733c6fc0eefdc0f7", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34482, + "estimated_input_tokens": 8621, + "estimated_eval_tokens": 17498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated standalone bugs. A few share broad themes (imports, cache, flash-attention), but none appear to be the same concrete underlying bug or change, so I\u2019d reject all soft-duplicate candidates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue stands out because the set is heterogeneous; if one issue must anchor the cluster, 45698 is the strongest standalone report by engagement and specificity, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Both involve import/runtime failure, but one is a bare-except bug in tensor conversion and the other is a Trainer import conflict with datasets; different code paths and fixes." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Different models and failures: ESM2 is broken vs a Janus image-generation test failure; no shared underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs Ministral-3 FlashAttention 2 support failure; separate model issues and remedies." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a trust_remote_code path collision and the other is max_cache_length handling; distinct cache subsystems." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both concern training loss, but the bug mechanisms differ (router/load-balancing loss vs double-shift in ASR training)." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: processor output size mismatch vs memory overflow on sam3-litetext." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Import-related, but one swallows interrupts/errors and the other is a Windows/ROCm torch.distributed dependency problem." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3 family, but one is a dummy Conv2d/pixel decoder implementation issue and the other is an OOM problem." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal input issues, but one is Qwen3OmniMoe video input validation and the other is Qwen2_5_VL batched chat-template padding behavior." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Both are dependency/import issues, but they affect different backends and symbols; not the same defect." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No meaningful overlap: placeholder issue vs Gemma pipeline roundtrip bug." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Pretrained preset legacy-field load failure vs wrong custom module loaded after save/load; related to loading, but not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A test failure for Janus is not the same as Qwen3.5 flash-attention generation breakage." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Pad token config regression and tensorflow_text backend registration error are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure vs auto_mappings referencing removed Sam3LiteText configs; different areas and fixes." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Both touch model inputs/weights, but one is LoRA merge with extended vocab and tied embeddings, the other is Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: metric gathering drops tuple labels vs auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state, but one is GenerationMixin chunked-prefill cache plumbing and the other is recurrent-state reset in a specific Qwen module." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is explicit unsupported-model gating and the other is a generic flash-attention issue with no concrete same code path." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk values vs rotary_pct not persisting on reload; different persistence bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor mismatch vs Sam3VisionEncoderOutput missing attribute; different components and symptoms." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script vs loading a specific multimodal model; not the same defect." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding resize/reinit bug and trailing-slash local-model import warning are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash vs missing _tokenizer on Gemma4Processor; different code paths 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": 26, + "review_unit_index": 38, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43854", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:45072|issue:46932", + "issue:45632|issue:46617", + "issue:44855|issue:45588", + "issue:46082|issue:46697", + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:44617|issue:45584", + "issue:43827|issue:43994", + "issue:43673|issue:46421", + "issue:29870|issue:35141", + "issue:43931|issue:44060", + "issue:43644|issue:44913", + "issue:44242|issue:46897", + "issue:25251|issue:27957", + "issue:45563|issue:45584", + "issue:44933|issue:45362", + "issue:43335|issue:44855", + "issue:44077|issue:44877", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:43854|issue:44792", + "issue:44617|issue:46369", + "issue:39692|issue:44190", + "issue:44464|issue:45563" + ], + "prepared_review_unit_hash": "66c48c19ac4ee98c405d31b4ef417581cd52a624273856867e49100e455e0649", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not look like one duplicate cluster: the soft pairs span unrelated models, configs, generation paths, cache behavior, docs, and vision/audio issues. The title similarities are mostly broad subsystem overlap rather than the same concrete bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and the soft pairs do not point to one underlying defect that can safely represent the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong best issue among these; none of the candidates cleanly covers the others as the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype/bfloat16 mismatches, but they affect different model families and likely different code paths." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code caching, but one is a path-collision bug and the other is a FileNotFoundError from cache loading; not the same concrete failure." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Completely different bugs: a Python 3.13 import/IndentationError versus a flash-attention AttributeError." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated issues: Llama config validation versus Swin2SR image padding behavior." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding and RT-DETR feature-level handling are unrelated code paths." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count overflow and static-cache seq-length tensor arithmetic are different bugs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as a model/processor correctness bug in SigLIP2." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing cache state and the other is recompilation from lazy init; not enough to treat as the same bug." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Different issues in generation and embedding resizing; no shared concrete failure mode." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Model weight-shape loading failure versus a tied-weights warning bug; different symptoms and code paths." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "A v5 buffer-initialization regression and a GPTNeoX config round-trip issue are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss handling and Florence2 training-loss shifting are different bugs." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k output-shape regression is unrelated to XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate and a Whisper empty-transcription crash are not the same defect." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and DebertaV2 Python parsing issue are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init enforcement and strict config loading are different compatibility issues." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-LiteText memory overflow are different model bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure and local dataset loading failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device-mapping crash and category-count overflow are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression and serve KV-cache continuation indexing are different generation-path bugs." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are different model/processor issues." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config bug and image-classification script dataset loading are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sink-less model crash and xLSTM return_last_states unpacking bug are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different models and failures: GLM-4.7-Flash load issue versus Janus image-generation test failure." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same broad Sam3 family, but OOM in Sam3Video and memory overflow in Sam3-litetext are not clearly the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and local dataset loading in a training script are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency and a stale num_return_sequences warning are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 39, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:43295|issue:45276", + "issue:44112|issue:45600", + "issue:44779|issue:46489", + "issue:45290|issue:46752", + "issue:43526|issue:46697", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:44521|issue:45381", + "issue:44737|issue:45803", + "issue:25251|issue:29870", + "issue:44462|issue:45907", + "issue:44938|issue:45542", + "issue:43854|issue:44964", + "issue:43673|issue:46858", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:45632|issue:46234", + "issue:42175|issue:44279", + "issue:27957|issue:35141", + "issue:44112|issue:44964", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:46082|issue:46121", + "issue:32090|issue:35141", + "issue:43404|issue:45216" + ], + "prepared_review_unit_hash": "21367d854fd4ca4034e2e6494965fc7a1a55ec833911d230e5afc85d3ee10367", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36571, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a collection of mostly unrelated Transformer bug reports. The soft-similarity links are superficial and do not describe the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44521 is the most concrete and currently active bug report in the set, with multiple inbound references and a clear reproducible failure path; it is the best representative issue only in the sense of being the most actionable one here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest issue candidate overall because it is open, well-scoped, and has the most evidence of downstream impact among an otherwise heterogeneous group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both concern tied embeddings / save-pretrained behavior, but one is LoRA merge collapse and the other is Qwen3.5 checkpoint serialization; different failure modes and code paths." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both mention vision/video inputs, but one is wrong vision_position_ids in qwen2.5-vl and the other is padding calculation in SmolVLM's video processor." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve multimodal model saving/loading behavior, but one is a regression around processor.tokenizer and tokenizer images, while the other is resize_token_embeddings not updating Gemma4 weights." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures only; one is a stale device override test, the other is an auto_mappings reference to removed configs. Different root causes." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer complaints, but one is a v5 regression and the other is a specific DeepSeek-Coder v1 gap in an earlier fix; not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes on edge cases, but one is tool-call assistant messages and the other is an empty list input." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both are image-processor padding/label handling issues, but one is reduce_labels returning a single label and the other is over-padding images in Swin2SR." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different model families and failures: Gemma4 embedding resize propagation versus Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both are runtime ValueErrors in generation-like flows, but one is Qwen3OmniMoe video input validation and the other is transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both touch multimodal chat/template flows, but one is assistant mask generation and the other is video vision_position_ids; not the same defect." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor allocation bug versus Fuyu batch feature exception masking; unrelated code paths." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "One is pipeline output nesting with top_k; the other is BART generate() decoder_attention_mask initialization. Different subsystems and symptoms." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both relate to repo/file listing, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files not forwarding revision." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure versus a backend-installation mismatch between tensorboard and TensorFlow; not the same problem." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but one is GLM-4.7-Flash unit test loading and the other is Phi-4 multimodal model loading; distinct causes." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but one is missing GenerationMixin cache in v5 chunked_prefill and the other is device-tensor seq_length arithmetic in static cache under torch.compile." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import latency issue versus unsafe sys.modules access in modeling_utils; different bug class and fix." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading failures: missing fields with trust_remote_code versus unrecognized model_type in config.json." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading regression versus CI breakage from stale auto_mappings references; unrelated artifacts." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision, the other is a missing utility export. No shared underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/install dependency complaint versus generic dependency issue; titles and likely causes are too broad and not the same concrete defect." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to post_init reinitializing output embeddings after resize_token_embeddings." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Stale CI device override test and model-loading failure are unrelated; only both are test/CI-visible." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral-3-8B-Instruct is unrelated to multimodal assistant mask generation." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different symbols and modules: Qwen2_5_VLImageProcessor versus AutoImageProcessor." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are separate configuration-validation bugs." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error versus embeddings reinitialization after resize; no common code path." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen3.5-related regressions, but one is untied lm_head weights in generation and the other is incorrect save_pretrained checkpoint contents." + } + ] + }, + "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": 26, + "review_unit_index": 40, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:46932" + ], + "soft_pairs": [ + "issue:36246|issue:38617", + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43582|issue:46932", + "issue:43295|issue:45335", + "issue:43650|issue:44220", + "issue:43976|issue:44987", + "issue:45083|issue:46506", + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:44683|issue:45446", + "issue:43901|issue:44496", + "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:43673|issue:44336", + "issue:43479|issue:45375", + "issue:44496|issue:45759", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44016|issue:44062", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:46123|issue:46369", + "issue:44327|issue:46752" + ], + "prepared_review_unit_hash": "fd54bdb82d082df8ac83db0b34dc9734b10fc007099bb062444d50997a325136", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36028, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports; none of the soft-edge pairs looks like the same underlying issue or change. No PRs are present, and if a representative issue is needed, issue 44521 is the strongest standalone bug report.", + "confidence": 0.95, + "canonical_issue_reason": "No clear duplicate cluster emerges from the candidates; 44521 is the most representative standalone issue because it is open, has inbound references, and describes a concrete multimodal bug with clear impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best single issue to anchor the cluster: it is specific, reproducible, and more broadly impactful than the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but they involve different missing symbols in different modules and unrelated code paths." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "One is a Qwen3-MoE sliding-window bug; the other is an auto-mapping/config reference regression for Sam3LiteText. Different problems." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "A position_ids buffer read error is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification pipeline bug and a notebook syntax error are not the same underlying defect." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is missing GenerationMixin cache during chunked prefill while the other is about max_cache_length only applying to quantized cache." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Gemma4 dtype casting in quantized embedders are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "A processor/tokenizer regression is not the same as t5gemma resize_token_embeddings failing to update decoder.embed_tokens." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The vague 'ADD THE DATA' issue does not match the fbank feature extraction error." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A packaging/Python version compatibility complaint is different from a model-loading failure for a specific repo on 5.1.0." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different model families and different bugs: helper output lengths in qwen3_omni_moe vs CPU/CUDA result mismatch in PPDocLayoutV3." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error is unrelated to the _torch_extract_fbank_features() failure." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "An unrecognized-model config error is not the same as PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a runtime failure on torch >= 2.9 and the other is an incorrect version check for an AuxRequest import; not the same code-path bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch for text classification does not match an unrecognized model/config loading error." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and a FlashAttention failure for Ministral-3 are different defects." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary losses when denoising is off are unrelated training/runtime behaviors." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling and ANSI logging output are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config bugs, but they affect different models and different fields; not the same underlying issue." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model loading and failing to unwrap text_config for composite multimodal configs are distinct loader problems." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python compatibility bug is not the same as a generic dependency issue." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A failed janus image-generation test and cache max length semantics are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they fail in different places and for different reasons." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import errors from different symbols/modules; no shared code-path." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax failure and AddedToken keyword duplication are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Both concern multimodal generation, but one is a functional assistant-mask bug and the other is a performance regression in FA2 long-context generation." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic dependency issue is not the same as a torch version incompatibility." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "A resize_token_embeddings wiring bug is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline partial-batch handling and a sam3-litetext memory overflow are different failure modes." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds and apply_chat_template empty-list IndexError are separate pipeline crashes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 41, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:47000" + ], + "soft_pairs": [ + "issue:43299|issue:45216", + "issue:44279|issue:45405", + "issue:46082|issue:46399", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44075|issue:44368", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:41950|issue:45020", + "issue:43299|issue:45357", + "issue:44779|issue:45812", + "issue:44466|issue:45276", + "issue:43381|issue:47000", + "issue:43299|issue:43854", + "issue:43653|issue:45593", + "issue:44242|issue:45200", + "issue:43650|issue:46209", + "issue:41950|issue:45823", + "issue:43479|issue:43525", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:45588|issue:47000", + "issue:44683|issue:45542", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:45081|issue:45907" + ], + "prepared_review_unit_hash": "84a494843c8b98e36c8311c30d8e3603da9846a6e09c25b8636392367fbfb030", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36470, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous; none of the soft-edge pairs look like the same underlying bug or change, so all are rejected. The most actionable standalone issue is the Qwen3.5 save_pretrained regression, but it is not a duplicate of the others.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 45216 is the clearest, most concrete regression report in the set: it has a specific version cutoff, a user-visible failure, and a narrowly scoped fix target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is a strong triage anchor because it is specific, reproducible, and framed as a regression; the rest are mostly unrelated subsystems or vague reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both mention Qwen models, but one is a loading failure and the other is a save_pretrained regression affecting different code paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated topics: a generic dependency issue versus a PEFT minimum-version bump." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different model families and failures: LlamaConfig validation versus Qwen3.5 rotary registration." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but they affect different models and distinct behaviors." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but one is about a SigLIP2 example and the other about pipeline docs wording/behavior." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Different problems: optimizer arguments being ignored versus a warning about tied embeddings in LoRA fine-tuning." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "No underlying overlap; tokenizer BPE handling versus an unrelated placeholder issue." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation is unrelated to Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import versus a broad import-error report after upgrade; not the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Different versioning problems affecting different dependencies and runtimes." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Both concern config values, but one is head_dim validation and the other is stale config.dtype after from_config." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to remote_code breakages." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5/Qwen issues, but one is loading and the other is save_pretrained key serialization." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions for different model families; not the same tokenizer bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "AutoTokenizer serialization/selection issue is distinct from Gemma4 embedding resize behavior." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to RTDetrLoss infeasibility." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different GLM/Qwen model-loading failures with no shared concrete code path." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss logic is unrelated to mm_token_type_ids defaults." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No substantive overlap; one is a placeholder title and the other is an FP8/B200 inference issue." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup bug is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config initialization bugs affecting different models and fields." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is not the same as a Mistral regex patch crashing on backend_tokenizer access." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are entirely different issues." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention sink-less model crash is unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to tensorboard/TensorFlow installation behavior." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are different model-specific bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is double optimizer stepping." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer backend patch crash is unrelated to list_repo_files forwarding revision in a CI breakage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 42, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42796", + "issue:42994", + "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:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:42994|issue:43317", + "issue:45103|issue:45372", + "issue:44336|issue:46851", + "issue:45859|issue:46851", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:44623|issue:45397", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:43525|issue:43881", + "issue:44186|issue:47000", + "issue:43824|issue:43976", + "issue:42796|issue:43441", + "issue:44016|issue:45823", + "issue:45542|issue:45800", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:46291|issue:46399", + "issue:45325|issue:46851", + "issue:44336|issue:44373", + "issue:46655|issue:46726", + "issue:44246|issue:44496", + "issue:41628|issue:43976", + "issue:43784|issue:45542" + ], + "prepared_review_unit_hash": "4939814c938b5a2882ca46a0b14ccea6afe59fa8588f96f7e2582d94e46b96a4", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36378, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers issues with only superficial title overlap; none of the soft candidate pairs look like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44246 is the broadest and most central-looking issue in the set, with the highest discussion activity and an import-path symptom that could plausibly relate to multiple adjacent reports, though the actual pairwise overlaps are still too weak to merge.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the best single representative issue here because it is generic, high-traffic, and more cluster-central than the model-specific or environment-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offload, but one is saving a quantized model and the other is loading a dequantized model with device_map=auto; different failure modes and code paths." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and a Gemma 4 processor import dependency error are unrelated subsystems." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Loading-report ANSI coloring and Qwen3.5 variable-length position_ids are unrelated bugs." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU offload in rotary embeddings and the other is variable-length position_ids; 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not mergeable as one fix." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids, but the first is a Qwen2.5-VL still-image temporal scaling bug and the second is a Qwen3.5 variable-length input bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code output and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video-processor padding math and missing vision-backend image-processor handling are different processor bugs." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow imports and an unrecognized model/config parsing error are not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError and missing TensorFlow backend are distinct import-time failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 43, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:43526|issue:45003", + "issue:45072|issue:46829", + "issue:45103|issue:46399", + "issue:43540|issue:46752", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:46614|issue:46665", + "issue:44246|issue:44871", + "issue:45588|issue:46851", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:45003|issue:46821", + "issue:44336|issue:44485", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:44451|issue:46752", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:45003|issue:45561", + "issue:43262|issue:44246" + ], + "prepared_review_unit_hash": "d23ad338b1caa412579a33fb2f8a5214d95a7b98293cbe3be027cfe54d975af7", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36093, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is noisy and mostly heterogeneous: it mixes import/load errors, Qwen/Qwen-MoE model regressions, processor bugs, training-loss issues, and unrelated docs/test/reporting items. I do not see a single underlying bug/change that unifies the whole set, so the soft edges should all be rejected.", + "confidence": 0.37, + "canonical_issue_reason": "If a single anchor is needed, issue 45003 is the broadest low-level runtime bug here (unsafe `sys.modules` access) and is closest to the import/load-error subset, but it does not actually subsume the many unrelated model, processor, and docs issues in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45003 is the closest thing to a cluster anchor because it is a core library-internals bug with broad impact, but the set is too mixed to treat it as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen3-Omi-MoE helper/output-length bug vs Qwen3.5 variable-length position_ids crash; not the same code path." + }, + { + "left": "issue:44297", + "right": "issue:45397", + 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false, + "reason": "Auto-docstring future-annotations crash is unrelated to Qwen3.5 kernel registration/decorator issues." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and empty-list chat-template IndexError are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen-MoE loading regressions, but they affect different model families and likely different loading paths." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Qwen3.5 chat crash." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state is a different bug than inconsistent from_pretrained behavior in Python classes." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowdown is unrelated to the Gemma eos_token_id config mismatch." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is a different code path from variable-length Qwen3.5 inputs." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer-access bug is unrelated to Gemma-4 Zero3 from_pretrained failure." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Different auxiliary-loss issues in different models; not the same concrete bug." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe `sys.modules` access is unrelated to TimesFM `window_size` AttributeError." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code output in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing-symbol import errors from different packages; same symptom, not same bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing import symbols and different modules, so not a duplicate." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mentioning return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model load failure for ScandiBERT is unrelated to empty-list chat-template crash." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading issue is distinct from the ZeRO3 empty-deque IndexError." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but they are different bugs in different models and code paths." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Missing model_type config error is a different loading problem than unsafe sys.modules access." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Runtime import internals bug is unrelated to the xdist captured_info.txt race." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to Moe load-balancing-loss handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 44, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:44162|issue:45200", + "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:43475|issue:46369", + "issue:43295|issue:45292", + "issue:44466|issue:45335", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44877|issue:45375", + "issue:44623|issue:46726", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:44479|issue:46170", + "issue:43526|issue:46894", + "issue:44060|issue:44077", + "issue:42199|issue:46851", + "issue:44368|issue:44977", + "issue:45412|issue:46123", + "issue:43653|issue:44162", + "issue:43352|issue:45250" + ], + "prepared_review_unit_hash": "81eb3622858ef347c6e7cb4e5112322cba84f1fe23adcc48989afcd1efd7bb0f", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35261, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are all false positives: they span different model families, configs, runtime environments, or failure modes rather than the same underlying bug/change.", + "confidence": 0.74, + "canonical_issue_reason": "issue:46894 is the strongest standalone report here: it describes a concrete, reproducible training-loss double-shift bug with external references and clear scope, unlike the rest of the set which is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46894 is the most representative issue to anchor on because it is specific, actionable, and well-documented.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen config-related, but one is about a missing strict-schema field and the other about AutoModelForCausalLM unwrapping text_config; different bugs." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video input regressions, but they affect different model stacks and the reported failures are not the same code-path problem." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated models and symptoms: ESM2 is broken broadly, while Gemma 4 mm_token_type_ids defaults are a specific multimodal fine-tuning issue." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU-offload compatibility in rotary embedding and the other is a kernel registration crash; not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Completely different subsystems: token embedding resize vs RT-DETR loss infeasibility." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "One is a position_ids buffer access error; the other is a performance slowdown after upgrading transformers." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque exhaustion and broken auto_mappings references are unrelated failures." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM 3 issues: missing output attribute vs memory overflow in sam3-litetext." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings behavior." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied/embedding weights, but one is serialization inconsistency and the other is resize propagation to decoder embeddings." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2.5 VL image processor and a DeepSpeed/BertModel IndexError are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Mixture-of-experts load-balancing loss and RT-DETR AMP crash are different defects." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both touch strict config handling, but they concern different models and different missing/blocked fields." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Processor save_pretrained missing files and missing vision backend AutoProcessor error are separate save/load vs dependency issues." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "Different bugs: BEiT reduce_labels returns one label, while Florence2 has a training-loss double-shift pattern." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility with transformers 5.0 is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a model on transformers>=5.1.0 and protobuf-related tokenizer error masking are different issues." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow job status reporting are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression across Qwen VLMs is unrelated to Windows/ROCm torch.distributed import failures." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Different model families and different bug types; only the broad theme of label handling/training loss is shared." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning during LoRA fine-tuning is not the same as a flash-attention generation regression." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR GC/memory retention and mask pipeline batch handling are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific model lacking Flash Attention 2 support is not the same as a generic Flash Attention 2 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": 26, + "review_unit_index": 45, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44877", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46832", + "issue:46858", + "issue:47020" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:44368|issue:45563", + "issue:43931|issue:44368", + "issue:44995|issue:45200", + "issue:44188|issue:46202", + "issue:45987|issue:46082", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:44995|issue:45588", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:46752|issue:47020", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:45375|issue:45478", + "issue:43475|issue:43643" + ], + "prepared_review_unit_hash": "3b68582b99afdf9e7449ac41a904aeedd9b32443406809df6d48b59cff86ca23", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36284, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous issue reports across unrelated subsystems. The only plausible duplicate pair is the Qwen3.5 MoE config-loading reports; everything else looks distinct and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45375 is the most root-cause-specific report in the only plausible duplicate pair; issue:45478 reads like the broader user-facing from_pretrained failure caused by the same config-field problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the clearest, most actionable root-cause issue among the candidates and best represents the likely duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline cache loading vs Gemma4 multi-GPU OOM are unrelated failures." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows/ROCm import dependency issues involve different code paths." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision-encoder attribute error vs Qwen3OmniMoe video ValueError are different model bugs." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained failure is unrelated to double optimizer-step behavior under deepspeed." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but a dummy Conv2d in the pixel decoder is not the same bug as the sam3_video/sam3_tracker type warning." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "ROCm/Windows import failure and RT-DETR forward shape/type error are separate problems." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading regression and accuracy regression after upgrade are not the same code-path issue." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tie_word_embeddings warning in fine-tuning is unrelated to stale num_return_sequences warnings in paged generate()." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Gemma fine-tuning warning are different issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward pass is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is not the same as a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are different failures." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma roundtrip behavior are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not enough to match this Gemma roundtrip bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention compile/cache behavior, but divergent attention kernels and lazy cache recompilation are distinct bugs." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache state in GlmMoeDsa is unrelated to flash-attention crashing on s_aux=None." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support for Int and missing chat templates are different parts of the stack." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring annotation handling and static-cache seq_length arithmetic are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder dummy layer and MaskGenerationPipeline partial-batch logic are separate bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and post-upgrade data-filtering slowdown do not share the same failure mode." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are related only at a very high level." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and missing-vision-backend processor errors are different issues." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list chat-template crash and XLMRobertaTokenizer/Unigram constructor mismatch are unrelated tokenizer bugs." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A Transformers upgrade slowdown and double optimizer-step behavior are separate symptoms." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and data-processing slowdown are not the same problem." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom-model init breakage in v5 and ESM2 breakage are both upgrade regressions but not the same code path." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission and optimizer stepping under deepspeed are different subsystems." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "These look like the same Qwen3.5 MoE config-loading problem; 45478 is the broader from_pretrained failure while 45375 identifies the missing strict-config field." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 video encoder missing attribute and AutoConfig trust_remote_code field loss are different model-loading bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s conclusions are grounded in the packet, and the single accepted pair (issue:45375 / issue:45478) is a cautious, plausible duplicate match. The rest of the soft-edge verdicts stay conservative and do not overclaim identity across clearly different failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 46, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46701", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000" + ], + "soft_pairs": [ + "issue:42994|issue:43482", + "issue:43475|issue:46821", + "issue:28282|issue:30990", + "issue:44964|issue:45137", + "issue:43232|issue:43673", + "issue:44188|issue:46851", + "issue:39692|issue:46726", + "issue:45310|issue:45375", + "issue:46877|issue:47000", + "issue:41628|issue:44933", + "issue:46463|issue:46877", + "issue:43986|issue:46726", + "issue:44869|issue:45356", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:44373|issue:46851", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:43784|issue:46399", + "issue:45406|issue:46202", + "issue:44945|issue:45753", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:44857|issue:46877", + "issue:45081|issue:45103", + "issue:44038|issue:45310", + "issue:45593|issue:46877", + "issue:46202|issue:46701" + ], + "prepared_review_unit_hash": "75c5c91c3b31428062ba994aa47e31b79f1c8dd6d23bd5bee48ef99f0195f423", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36723, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly semantically related but not duplicate-safe: it mixes import/export regressions, model-specific loading failures, generation bugs, tokenizer/processor issues, and unrelated training/runtime crashes. None of the soft edges look like the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "If a representative issue is needed, issue 41628 is the clearest top-level API import regression and sits closest to other missing-symbol/import problems in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41628 is the best cluster anchor because it is the most general and reusable example of the public import/export breakage theme, while the rest are more model- or subsystem-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both involve quantized model workflows, but one is a quantized save failure and the other is a Qwen2.5-GGUF load regression in v5; different bugs." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Both are attribute errors on model outputs, but they affect different models and different missing fields; no shared code-path bug is evident." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "One is a missing-PyTorch import error, the other is Sentence Transformers hanging while loading; unrelated failures." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "These are different runtime failures in different execution paths: model loading vs. DeepSpeed ZeRO3 deque handling." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both mention generation/cache behavior, but one is a sync_gpus update bug and the other is a missing cache in chunked prefill; not the same issue." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different failures: torch.compile attention-kernel branching versus variable-length Qwen3.5 position_ids handling." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Both touch processor/vision examples, but one is a SigLIP2 docs example with quantization/model mismatch and the other is a missing-vision-backend AutoProcessor error." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-related loading/config issues, but one is a from_pretrained regression and the other is a missing config field being dropped by @strict." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Completely different areas: import-time doc-lint output versus a loss-function infeasibility crash." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import failures, but they are for different symbols and different modules; too broad to be the same bug." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "An error-message/docstring issue in T5 validation is unrelated to auto_docstring printing diagnostics at import time." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve missing vision dependencies, but one is a video-model AutoProcessor crash without torchvision and the other is a generic unrecognized image processor error." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/codec related, but the first is Whisper timestamp decoding on a trailing replacement character and the second is a Kimi-K2.5 tokenizer regression." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "One is an empty generic report and the other is a specific Gemma-4 ZeRO3 loading bug; no meaningful duplicate signal." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different concrete failures: Qwen3-VL-Moe compatibility versus processor.save_pretrained missing files." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring for position_ids is not the same as a functional variable-length input bug using position_ids." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Both are model-loading related, but one is quantized saving and the other is a missing config attribute for Llama4; different code paths." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer load failure in v5 and a mistral_common continue_final_message bug are separate tokenizer issues." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings documentation/runtime guidance is unrelated to old InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading/quantization behavior and incorrect pipeline-parallel output are different distributed-inference bugs." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Different failures: importing sentence-transformers with latest transformers versus a Qwen3.5 kernel registration error." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is a processor initialization bug; Gemma pipeline roundtrip on \u2581 is a tokenizer/pipeline text handling bug." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and a Qwen3.5 image-specific infinite loop are not the same underlying problem." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr loss infeasibility are unrelated runtime crashes." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing imports, but AutoImageProcessor and HybridCache are unrelated API symbols with different fixes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but GenerationMixin and AutoImageProcessor fail for different reasons and in different parts of the API." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA/AMP loss instability is unrelated to import-time docstring diagnostics." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patching and auto_docstring annotation handling are separate bugs with no shared code path." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a VL-Moe bug and the other is a from_pretrained regression for the 3.5 MoE model family; not the same concrete issue." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE denoising-loss behavior is unrelated to doc-lint output at import time." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both are Gemma-related, but one is a tokenizer roundtrip issue and the other is a pipeline failure for a different Gemma output class." + } + ] + }, + "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": 26, + "review_unit_index": 47, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43295", + "issue:43479", + "issue:43504", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:42175|issue:44933", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:44496|issue:45561", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:46077|issue:46123", + "issue:42673|issue:46693", + "issue:43479|issue:44869", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:43874|issue:45092", + "issue:44734|issue:45103" + ], + "prepared_review_unit_hash": "e59d0f98a70ed8501e11f82992263402043cfb185c604f394818375fc3696124", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37381, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with one clear duplicate pair: the Qwen3ForCausalLM VRAM leak reports. All other soft pairs look like related-but-distinct bugs or unrelated issues.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the older, fuller report of the exact duplicate Qwen3ForCausalLM multi-dataloader VRAM leak; issue:43704 repeats the same title and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue candidate overall: clear concrete bug, exact duplicate match, and likely the most complete discussion thread for that bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention FP8/Qwen3.5 MoE, but one is about save_pretrained and the other about from_pretrained loading; different failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Generic quantized model saving failure versus an import error for a missing model class; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate title and same concrete bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both are FP8-related, but one reports accuracy issues and the other a save_pretrained/MoE save failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug and a Janus image-generation test failure are different code paths and symptoms." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow in torch-only install is unrelated to a nonexistent image_utils import." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Pretrained preset loading with a legacy field is unrelated to a pytest-xdist file race in testing utils." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Both affect CI/testing, but one is a captured_info.txt race and the other is stale auto_mappings references to removed configs." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading and a testing-utils file race are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "A version pin mismatch and import-time doc-lint stdout noise are separate issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a missing image_utils import are not the same underlying bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and DeepSpeed Adafactor OOM are distinct training problems." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in sentence-transformers and embedding reinitialization in post_init are different regressions." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change and missing BOS/EOS addition are different tokenizer regressions." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing TensorFlow backend in installation and leftover dummy PT classes are unrelated packaging issues." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Config initialization bug and incorrect hidden_states assignment are different model-output/config problems." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files on processor.save_pretrained and Qwen3.5 MoE from_pretrained failure are not the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Causal attention mask construction and MaskGenerationPipeline partial-batch handling are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both are performance/memory concerns, but one is a dataloader-thread VRAM leak and the other is a long-context FA2 regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4Multimodal config defaults and Whisper word timestamp decode crash are separate issues." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer cleanup behavior and Granite token-ID regression are different tokenizer problems." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading failure and add_special_tokens BOS/EOS regression are distinct tokenizer issues." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated documentation problems." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Two broken documentation examples, but for different models and different failures." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default initialization and ModelOutput key assignment are separate implementation bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change and Deepseek tokenizer correctness are different regressions." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen2_5_VL import error are unrelated import failures." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 model support and MLFlow reporting on failed jobs are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-job MLFlow reporting and Llama 3.2 Vision model-loading regression are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior and processor.tokenizer/images regression are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch method in Glm46VImageProcessorFast and InternVL2 meta-init incompatibility are different multimodal loading issues." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in transformers serve and auto_docstring AttributeError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet. The Qwen3ForCausalLM VRAM-leak pair is the only clearly duplicate match, and the other soft pairs are handled conservatively as related-but-distinct or unrelated. The canonical issue choice is also supported by the identical title and the older, more active thread." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 48, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:36331", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43122", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46614", + "issue:46710", + "issue:46762", + "issue:46932" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:45405|issue:45712", + "issue:43116|issue:44190", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:44060|issue:45125", + "issue:44933|issue:45712", + "issue:42831|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:44373|issue:44485", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:45071|issue:46082", + "issue:46614|issue:46932", + "issue:43122|issue:46209", + "issue:44190|issue:46082", + "issue:44263|issue:45092" + ], + "prepared_review_unit_hash": "b9a8174c1b097196f5b19ae033f30a54449239a506e7c3c21c56360f3fe34794", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36406, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous mix of Transformers bug reports, with a loose concentration around tokenizer/v5 regressions. None of the proposed soft pairs look like the same concrete bug or a PR that could be merged together.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43122 is the broadest representative of the recurring tokenizer regression theme, and its v4.57.3-to-v5 behavior change makes it a good anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most generally phrased, user-visible version-regression issue among the candidates, so it best fits as the cluster\u2019s representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are different model/config bugs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different code paths: cleanup-space behavior vs Kimi codec/warning handling." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated: position_ids buffer access versus deepspeed causing optimizer.step to run twice." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to CustomTrainer.compute_loss() argument mismatch." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Importing transformers.onnx and missing PyTorch are different import/setup issues." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A released PEFT version pin and leftover dummy classes are unrelated maintenance problems." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Two example-script failures, but they hit different scripts and different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is tokenizer metadata serialization." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD args not being used is a runtime bug; the other is a documentation parameter-name mismatch." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3 issues: a tied-weights warning versus missing tensor-parallel planning metadata." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "A missing import from image_utils is unrelated to dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy concerns and missing processor.save_pretrained files are separate serialization/runtime issues." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "A model output regression and AttentionInterface.register behavior change are not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both touch tokenizers, but one is BPE-marker handling and the other is AutoTokenizer loading in v5." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to the deepspeed optimizer double-step bug." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor save_pretrained missing files are different components and failures." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config defaults and non-persistent buffer junk initialization are separate config/state issues." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality limits and attention registration behavior do not describe the same underlying defect." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is not the same as Minimax MSA numerical differences." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Attention registration semantics and DeepSeek-R1 accuracy regression are different problems." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor and missing is_offline_mode come from different import surfaces." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring error for position_ids is not the same as GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading failure and flash-attention generation regression are different tokenizer/model runtime issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and max_shard_size defaults are unrelated save-pretrained concerns." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking breakage and LlamaConfig head_dim validation are different config changes." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language state and Gemma4 quantized embedder dtype casting are unrelated bugs." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior regression and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig validation." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value handling in a DSA indexer is unrelated to InternVL2 meta-init compatibility." + } + ] + }, + "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": 26, + "review_unit_index": 49, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "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:43475", + "issue:43644", + "issue:43824", + "issue:44038", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46909" + ], + "soft_pairs": [ + "issue:43232|issue:46424", + "issue:46209|issue:46431", + "issue:30990|issue:38175", + "issue:43232|issue:45834", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:46369|issue:46909", + "issue:44263|issue:44373", + "issue:42907|issue:46050", + "issue:44263|issue:44360", + "issue:45092|issue:45357", + "issue:42831|issue:45310", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:45381|issue:46305", + "issue:22355|issue:27957", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43644|issue:46305", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:43408|issue:46369" + ], + "prepared_review_unit_hash": "f179eb952ba5760426d893d4dcb2efc3613b1535f5ca5cd201ca622ec01757e4", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a heterogeneous collection of unrelated issues; none of the soft-similarity pairs look like true duplicates or the same concrete fix.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the issues span many unrelated areas (imports, tokenizers, generation, quantization, SAM3, Qwen, serving, and video processing).", + "canonical_pr_reason": null, + "best_issue_reason": "No globally best issue for deduplication: the cluster is too mixed to represent one underlying bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to cache max length handling." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template are different failure modes." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Loading hang for SentenceTransformers is unrelated to SIGLIP2 zero-probability output." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation sync_gpus behavior is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing SAM3 vision encoder attribute is unrelated to MoonshineStreaming window masking." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a sliding-window off-by-one and the other is padding calculation in a different processor." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer and save_pretrained missing files are separate save/load issues." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 memory overflow is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A DSA indexer split bug is unrelated to a docstring typo for position_ids." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized model persistence, but different quantization paths and symptoms." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Missing ReLU and wrong torch.split return handling are distinct DSA indexer bugs." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility and incorrect visual encoder save keys are different code paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy issues and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue is unrelated to a SequenceFeatureExtractor.pad performance regression." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "OpenAI chat request rejection and Gemma4Processor crash are different serve bugs." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Wrong vision_position_ids in Qwen2.5-VL is unrelated to MoonshineStreaming masking." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "onnx import failure and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is not the same as NaNs at checkout/init." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps precision drift and meta-init incompatibility are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Generic FP8 accuracy issues and Qwen3-VL-Moe loading errors do not match." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing exports from transformers; same symptom class but not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk and Moonshine window masking are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "SAM3 model-type warning and missing text encoder weights are different SAM3 issues." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "onnx import failure is unrelated to tokenizer spacing after added tokens." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy problems and a Qwen3_5 image infinite loop are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS on add_special_tokens are different tokenizer bugs." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized save failure are separate persistence problems." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading is unrelated to wrong decoder type selection." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific huggingface_hub import error is not the same as a broad many-import-errors report." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 for XLMRoberta is unrelated to Sentence Transformers loading hangs." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 type mismatch warning is unrelated to SAM3-litetext memory overflow." + } + ] + }, + "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": 26, + "review_unit_index": 50, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42796", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909" + ], + "soft_pairs": [ + "issue:44188|issue:44373", + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:43756|issue:44060", + "issue:44295|issue:44297", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:39401|issue:44488", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:46172|issue:46762", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:44117|issue:44704", + "issue:44625|issue:44829", + "issue:43122|issue:44521", + "issue:43408|issue:43475", + "issue:44704|issue:45290", + "issue:44360|issue:44485", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:22355|issue:29159" + ], + "prepared_review_unit_hash": "665a573210d2ed0dc022824314af0d3f888ea75ba6f333b95965ce9b1f3eb66f", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36185, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated one-off bugs. I found no soft pair that clearly describes the same concrete underlying fix; the closest theme is import-regression reports in v5, but the evidence is still too broad to merge as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45278 is the broadest representative report in this set: it describes a version-upgrade import regression affecting multiple symbols, which makes it the best umbrella issue among otherwise mostly specific bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most globally useful issue to keep as a representative because it captures the widest user-facing regression pattern and is more general than the single-symbol import complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Different problems: one is a torch.compile attention-kernel divergence, the other is a docstring issue for position_ids." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenization, but one is a specific BPE-marker bug for Ministral-3-8B and the other is cross-version tokenization drift; not the same concrete bug." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated code paths: generation kwargs after sync_gpus vs D-FINE auxiliary losses." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids bug and a broken documentation example for DIA are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "A Qwen3OmniMoe video-input ValueError is not the same as a documentation-example bug." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization regression and NaNs in classification heads are different symptoms and likely different roots." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in Sentence Transformers and a MacOS bus error on CLIP are distinct failures." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized-save failure and Phi-4 multimodal load failure do not describe the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility break and pipeline-parallel output corruption are different issues." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warning are not the same code-path problem." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered position_ids buffer and saving the wrong tokenizer_class are separate tokenizer/model-save bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken `transformers env` command is unrelated to a NameError when importing sentence-transformers." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API-settings messaging and a torch.split return-value bug are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer and failure to load cjvt/sleng-bert are different reports." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-regression reports, but 45278 is a broad upgrade-wide complaint while 41628 is one specific missing import; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized-save failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek-V4 comb transpose behavior and Minimax MSA numerical differences are different model-specific attention bugs." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and stale Sam3LiteText references in auto_mappings.py are not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bugs and multimodal assistant_masks being all zero are different tokenizer/template problems." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are distinct from_pretrained/processor bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Version-dependent tokenization drift and multimodal assistant_mask generation are different behaviors." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type mismatch warning for sam3_tracker and a missing fpn_position_embeddings attribute are related only by model family, not by the same underlying bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and apply_chat_template crashing on tool-call messages are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation questions are different model components." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Cross-version tokenization differences and continue_final_message issues for mistral_common tokenizers are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and gguf_file breaking AutoTokenizer/AutoModel loading are separate loader/saver problems." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe behavior under transformers 5.0 and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing `transformers.onnx` module and slow-vs-fast tokenizer inconsistency are different bug classes." + } + ] + }, + "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": 26, + "review_unit_index": 51, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:44038|issue:44295", + "issue:39401|issue:46614", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:46231|issue:46877", + "issue:44188|issue:46328", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:42673|issue:45072", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:45357|issue:45478", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:42371|issue:43874" + ], + "prepared_review_unit_hash": "8ef64d87b27db609e16e6dd43225a7b03fd7a9d7c5d7d528e4b1394e62619e52", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35715, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly a grab bag of unrelated reports. The only soft pair that looks like the same underlying Qwen3.5 save/load regression is 45216 and 45478.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45216 is the clearest representative of the Qwen3.5 save/load regression cluster: it is specific about a `save_pretrained` problem starting in 5.4.0, and 45478 reports a related `from_pretrained` failure on `transformers>=5.4.0` for Qwen3.5 Moe.", + "canonical_pr_reason": null, + "best_issue_reason": "45216 is the best issue representative because it is the most concrete, version-bounded report in the cluster and aligns with the related Qwen3.5 Moe load error in 45478.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5/Qwen3.5 Moe save/load path around transformers 5.4.0: one reports broken `save_pretrained`, the other a related `from_pretrained` failure." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe version breakage vs a `position_ids` buffer access error." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizers and failure modes: Qwen3 offset mapping vs Wav2Vec2 phonemizer backend state." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both touch MoE-related areas, but the reported problems are different: model/version breakage vs FP8 `save_pretrained` behavior." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Separate import errors for different missing symbols; no shared concrete code path is evident." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated features: example-script multi-label classification vs Gemma 4 multimodal token ids." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/symbols; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "dtype mismatch during eval/training vs incorrect output under pipeline parallelism are distinct issues." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and multi-label classification example failure are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure for `transformers.onnx` vs a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend packaging/install issue vs a Python 3.14 load failure; no shared underlying bug." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 HF/JAX discrepancy vs Qwen3_5 infinite loop on one image." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter-name mismatch vs import-time lint output; not the same change." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to `SequenceFeatureExtractor.pad` performance." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs stale phonemizer language state are different problems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella about many import errors, but 38617 is a specific missing symbol; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads vs bfloat16 dtype mismatches in CI are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "`base_model_prefix` loading regression vs NaNs in classification heads are different code paths." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers in v5, but the decoder-type issue and Deepseek incorrect results are not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3-VL-Moe, but the symptoms differ and the overlap is only at the model family level." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility regression vs incorrect PyTorch version check for flex_attention import." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 save/load regressions, but one is about visual encoder keys and the other about Moe `from_pretrained`; too different to merge confidently." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example failure and SigLIP2 model discrepancy are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a docs parameter mismatch are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 is unrelated to NaNs in classification heads." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor input-size bug and broken DIA documentation example are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extraction length helper behavior vs flex_attention version check are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance issue vs missing `get_number_of_image_patches` are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly conservative, but the canonical issue reason overstates the packet in one place: it mentions a \"Qwen3.5.5\" save_pretrained regression, which is not supported by the provided titles/metadata (the packet only shows Qwen3.5 and version 5.4.0). It also implies a root-cause link to 45478 that is plausible but not actually evidenced in the packet. Please keep the summary closer to the observed titles and avoid that extra specificity." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 52, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46981", + "issue:47000" + ], + "soft_pairs": [ + "issue:46726|issue:46981", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:28348|issue:46640", + "issue:42673|issue:42796", + "issue:44263|issue:46762", + "issue:45092|issue:46762", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:42222|issue:43441", + "issue:43824|issue:46981", + "issue:42222|issue:47000", + "issue:42673|issue:46655", + "issue:43673|issue:46328", + "issue:45405|issue:45446", + "issue:44291|issue:45071", + "issue:42222|issue:46752", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:44466|issue:46002", + "issue:43937|issue:44977", + "issue:39401|issue:44779" + ], + "prepared_review_unit_hash": "a0c4de3e47719d9d3b5e990e9d3b7b455d91d3a37a0eb2ffb72aed5dec58471e", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36271, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs only share broad subsystem keywords (tokenizers, attention, training, processors) but not the same concrete bug or change. I would not dedupe any of the suggested pairs, and there is no strong canonical issue/PR anchor here.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across many different code paths, so there is no single issue that safely represents the cluster.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a good global representative because the cluster is not a duplicate set; choosing any one issue would be arbitrary and misleading.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both involve AutoProcessor, but one is a missing-vision-backend error and the other is repeated HTTP 429 retries; different bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer evaluation failure are unrelated code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field shape/assignment issues, but they affect different models and different fields; not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug vs pipeline translation-task messaging; different subsystems and fixes." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 weight loading and AutoProcessor keyword forwarding are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Both mention v5 tokenizer/model regressions, but the concrete failures and models differ completely." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer backend state and empty chat-template handling are different components and failure modes." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa cache crash and Swin2SR padding overrun are unrelated model- and processor-level bugs." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "GPT2 FlashAttention 2 support request is a feature request; the other issue is unspecified and not clearly the same change." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads vs Ministral tokenizer BPE-marker handling; different layers and bugs." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer vs numerical differences in Minimax attention; not the same problem." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "InternVL2 meta-initialization incompatibility is unrelated to Minimax attention numerics." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and an AuxRequest version check bug are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs Qwen3 offset_mapping bug; both tokenizer-related but not the same concrete failure." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption and chunked_prefill cache lookup are unrelated training vs generation bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model import/breakage and Ministral FlashAttention failure are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Qwen2.5-VL import error and repeated HTTP 429 retries are unrelated AutoProcessor issues." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "A dataloader-thread VRAM leak is not the same as a video-processor padding bug." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing GenerationMixin cache and SequenceFeatureExtractor padding inefficiency are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version bump and flex_attention version check are unrelated dependency/version issues." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both concern v5 compatibility, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking; different code paths." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and empty-list chat-template crash are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention-scaling backend regression and Gemma4 bidirectional-mask bug are different model-specific attention issues." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head.weight serialization inconsistency and NaNs in classification heads are different bugs." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and Qwen3.5 FlashAttention generation failure are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions on different models with different symptoms; 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": 1, + "component_count": 26, + "review_unit_index": 53, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44410", + "issue:44484", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:44410|issue:45310", + "issue:43450|issue:43986", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:45632|issue:46981", + "issue:42617|issue:45341", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:39401|issue:46209", + "issue:42222|issue:46178", + "issue:44484|issue:45310", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:42371|issue:46617", + "issue:44933|issue:45278", + "issue:44410|issue:45478", + "issue:44261|issue:46762", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:43208|issue:46894", + "issue:43066|issue:43122", + "issue:43097|issue:44493" + ], + "prepared_review_unit_hash": "beb5d7e9f071881372e7af305128e8a30d4daa59eacbaf7f3b91458b370eea7b", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35188, + "estimated_input_tokens": 8797, + "estimated_eval_tokens": 17850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicate pair is safe to merge here; the set is broadly about Transformers regressions, loading, and tokenizer/config issues, but most pairs touch different code paths or different failure modes. The closest umbrella issue is the broad import-regression report, but the cluster overall is too heterogeneous for a single true canonical.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set (post-upgrade import errors) and the closest fit for the import-error subset, though it is not a true cluster-wide duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest single issue to anchor the import-error regressions in this set; the rest are too specific or unrelated to serve as a better global representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is a missing projection in qwen3next internals and the other is a Qwen3.5 MoE from_pretrained failure; different bugs." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video-related, but one is a batched video processor shape bug and the other is an AutoProcessor crash when torchvision is missing." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is PreTrainedConfig type-checking regression; the other is dtype state not being written back from from_config(). Different code paths." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing_utils, but one is a generic small bug and the other is a captured_info.txt race in pytest-xdist; not the same underlying defect." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated failures: testing_utils behavior vs SequenceFeatureExtractor.pad performance." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and save_pretrained checkpoint regression are distinct issues." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision; the other is repeated retry behavior on HTTP 429. Different mechanisms." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same bug as the testing_utils issue." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping returning None and the Mistral regex patch AttributeError are separate loader bugs." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading problems: sam3 model-type warning vs MobileLLM key error." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different modules; no same concrete defect is evident." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression vs noisy logging message; unrelated." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Chat crash for Qwen3.5-35B and a padding performance issue are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset-mapping bug and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and unsupported backend mapping entry are different loading/config issues." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size behavior in save_pretrained and Qwen3.5 MoE from_pretrained failure are not the same issue." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the set_training doc/parameter-name mismatch." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API/settings change and q_a_layernorm epsilon precision bug are different problems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized model type for OLMo are distinct config/model-loading failures." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a specific missing image_utils import and the other is a broad upgrade-era import-error report; not clearly the same bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/MoE symptoms: missing projections vs from_pretrained error." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical issues: config epsilon precision error vs Minimax MSA attention discrepancies." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args not used and optimizer step called twice under deepspeed are separate optimizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift training-loss bug are different model/training issues." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer regressions in v5, but one is decoder-type selection and the other is changed tokenization output; not the same concrete bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder behavior and unexpected position-id key warnings 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": 26, + "review_unit_index": 54, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:44263|issue:44485", + "issue:44077|issue:46981", + "issue:44483|issue:45464", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:43931|issue:44038", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:27957|issue:43352", + "issue:43441|issue:44829", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:44038|issue:44410", + "issue:43097|issue:46050", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:43986|issue:44484" + ], + "prepared_review_unit_hash": "ee785d72a872896fc84e0fa530aff157362a18845d593f4ea08c6ba52057e4b4", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38035, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster is present here: the soft-linked issues are mostly superficially similar (same subsystem, model family, or API surface) but describe different concrete bugs and code paths. I would not merge any of the proposed pairs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: torch.split return handling in GlmMoeDsaIndexer vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Unrelated issues: patchtsmixer post_init policy vs AutoProcessor retry behavior on HTTP 429." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat APIs, but one is generic /v1/chat/completions rejection and the other is a Qwen3.5 streaming failure." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Different areas: GenerationMixin chunked_prefill cache bug vs a testing_utils issue." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Same broad Qwen family, but distinct failures: Qwen3-VL weight-shape mismatch vs qwen3next missing projections." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated import error vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Both are v5 regressions, but they affect different code paths: type checking vs tf backend detection." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained shard size question is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but the concrete bugs differ: one is shape mismatch, the other a v5/moe issue." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Different precision problems: bfloat16 compile warning vs Blip2 dtype remaining float32 on load." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different subsystems: GLM46V image processor method missing vs MLA q_a_layernorm config epsilon mismatch." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are model-specific support issues for different architectures." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Not the same bug: Ministral FlashAttention failure vs flash_attention_3 causing degenerate training." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Distinct low-level tensor bugs in different models/code paths." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU issue is unrelated to the DeepSeek tensor transpose bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API is unrelated to gguf_file loading failures." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to the testing_utils bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug in modeling_utils is unrelated to testing_utils." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Offline cache loading failure and HTTP 429 retry behavior are opposite network-path problems, not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific implementation problems: rms_norm_eps omission vs GLM-5 RoPE details." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated failures in different models: Qwen3_5 infinite loop vs SAM3 memory overflow." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to testing_utils." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "from_pretrained assumption about mapping names is not the same as the physical-intelligence/fast loading regression." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal in core config handling is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-related bugs: missing image patch count method vs torch.split return handling." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both are generation/pipeline issues, but cache missing and final-batch is_last handling are different bugs." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-v3 divergence from remote implementation is broader and different from the DeepSeek-v4 transpose bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen config/model issues: missing attention projections vs a missing vision config field." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both affect processor loading, but one is missing torchvision and the other is a mistral_common ImportError." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Different code paths: unsafe sys.modules access vs a testing utility bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Tie-embeddings API removal is unrelated to quantized model save/load corruption." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols and unrelated packages." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer state under FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Both mention training bugs, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor-loading crash without torchvision is unrelated to max_shard_size behavior in save_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": 26, + "review_unit_index": 55, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:46298|issue:46752", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44062|issue:44117", + "issue:46172|issue:46710", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478" + ], + "prepared_review_unit_hash": "38eced785606793bf16baff5f1fb071bb8145503640a7e0c89ccd0be27762341", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36461, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated one-off bugs, import errors, warnings, and docs/test issues. I reject all soft matches; the closest thing to a cluster anchor is the very generic logging complaint, but there is no strong true duplicate group here.", + "confidence": 0.18, + "canonical_issue_reason": "Provisional canonical: issue 46298 is the most generic, high-level complaint and the least specific title in the set, but the surrounding items do not form a real duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46298 is the broadest and most general-sounding issue, so it is the least bad representative for this noisy set, even though it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Generic logging complaint vs empty-list apply_chat_template crash; different code paths and failure modes." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics; related area, different bugs." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness due to missing set_seed() is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different removals; not the same underlying bug." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed config attribute vs quantization offloading failure; no shared concrete code-path." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch precision warning on bfloat16 compile is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken keyword collision and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-loading bugs." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek tensor transpose/dtype issue is unrelated to an accuracy regression after upgrade." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None handling and DiffusionGemma pipeline failure are different subsystems and failures." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both involve from_pretrained/loading, but one incorrectly hits the network and the other misses a weight in model loading." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluate/train failure is unrelated to importing Trainer being affected by datasets installation." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and auto_docstring annotation parsing are unrelated code paths." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling ignored under SDPA/FlashAttention is a modeling backend bug, not the same as cache lazy initialization causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure and tensorflow_text backend mapping error are distinct environment/backend issues." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "AutoProcessor/torchvision crash and a notebook syntax error are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are both save_pretrained topics, but they affect different object types and failure causes." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model saving bug vs infinite-loop generation on a specific image; unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 precision warning during compile is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup/check_repo leakage is unrelated to a generic logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are both warnings, but they stem from different models and different warning conditions." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Incorrect pipeline error message and inability to save Pipeline objects are separate pipeline issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba SDPA compile failure are different model-specific bugs." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load is unrelated to the default max_shard_size in save_pretrained." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron FA2 unsupported and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Unsupported FlashAttention 2 on Nemotron is not the same as GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The latter is only an isolated reproduction of another issue; there is no evidence it matches the tokenizer decoder type problem here." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and noisy logging are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to Trainer import being blocked by datasets." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 broken workflow issue and DeepSeek tensor operation bug are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention backend config being ignored is not the same as register() changing a registered function's behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init policy and Trainer import conflict are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained error are different sides of the loading/saving flow and not clearly 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": 26, + "review_unit_index": 56, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45479", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46877" + ], + "soft_pairs": [ + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:43208|issue:43526", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:36010|issue:42757", + "issue:45276|issue:46077", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:44483|issue:45290", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:44625|issue:46077", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "0169f547ed51439a593f66104f6653e5956f1b362ba757464edd046866d834c2", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37687, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic-similarity bucket, not a true duplicate set. The issues span unrelated import errors, config/model attribute bugs, saving/loading regressions, backend/package conflicts, and model-specific feature gaps. No PRs are present, and I would not merge any of the soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is safe here: the items do not share one underlying bug or code path, only broad wording patterns.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global best duplicate target because the cluster is heterogeneous; any pick would be arbitrary rather than representative of one defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Different bugs: missing Gemma3Config vocab_size vs Apple Silicon TypeError in allocator warmup." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated model behaviors: attention scaling ignored in GPT2 backends vs degenerate zero loss in sequence classification." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Both are import/package issues, but they involve different failures and root causes." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols/modules and different fixes." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different training-state bug in FSDP/PEFT vs GPT2 attention backend scaling bug." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Path-suffix import warning and bf16 compile warning are unrelated warning/regression reports." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request rejection and batched chat-template crash are different code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions assignment regression is unrelated to GPT2 attention scaling behavior." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different import/local-files_only problems with no shared concrete bug path." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated model/component bugs." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL-Moe/fp8, but one is a generic bug report and the other is fp8 inference support; not the same defect." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both concern CLIP vision outputs, but one is attentions missing and the other is hidden_states regression." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug and GLM-5 RoPE implementation discussion are not the same underlying issue." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized save_pretrained failure and pipeline save_pretrained failure are different serialization problems." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing-import symbols from different packages; no shared defect." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both involve Gemma4 settings, but one is embedding resize propagation and the other is bidirectional attention masking." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL loading regression and sorted-state_dict load error are unrelated loading failures." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug and Trainer import conflict are different areas and causes." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request validation failure is unrelated to chat-template tool-call batching crash." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression and pipeline save_pretrained failure are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support gap and GenerationConfig validation error are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 vocab_size attribute bug is unrelated to SAM3 vision encoder missing fpn_position_embeddings." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file loading errors and auto_docstring import-time stdout diagnostics are different problems." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline save_pretrained failure and sinq quantized checkpoint corruption are different serialization issues." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma/Qwen configuration bugs with no shared failing code path." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 missing vocab_size and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility bug and Python 3.14 load failure are not the same issue." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict sorting load bug and Qwen3.5 save_pretrained regression are different model-loading/saving defects." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 bidirectional attention and Llama head_dim validation are unrelated config checks." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 checkpoint saving regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different attribute errors on different configs: vocab_size vs pad_token_id." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config propagation issues, but for different models and different missing fields." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() unbound decoder_attention_mask and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug and cache-strategy typo are not the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 57, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851", + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556" + ], + "prepared_review_unit_hash": "632904154bbbe0bf001cc24cc1c5b138d1cdc1bd4036bd76dd8b69be815f5c47", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose mix of loading/import/version-regression issues, with one clear duplicate subcluster around the Qwen3.5 MoE from_pretrained error. Most soft pairs are not the same underlying bug; only the import-time slowdown pair looks duplicate enough.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45310 is the best anchor because it is the earlier report in the exact Qwen3.5 MoE from_pretrained error duplicate pair (with issue:45478) and describes a concrete, reproducible loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest overall issue candidate: it is a specific bug report, has evidence of being duplicated, and is more actionable than the broader regression reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different problems: cache/layer update decoration vs broad import errors after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated: SGD optimizer args vs importing Trainer requiring datasets uninstall." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained failures, but for different models and different missing pieces." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs bug vs Qwen3.5 variable-length position_ids bug; different code paths." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Both involve boxes/losses, but they are different models and different failure modes." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate decoder_attention_mask error is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both affect importing, but one is compiled-file errors and the other is a torch.jit parsing/IndentationError issue." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict sorting load error and Gemma pipeline roundtrip failure are different loading/serialization bugs." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to the Trainer/FSDP2 optimizer-state bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness from missing set_seed is different from xdist races on captured_info.txt." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different config/load issues for different models; not the same missing-field bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to the same underlying symptom: transformers import is slow; 41669 proposes the likely cause/fix, 44246 reports the same slowdown." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific no_grad decoration request vs a broad complaint that v5 breaks many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM are different issues." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions regression vs patchtsmixer post_init allowance; no concrete overlap." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad issue is unrelated to Python-version load failure." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict ordering issue vs incorrect visual encoder keys in save_pretrained; different bugs." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Same general area (from_pretrained), but different models and different missing weights/config behavior." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing import error is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Attention field assignment regression and CLIP text-model structure mismatch are different problems." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seed flakiness is not the same as model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test failures with different root causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Set_seed flakiness is unrelated to auto_mappings references causing CI breakage." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken special-arg duplication are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior and SmolVLM num_frames semantics are different regressions." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing crash is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload incompatibility after version upgrade are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45310 and issue:45478 are an exact title match, so using them as the duplicate anchor is conservative, and the rest of the pair judgments mostly stay on the safe side by separating different models/code paths. The only accepted soft pair, issue:41669 vs issue:44246, is also plausible from the titles as a shared import-slowdown symptom. Overall this looks precise and suitably cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 58, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:44222|issue:45125", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:44387|issue:44556", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:42548|issue:44351", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:42757|issue:43576", + "issue:44315|issue:44360", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43576|issue:44938", + "issue:43352|issue:44961", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:44315|issue:46209", + "issue:41628|issue:42548" + ], + "prepared_review_unit_hash": "675708eb4fbc5ecabcce5b4c35cb842fa6be662a79bf8a37b4204cb21213e05a", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38289, + "estimated_input_tokens": 9573, + "estimated_eval_tokens": 19402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous/noisy: the vast majority of soft pairs are unrelated failure modes or different code paths. Only the RoFormer pair looks like a plausible duplicate; everything else should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46144 is the best canonical issue: it is the more specific, open report of the RoFormer attention-path bug and can absorb the related kwargs-forwarding complaint.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46144 is the strongest representative issue because it directly names the core RoFormer attention-interface problem and is the clearest single bug report in the only accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different problems: FP8 save_pretrained behavior vs missing tensor-parallel plan for Qwen3.5 MoE." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "One is an import error for a specific model class; the other is a cache FileNotFoundError while loading trust_remote_code models." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated: offline/local-files-only network requests vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different bugs: multimodal token counting in GLM46V vs cache loading file-not-found." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad semantics and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM is a memory regression; checkpoint reload failure after version upgrade is a separate loading issue." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI/env command breakage is not the same as AttentionInterface.register behavior changes." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel plan metadata and the other is a from_pretrained error; not clearly the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow job status reporting and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors are not the same as a data-filtering performance regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but different missing config fields and different failure modes." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: PreTrainedModel vs HybridCache." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to documentation confusion around model.forward args." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network behavior and FP8 save_pretrained are separate issues." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful overlap; local-files-only requests vs an unrelated issue titled 'racoon'." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/cache internals, but the concrete bugs are different code paths and symptoms." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics and AutoProcessor backend-missing import handling are different processor bugs." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the unrelated 'racoon' issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting and tensor-parallel training are different subsystems and failures." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to forward-method documentation confusion." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 loading regressions, but one is specific to Qwen3VL MoE and the other is generic checkpoint reload after upgrade." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different root causes." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors are not the same as PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env command failure is not the same as a missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "A missing huggingface_hub import and a broken env command may be related in theme, but not the same concrete bug without more evidence." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel/model_init behavior and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: env command breakage vs missing Qwen2.5-VL import." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion around forward args is unrelated to a missing layer_type_validation import." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No clear overlap; unrelated issue titles with different model areas." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation is unrelated to the unrelated 'racoon' issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and cache FileNotFoundError are different problems." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification docs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 import/load failure are different environment issues." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention 2.0 unsupported for NemotronH is unrelated to the unrelated 'racoon' issue." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 video encoder attribute missing and trust_remote_code cache loading are separate bugs." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both involve FP8/MoE, but one is save_pretrained and the other is inference support; not the same change." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": true, + "reason": "Both describe the same RoFormer forwarding bug: kwargs/attention-interface information is not propagated through the model's attention path." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init behavior is unrelated to FP8 inference on B200." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports for different top-level APIs: AutoImageProcessor vs PreTrainedModel." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted pair, issue:46143 vs issue:46144, is clearly related from their titles, and the rest of the rejections are appropriately 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": 26, + "review_unit_index": 59, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44485|issue:46664", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44360|issue:46664", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:44230|issue:46095", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655" + ], + "prepared_review_unit_hash": "cd0d709c81f9b5d91496ba198e88546e3d8060ea3ea671ac7c503c5fa30e43a0", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39086, + "estimated_input_tokens": 9772, + "estimated_eval_tokens": 19800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated reports. Issue 45850 is the best umbrella representative for the broad v5 regression theme, but the soft pairs do not rise to same-defect duplicates; in particular, 44246 vs 44273 is only a loose import/lazy-loading similarity, not the same bug.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set, covering the generic 'v5 breaks many models' regression theme that several other reports loosely orbit.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the most suitable global representative because it is the clearest high-level triage anchor for the cluster's shared v5 regression complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache regression and cache-strategy typo are different problems." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash is not the same as a broad v5-breakage complaint." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM RoPE implementation discussion and SmolVLM video-frame semantics are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading/import behavior and tensorboard-only tf backend error are different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "The second issue is too generic to confirm a duplicate bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both involve imports, but lazy loading and unsafe sys.modules access are not clearly the same defect." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe support and missing tensor-parallel plan are distinct capability gaps." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "These are unrelated model/subsystem issues." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output bug and PretrainedConfig type-checking regression are different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-related, but bbox hallucination and infinite looping are separate bugs." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance and chunked-prefill cache regression are not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility are separate regressions." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a concrete model bug, not the broad umbrella report." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad_token_idx regression is model-specific and not the same as the generic v5 breakage issue." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are compatibility complaints, but checkpoint reload and remote-code meta-init incompatibility are different bugs." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is not the same as a broad v5 regression report." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are upgrade regressions, but one is generic import errors and the other is broad model breakage." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance cleanup and a missing Qwen3_5 module import are not the same underlying issue." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support request and weight-conversion-script question are different feature requests." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning and Liger Kernel application issue are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "The evidence only shows a loose import/lazy-loading theme; it does not support the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related test flakiness and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and inverse_sqrt scheduler kwargs are different subsystems." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support gating and Qwen3-VL bbox output errors are different problems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output issues are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and config type-checking regression have no shared bug path." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "The second issue is too vague to prove duplication." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save mismatch is concrete; the other report lacks enough detail to match it." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor kwargs passing and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance and missing HybridCache import are not the same defect." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance cleanup and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python-version compatibility is not the same as the broad v5 regression umbrella." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Version compatibility mismatch and a missing module import are different failures." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weight key handling are different initialization issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading behavior are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application and flash_attention_3 training degeneration are different training issues." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Timestamp calculation and video padding are separate processor bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the cluster summary is mostly grounded, but the analyst overstates at least one soft-edge match. The accepted pair issue:44246 vs issue:44273 is not supported by the packet; the packet\u2019s deterministic verdict is false, and the evidence only shows a loose import/lazy-loading theme, not the same defect. The summary\u2019s claim that only one pair is close enough to be the same underlying bug is therefore too strong. The canonical issue choice (45850 as a broad umbrella) is conservative enough, but the pair-level verdict is not." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 60, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46894" + ], + "soft_pairs": [ + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:45468|issue:46894", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "404e66951ae57ee986418836620aed3faa8eb6bcf4a237ccb34c23b1b9a21a14", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39626, + "estimated_input_tokens": 9907, + "estimated_eval_tokens": 20070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly unrelated issue reports. None of the soft pairs look like true duplicates or the same concrete change, so all are rejected. I picked one concrete, actionable bug report as the best representative issue.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45290 is the most concrete, narrowly scoped bug report in the set: it names a specific API (`apply_chat_template(tokenize=True)`), a precise failure mode, and the exact triggering condition.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45290 is a strong representative because it describes a reproducible crash with clear scope, unlike broader regressions or vague reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different bug classes: DSA indexer/ReLU vs Gemma audio positional encoding." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse-sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipeline objects is not the same bug as `_get_tied_weight_keys` crashing on a list." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic placeholder bug report vs a specific Qwen3.5 MoE `from_pretrained` regression." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR loss shifting are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken `transformers env` CLI and missing `Qwen3_5ForCausalLM` import are different failures." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug does not match scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf regression is unrelated to a multi-thread VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward docs confusion is not the same as a Llama 3.2 model-loading breakage." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak and RoPE implementation issue are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and mechanisms: RoPE math vs audio positional encoding." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-V4, but one is shared-expert gating and the other is a dtype/transpose issue." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network access bug is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings and VRAM leakage are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint is not the same as a specific missing model import." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and missing processor save files are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer split behavior is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma audio encoding are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp math and VRAM leak in dataloader threads are different issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they affect different symbols and likely different causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gap for Nemotron and missing Qwen3_5 import are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related v5 complaints, but one is broad behavioral regression and the other is a specific decoder-type bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2LMHeadModel support request is not the same as a generic Flash Attention 2.0 topic." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and a vague title have no concrete overlap." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and a placeholder issue are unrelated." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Generic placeholder issue is not the same as broad v5 breakage." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and a placeholder issue are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash is unrelated to `apply_chat_template` crashing on tool-call messages." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an import error are different problems." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing `pad_token_idx` after v5 update does not match tied-weight-key handling." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config missing `pad_token_id` is a different config issue than tied-weight keys." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request and missing processor save files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different model families and different fixes." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() crash and slow checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failure is not the same as slow `from_pretrained` loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance and tensor-parallel training are different concerns." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading speed issue and documentation confusion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and a `from_pretrained` error for Qwen3.5 MoE are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 support request are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init-weights behavior and RoFormer attention-interface usage 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": 26, + "review_unit_index": 61, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "d55fdceef305b192f7141cea46fe6d787c28042e34d3fd36d537f0b9e51c1116", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7776, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "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 model, config, tokenizer, and API issues. No PRs are present, and none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a defensible canonical representative because the cluster is a collection of unrelated bugs and typos across different components.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a clear cluster center; they do not share a concrete code path or fix target, so there is no strong best issue candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different models and different bugs: Mask2Former ignore_value usage vs DeepSeek-V4 expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "One is a ModernBERT type-hint correction; the other is a tokenizer regex warning regression. Different code paths and fixes." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former loss-option usage is unrelated to kwargs not being forwarded in a loss function." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Generic loss kwargs forwarding does not match RoFormer attention not using the attention interface." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different subsystems and failure modes: segmentation model ignore_value handling vs tokenizer warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "No shared bug: Mask2Former loss handling is unrelated to RoFormer attention implementation details." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A model loss-field bug and a typo in a quantization attribute are not the same underlying change." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT config typing and a quantization typo are separate, unrelated fixes." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss calculation is unrelated to correcting a config type hint." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS norm behavior in Llama4TextL2Norm is unrelated to ModernBERT norm_eps type annotation." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different problems; no same code path or shared fix." + } + ] + }, + "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": 26, + "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": "1aea3e7d729de049be0a0cd8942de132477dd195fcf9086e8d0d55065c65203f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: one requests truncation-from-beginning behavior, one asks for ReduceLROnPlateau-like scheduling, and one asks for Wav2Vec2 word boundary offsets. The shared similarity is only superficial wording around feature requests.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 10519 is the most concrete and self-contained feature request, but this cluster is heterogeneous, so it is only a weak representative rather than a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the best issue representative because it has the clearest, narrowly scoped API change request; the other issues concern unrelated model/scheduler functionality.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different features in different areas: truncation behavior vs Wav2Vec2 word offset extraction. No shared bug or change path." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: tokenizer truncation semantics vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different subsystems and problems: scheduler behavior vs Wav2Vec2 timing offsets. Not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 26, + "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": "3e58eea24875c71fecc7a39dd4a8772d97707fcfe4db9f64b57275a890d1d0aa", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: one issue is about Tapas tokenization, while the other two are model-loading/error-message reports. The only plausible similarity is superficial, so I would not merge any pair as exact duplicates. If a single issue must serve as the anchor, 16618 is the broadest representative.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 16618 is the most generic and most active of the model-loading reports, so it is the best single anchor for this loose cluster, though not a strong duplicate target for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 has the broadest symptom description and the highest discussion activity, making it the most suitable representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: Tapas tokenization vs. model loading. The similarity is only superficial NLP/transformers overlap, not the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "15980 is specifically about bad auth/error messaging for private model downloads without login, while 16618 is a generic \"can't load the model\" report for bert-base-uncased. Different trigger and likely different fix." + } + ] + }, + "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": 26, + "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": "76108c20062895f539b40dd0fe9f5eeafcf8838fd3d28a112124389409de6344", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community-contribution requests in the same general style, but for different features: Flash Attention 2 architecture support vs GGUF architecture support. They are not duplicates and should not be clustered as the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested capabilities and likely different implementation paths; similarity is only at the high-level 'support for more architectures' phrasing, not 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": 5, + "component_count": 26, + "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-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "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:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "e03d2fdc14af384e54bc1afccbf3252f3048fb581b9e352c983f4ae994c669ab", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of separate i18n translation requests, so the language-specific issues should not be collapsed together. Only the near-exact placeholder repeats look like true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the whole cluster: it mixes distinct translation requests for different languages, with only a small subgroup of near-identical placeholder duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for the whole cluster for the same reason; only the exact/near-exact placeholder subgroup has a sensible representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation request; similar template text is not enough to make them the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation request; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request vs. generic placeholder issue; these are not the same concrete task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language-specific translation request (Turkish vs Romanian); not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language-specific translation request (Turkish vs Spanish); not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs. generic placeholder issue; same subsystem, but not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different concrete translation requests; template similarity alone is insufficient." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language-specific translation request (Spanish vs Romanian); not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different concrete issue instances; these are not the same translation request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs. placeholder issue; not the same underlying task." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different concrete translation requests; not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request vs. generic placeholder issue; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different concrete requests; the titles/body similarity does not establish the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different concrete requests; not the same duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and near-identical body; looks like a duplicate report." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title and near-identical body; likely the same issue reported twice." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different issue instances; high similarity is just template overlap." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and likely different issue instances; not enough evidence of a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different titles/content; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and near-identical body; duplicate issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different requests; too much divergence to treat as duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and likely different requests; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different titles/content; not duplicates." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different requests; similarity appears template-based only." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and likely different requests; not the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different titles/content; not duplicates." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same Thai title text and identical body size; this looks like a duplicate report of the same issue." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and likely different requests; not the same underlying issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and likely different requests; not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall, and the soft-edge calls are conservative: the exact/near-exact placeholder pairings are the only true-duplicate claims, while the language-specific translation requests are kept separate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 26, + "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-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "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:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "9375190ec42287b5f0445ffa49b7f9a03971e0384b2f4182064afc5aec62e67a", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: the items are mostly unrelated model-request issues that only share superficial wording like \"Add/Support \". They span different models, architectures, and modalities, so none of the soft pairs looks like the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "None \u2014 there is no single underlying issue; these are distinct requests for different models/features, so no issue is a safe canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "None \u2014 the set is heterogeneous, so no issue cleanly represents the cluster as a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Both are keypoint-related, but RoMa matcher and LoMa detector+matcher are different model requests and not the same concrete change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher request vs MiniCPM3 model-architecture request; different domains and code paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition and DEIMv2 are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "BERT config request vs Qwen3-TTS support; different model families and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR model request; NLP config work is not the same as vision detection support." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config request is unrelated to the Mirko Privitera issue." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different vision models; not the same implementation change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection support is unrelated to LFM2.5 Audio." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR vision model request vs weight-sparse transformer request; different model families." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR detection vs Qwen3-ASR speech recognition support are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vision detection and Qwen3-TTS audio generation are different tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs OpenAI weight-sparse transformer; different architectures and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT NLP model request is unrelated to LFM2.5 Audio." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions, not duplicates." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT request is unrelated to ModernVBERT models." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture addition and Qwen3-ASR support are different feature requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 model-architecture work is unrelated to the sparse-transformer request." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model families." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture support vs Voxtral TTS support; different modalities and implementation targets." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 is a vision model request, while Qwen3-TTS is an audio generation request." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models have nothing to do with the Mirko Privitera issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE models and Voxtral TTS support are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT vs generic BERT-like RoPE request; overlapping wording but not the same underlying model change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE are unrelated to the Mirko Privitera issue." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "Generic BERT/RoPE request and a person-named issue are not duplicates." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "Mirko Privitera issue is unrelated to SAM3-LiteText." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "Mirko Privitera issue is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "Mirko Privitera issue is unrelated to DeepSeek-OCR2." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "Two unrelated issues; no shared model or code path." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are both audio-related, but they request different capabilities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and models." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support and sparse-transformer support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Speech recognition support and weight-sparse transformer support are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio support and SAM3-LiteText are different tasks." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support and SWA+sink for Granite are unrelated." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer request and EUPE request target different model families and implementation changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR support and Voxtral TTS support are distinct audio model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and models." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE by Meta AI and TIPSv2 by Google DeepMind are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and the Mirko Privitera issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the Mirko Privitera issue 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": 7, + "component_count": 26, + "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": "d0cbebfd32855373fc6eddd1df3b8fcbfc73c4d89962ea88e14baa1ca2636f91", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. There is no meaningful duplicate relationship beyond weak textual similarity.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a good canonical for the other because they describe different topics and different kinds of work: docs/content vs. model architecture refactor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the better standalone issue for the cluster only because it is a concrete technical refactor request; however, this cluster does not actually appear to be a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "The titles and descriptions point to unrelated concerns. One is a documentation addition request, the other is a Vision RoPE code refactor; they do not appear to describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 26, + "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": "0379223b3f89f27ebf8f2e614acfe140cbb5465910d42d763260b08a6bdd6191", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests block decoding controls, the other asks for DeepSeek v3.2 model support. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests and code paths: decoding behavior vs. model/provider support. No indication they describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 26, + "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-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "82f31d220e690e0611656a9b3f409d48998067902c15cd3173f0a836fec4c78e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss / FLCE, while the other requests TiledMLP integration for lower memory usage. They target different model components and different changes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests: a logits-loss loading flag versus adding TiledMLP for memory reduction. They do not describe the same bug or change path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 26, + "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": "e79bd487c01d5ed5dac1ac07c5f085ebc90e5758fe59381e1543c5e0daf55a72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column` behavior in custom trainers, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "#43598 is the broader, more central issue around Trainer customizability and `remove_unused_column`, making it the better representative of the cluster theme.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the best single issue to keep if one must be chosen because it addresses a core Trainer customization behavior rather than a narrower FLOPS-estimation edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share a general custom-trainer theme, but the concrete problems differ: one concerns unused-column removal, the other FLOPS counting. 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": 11, + "component_count": 26, + "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": "0f86bf192d9f7ea044b013f576575bc97604417b37dff35053eb47523d324dec", + "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": "The two issues are about different Qwen model families and different API surface areas: one requests general AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They are related by theme but not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43684 is the broader registry/API-support request and is the better representative issue, but it does not duplicate issue:44405.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43684 is the cleaner, more general enhancement request; issue:44405 is a separate, narrower Qwen3.5 sequence-classification capability request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model variants (Qwen3-Omni vs Qwen3.5/Qwen3_5Config) and different supported classes (generation registration vs sequence classification). Related area, but not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 26, + "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": "f874cee77ccc5669999c7cdd4cf5f4578413368b9a223cd55ccda69d32252ec8", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster still looks like one clear outlier issue ('Fett') plus three highly similar 'huggingface ' reports, but the packet does not give enough body/detail evidence to treat the trio as confirmed duplicates. I would keep the trio as a tentative cluster, not a hard merge.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43845 is the earliest of the three similarly titled 'huggingface ' issues, so it is the best tentative representative, though the duplicate call is not fully supported by the packet.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the strongest issue representative because it is the earliest among the similar huggingface reports; issue:43835 is clearly an outlier.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface ') and no shared concrete details or links; this does not look like the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no substantive overlap beyond weak similarity; not enough to treat as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles with no supporting body or link evidence; reject as a duplicate match." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles match and timestamps are close, but the packet lacks bodies or explicit links, and deterministic_accept is false; that is only possible-duplicate evidence, not enough to confirm the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title and close timing are suggestive, but without body/detail evidence the packet does not support a confident duplicate acceptance." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical titles are not enough here: there are no bodies, explicit links, or shared concrete details, so this should remain unaccepted." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering summary is partly grounded, but the soft-edge verdicts are too strong for the packet. For issue:43845/43846/43859, the only evidence shown is identical titles plus close timestamps and soft_similarity; the packet does not provide bodies or explicit links, and deterministic_accept is false. That supports a conservative 'possible duplicate' reading, not a confident acceptance that they are the same underlying issue. The outlier call on issue:43835 is fine, but the duplicate-trio verdicts should be softened or left unaccepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 26, + "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": "7fcc71834a74bb3ccc25ba1a3a04edc23e51f12841dc2a217ef042698cbbd0d9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly spam or generic placeholder issues with no substantive body, links, or shared technical details. They do not look like duplicate reports of one bug; at most they are similar in being low-information noise.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44418 is the only one with a non-placeholder, vaguely descriptive title; the others are explicit spam or equally generic, so it is the least bad representative even though this does not look like a real duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the best available issue to anchor the cluster because it is the most specific and least spam-like title. The rest are too generic to serve as a meaningful canonical report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' with no body or technical detail; no evidence they describe the same underlying bug." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are placeholder spam issues; similarity is only superficial and does not indicate a shared defect." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; no concrete overlap in bug/change target." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and an unrelated titled issue; nothing shows the same problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion vs. spam placeholder; no concrete technical match." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion vs. spam placeholder; not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are '', but that is not enough to treat them as the same bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated titled issue; no shared bug report details." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated titled issue; no evidence of a duplicate report." + } + ] + }, + "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": 26, + "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": "bf84ff7fa45e9a7f74bc0bc89a8ec6f094a3a2a5c4d7ceff937bb29ef35e9bd9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues have identical titles and a soft-similarity signal, so they are likely duplicate reports of the same proposal, but the packet does not expose the bodies, so the evidence is not strong enough to call it certain.", + "confidence": 0.79, + "canonical_issue_reason": "45145 is the better canonical issue because it is earlier and has a bit more linkage (one inbound reference), while 45151 appears to be a later duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "45145 is the strongest issue representative: same topic as 45151, earliest creation time, and slightly more external traction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles plus the soft-similarity signal make these look like the same reported issue, though the missing bodies keep this as a moderate-confidence duplicate rather than a certain one." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate assessment is a bit too strong for the evidence provided. The packet supports high similarity (identical titles and a soft-similarity signal), but it does not show the bodies, so claiming the bodies are \"very similar\" or that this is a \"clear duplicate\" is stronger than the data justifies. The canonical pick of 45145 is reasonable and conservative, but the confidence and wording should be softened." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 26, + "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": 26, + "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": "b6c8ad01c6fd0b54959fa31ffc09099c9edce2d7c3fd84ae656e7f72612a21a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with only person-name titles and different dates; there is no sign they describe the same bug or request. The soft duplicate edge should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No clear duplicate cluster exists here; if one must be selected, issue 45762 is marginally earlier, but neither issue has enough content to justify canonical status.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong representative for a real underlying problem because both lack body/context and appear unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles refer to different people and different dates, and there is no shared description or technical context indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 26, + "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": "5443ac7f46146973605ef48bfa7b8fe6904f0aa1bb9c6660e6b8b8348f7c3b46", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated: they are empty, name-like entries with different personal names and dates, and there is no shared substantive bug report content to justify clustering them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #45764 is as suitable as the cluster representative as #45765; with no body content or technical context, the lower-numbered issue is the most neutral canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45764 is the better global issue representative only because it is the earliest/lowest-numbered item in an otherwise content-free pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "No evidence of the same underlying bug or request; the titles are distinct personal-name/date strings with no technical overlap." + } + ] + }, + "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": 26, + "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": "cd6687db944c2f49ca2745512a4d6e17d36cd9d7ca559c713ea9aa927e396d15", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open issues are not duplicates: one requests a new Qwen3_5 token-classification class for value-model use, while the other asks for FP8 training support. They target different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No true canonical issue here; if a single representative must be chosen, issue 46295 is the broader platform feature request, but it is still unrelated to issue 45810.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: model/task support for Qwen3_5 token classification vs FP8 training support. No shared bug or change target." + } + ] + }, + "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": 26, + "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": "890b84d8fc286914bec6ac977ca0cca1cf8656add6be9427c5f64f6576691351", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster splits into two separate exact-duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is related in theme but not the same request, so it should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45870 is a clean representative of the first exact-duplicate pair (45870/45871) and is slightly earlier; its title/body are identical to its twin, so it is a good canonical for that subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45872 is the best single issue to keep if forced to choose one representative from the whole set, because it is also an exact duplicate pair member (45872/45873) and its title is the most concrete about the requested feature. That said, the cluster actually contains two distinct duplicate groups, not one unified duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial-data theme, but 45869 is a dataset offer while 45870 is an example/tutorial request; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above: shared finance wording only, but different artifact type and intent." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate: identical title and effectively identical content for the same example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series in DataForge, but one is an example request and the other is a scraping-service themed request; these look like different feature ideas." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Similar wording only; not enough evidence that they describe the same concrete issue/change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same as 45870 vs 45872: overlapping topic, but different requested outcome." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870 vs 45873: broad topical overlap only." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate: identical title and content, so they represent the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are well-supported exact-duplicate pairs, while 45869 is only loosely related by theme. The soft-edge verdicts are conservative, and no PR mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 26, + "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": "c10d8f6a58dcd98a4588bfad073ae40ae066fd481eb87917c3f600ebde490b28", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear related to static-cache handling in linear-attention models, but the available evidence is too thin to call them the same bug. The `early_initialization` shape corruption report is the better umbrella issue, while the `KeyError: 'linear_attention'` report remains a separate, possibly related failure mode.", + "confidence": 0.63, + "canonical_issue_reason": "#46439 is the broader diagnostic report: it names the static-cache `early_initialization` path and the concrete corruption/runtime failure, making it a better canonical issue than the narrower model-specific KeyError report.", + "canonical_pr_reason": null, + "best_issue_reason": "#46439 is the best cluster representative because it is more mechanism-focused and less tied to one specific symptom, so it is more useful as the primary duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "These titles suggest related static-cache/linear-attention failures, but there is no body-level evidence or shared target confirming the `KeyError: 'linear_attention'` and the `early_initialization` shape corruption are the same underlying bug. Treat as possibly related, not duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is a bit too confident given the packet. The titles do support related static-cache/linear-attention failures, but there is no body text here proving that the `KeyError: 'linear_attention'` and the `early_initialization` shape corruption are the same bug. The soft-edge accept should be more conservative (e.g. \"possibly related\" rather than same underlying bug)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 26, + "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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "69fe2711f5cc70d52abb3d167e0177ba1329d1031c575bedf4a0d26785d24922", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items describe the same Wav2Vec2CTCTokenizer v5 bug with the word delimiter incorrectly treated as a special token, causing leaks into special-token masking and token conversion. They are duplicates; the open issue is the best canonical representative.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open and has inbound references, so it is the better canonical tracker for the same underlying bug described verbatim in #46551.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the strongest issue to keep because it is open, appears to be the active tracker, and matches #46551 exactly in title and description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying tokenizer bug; the only meaningful difference is issue state/open vs closed, so this is a clear duplicate match." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative: the two issues have identical titles and matching descriptions, with the open issue reasonably serving as the canonical tracker. The duplicate verdict is supported by the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 26, + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "9acfa187aabed614cc3fb3b85bf679c216d8952d3dce6e5705daf459214bf239", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe different failure modes during training: one is a tensor shape mismatch in object detection, the other is an out-of-memory condition during RT-DETR v2 training. They do not look like duplicates of the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46657 is the more concrete bug report with a specific runtime error class (tensor size mismatch), but it should not be treated as a canonical duplicate of issue:46692 because the failures are substantively different.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46657 is the cleaner representative of a specific reproducible code-path problem; issue:46692 is a different resource-limit symptom rather than the same defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Reject: the titles and likely symptoms point to different root causes\u2014tensor shape mismatch vs memory exhaustion. They share a training context, 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": 23, + "component_count": 26, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "7a590f6cc002e5b002fe2154fb2a74a2a62634cb2563f9ff710105b738adde5d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is a ZeRO-3/zero.Init partitioning bug causing OOM during multi-GPU load, the other is a 4-bit device_map/max_memory dispatch bug that incorrectly sends modules to CPU and raises ValueError. They touch different loading paths and failure modes.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46822 is the better representative issue in this cluster: it has more discussion/inbound attention and describes a specific, concrete multi-GPU ZeRO-3 loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the strongest issue candidate overall because it is more developed and clearly scoped to a distinct code path (composite submodule partitioning under zero.Init).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different bugs and code paths: ZeRO-3 composite submodule partitioning vs 4-bit auto device_map/max_memory CPU dispatch. Shared theme is model loading, but the underlying defect is not the same." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 26, + "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-46906-6", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:46998", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:46998", + "issue:46985|issue:46998" + ], + "prepared_review_unit_hash": "00837c237fcf6cfc2a142b8a48e77064a00dbef66e9ac7ccbaf3a53fd9e719e1", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8795, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8795, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are highly similar daily Serge integration-failure triage issues, but they appear to be separate day-specific tracking posts rather than duplicates of one underlying bug. Treat them as a chronological series, not one merged report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46906 is the best representative: it is the earliest in the series and has the strongest inbound reference signal, suggesting it is the most established anchor for this recurring triage thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46906 is the strongest global issue candidate because it has the most references and is the clearest anchor for the recurring daily triage pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same template and subsystem, but different dates indicate separate daily triage entries rather than the same bug report." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Very similar title/body pattern, but this is a different day\u2019s integration triage issue, not a duplicate underlying problem." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "These look like sequential triage log posts for different dates, not two reports of the same concrete issue." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Date-stamped triage series item; no evidence they describe the same failure instance or resolution target." + }, + { + "left": "issue:46906", + "right": "issue:46998", + "accept": false, + "reason": "Similar triage wrapper, but distinct day-specific issue in the series; should not be merged as duplicates." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same recurring triage format, but different days and separate tracking intent." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Sequential daily triage posts, not the same underlying bug/change." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "No shared concrete bug evidence beyond the generic triage series template." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Different date-based triage issue; similarity is organizational, not duplicate content." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "These are separate daily integration triage issues, not the same report." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same broad topic, but distinct day-specific triage entries." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "No indication of one concrete bug being tracked by both issues." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Adjacent date triage posts, but still separate issue instances." + }, + { + "left": "issue:46969", + "right": "issue:46998", + "accept": false, + "reason": "Similar wrapper/title, but different daily triage report." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "These are consecutive date-stamped triage issues, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 26, + "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-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "6f301ab11c91a51c0d36d94c198f6d3eb9d5d47b46e5986372ba22e4ddfcb810", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Highly similar issues requesting RWKV7 model support, with issue 46984 likely the active thread.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46984 is the open, current thread for the same RWKV7 support request and is the better canonical issue to keep active.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46984 best represents the cluster because it is open and appears to be the live thread for this request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and very high textual similarity indicate the same underlying feature request, even without an explicit duplicate link." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that these two issues are highly similar and share the same title, and it is reasonable to prefer the open issue as the canonical thread. However, the analyst overstates the evidence by calling them definite duplicates and by saying the only notable difference is state; the packet only provides soft similarity plus basic metadata, not an explicit duplicate link or closure rationale. A more conservative summary would be 'highly similar issues requesting RWKV7 support, with issue 46984 likely the active thread.'" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 26, + "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-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "15bb64fbc0c121f7723b653b1b16ea7d5a492d782a2130ee5600312de718cc24", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are thematically similar AI/cybersecurity writeups, but they read like distinct discussion pieces rather than the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one must be treated as the cluster representative, issue 47015 is the more general and direct formulation of the topic, but it is not a clear duplicate of 47007.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They share a broad topic, but one is about lessons from using advanced LLMs and the other about a novel transformers-based cybersecurity system; no shared targets/files or concrete evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "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-40546-38", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46895", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46920", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46933", + "pull_request:46941", + "pull_request:46942", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46986", + "pull_request:46995", + "pull_request:47006", + "pull_request:47019", + "pull_request:47025" + ], + "soft_pairs": [ + "pull_request:46895|pull_request:46958", + "pull_request:46903|pull_request:46958", + "pull_request:46950|pull_request:46951", + "pull_request:46927|pull_request:46950", + "pull_request:46950|pull_request:47006", + "pull_request:46927|pull_request:46951", + "pull_request:46951|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46927|pull_request:47006", + "pull_request:46951|pull_request:47006", + "pull_request:46971|pull_request:47006", + "pull_request:46941|pull_request:46970", + "pull_request:46908|pull_request:47006", + "pull_request:46908|pull_request:46928", + "pull_request:46907|pull_request:46926", + "pull_request:46970|pull_request:46971", + "pull_request:46927|pull_request:46986", + "pull_request:46926|pull_request:46928", + "pull_request:46951|pull_request:46986", + "pull_request:46926|pull_request:46941", + "pull_request:46933|pull_request:46942", + "pull_request:46928|pull_request:46941", + "pull_request:46907|pull_request:46928", + "pull_request:46928|pull_request:47006", + "pull_request:46941|pull_request:46986", + "pull_request:46941|pull_request:47006", + "pull_request:46907|pull_request:46908", + "pull_request:46908|pull_request:46951", + "pull_request:46954|pull_request:46961", + "pull_request:46907|pull_request:46941", + "pull_request:46926|pull_request:46927", + "pull_request:46954|pull_request:46968", + "pull_request:46954|pull_request:46958", + "pull_request:46958|pull_request:46961", + "pull_request:46961|pull_request:46974", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46971", + "pull_request:46920|pull_request:46968", + "pull_request:46971|pull_request:46974", + "pull_request:46958|pull_request:46968", + "pull_request:46968|pull_request:46974", + "pull_request:46920|pull_request:46961", + "pull_request:46961|pull_request:46968", + "pull_request:46961|pull_request:46971", + "pull_request:46949|pull_request:46968", + "pull_request:46266|pull_request:46957", + "pull_request:47019|pull_request:47025", + "pull_request:46957|pull_request:46965", + "pull_request:46266|pull_request:46707", + "pull_request:46196|pull_request:46995", + "pull_request:46707|pull_request:46961", + "pull_request:46968|pull_request:47019", + "pull_request:46707|pull_request:46968", + "pull_request:46707|pull_request:46957", + "pull_request:46912|pull_request:47025", + "pull_request:46196|pull_request:46965", + "pull_request:46961|pull_request:47019", + "pull_request:46707|pull_request:47019", + "pull_request:46836|pull_request:46961", + "pull_request:43451|pull_request:47019", + "pull_request:46836|pull_request:46965", + "pull_request:43451|pull_request:46266", + "pull_request:46957|pull_request:46961", + "pull_request:43451|pull_request:46995", + "pull_request:46836|pull_request:46995", + "pull_request:46961|pull_request:46965", + "pull_request:46658|pull_request:46961", + "pull_request:43451|pull_request:46933", + "pull_request:46658|pull_request:46965", + "pull_request:46196|pull_request:47025", + "pull_request:43451|pull_request:44517", + "pull_request:46707|pull_request:47025" + ], + "prepared_review_unit_hash": "1017a85303a7120747d0a302fb421d58c6507b5420f406c745bdfeee6eba66c0", + "component_budget": { + "node_count": 38, + "item_count": 38, + "soft_pair_count": 109, + "serialized_chars": 130788, + "estimated_input_tokens": 32697, + "estimated_eval_tokens": 65650 + }, + "budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 72, + "serialized_chars": 104850, + "estimated_input_tokens": 26213, + "estimated_eval_tokens": 52682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge is a true duplicate: the two CohereASR training-loss fixes both address the same double-shift bug. The rest are broad, superficial similarities across unrelated model fixes and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "46895 is the clearest representative of the only true duplicate pair: it has an explicit issue target and directly fixes the CohereASR loss double-shift bug in the model forward path.", + "best_issue_reason": null, + "best_pr_reason": "46895 is the strongest cluster representative because it is a focused, code-path-specific fix with the best issue linkage and the same underlying bug as its duplicate counterpart.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same underlying CohereASR training-loss double-shift bug in the same forward/loss path; the two diffs are alternative fixes for the same concrete problem." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Different model bugs: 46903 targets PPFormulaNet, while 46958 fixes CohereASR. Shared files are incidental." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Unrelated fixes in different areas: Mamba2 OOM vs PEFT load handling." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46950", + "accept": false, + "reason": "Different models and failures; no shared concrete bug." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47006", + "accept": false, + "reason": "Different model issues: Mamba2 OOM versus Gemma3 output mismatch." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "Different bugs in different models; only broad test-fix similarity." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "PEFT integration fix and Mamba2 OOM fix are unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Whisper/audioflamingo test fix and Mamba2 OOM are unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47006", + "accept": false, + "reason": "Different model-specific bugs; no same underlying change." + }, + { + "left": "pull_request:46951", + "right": "pull_request:47006", + "accept": false, + "reason": "PEFT load behavior and Gemma3 output mismatch are unrelated." + }, + { + "left": "pull_request:46971", + "right": "pull_request:47006", + "accept": false, + "reason": "Mamba2 OOM and Gemma3 output mismatch are different failures." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "Both are multi-model test-fix PRs, but they target different failures and different concrete code paths." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47006", + "accept": false, + "reason": "DeepSeekV32 load-error tests and Gemma3 output mismatch are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "Different models and failure modes; no duplicate bug." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "Edgetam import/config issue and MiniMax load_error are unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46971", + "accept": false, + "reason": "Musicgen Melody output mismatch and Mamba2 OOM are unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46986", + "accept": false, + "reason": "GLM46V runtime issue and GLM OCR output mismatch are different problems." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "Different model load failures in different code paths." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46986", + "accept": false, + "reason": "PEFT integration bug and GLM OCR output mismatch are unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "Different integration-test failures across different models; not the same bug." + }, + { + "left": "pull_request:46933", + "right": "pull_request:46942", + "accept": false, + "reason": "Both are quantization-related dtype-cast fixes, but they hit different models and code paths, so they are not the same concrete change." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "Edgetam and Blip-2 fixes address unrelated issues." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46986", + "accept": false, + "reason": "DAC output mismatch and GLM OCR output mismatch are distinct bugs." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "Different model families and failure types; no shared underlying bug." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Blip-2 tokenizer handling and DAC output mismatch are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "Pytest-v9 cleanup in GLMASR and workflow normalization are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46968", + "accept": false, + "reason": "Pytest-related model tweak and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "CohereASR loss fix and Serge branch normalization are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46974", + "accept": false, + "reason": "Workflow normalization and a Musicgen typo fix are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different models and different bug classes; not duplicates." + }, + { + "left": "pull_request:46920", + "right": "pull_request:46968", + "accept": false, + "reason": "Voxtral audio API adaptation and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46971", + "right": "pull_request:46974", + "accept": false, + "reason": "Mamba2 OOM fix and Musicgen generate typo are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46968", + "accept": false, + "reason": "Model loss bugfix and docs-only change are unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:46974", + "accept": false, + "reason": "Docs autolink cleanup and Musicgen generate typo are unrelated." + }, + { + "left": "pull_request:46920", + "right": "pull_request:46961", + "accept": false, + "reason": "Voxtral audio API adaptation and branch-normalization workflow are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46968", + "accept": false, + "reason": "Workflow automation and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46971", + "accept": false, + "reason": "Unrelated automation and model OOM fixes." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46968", + "accept": false, + "reason": "Whisper/audioflamingo test fix and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Both are broad transformer modernization efforts, but they fix different functionality and do not share a single concrete bug." + }, + { + "left": "pull_request:47019", + "right": "pull_request:47025", + "accept": false, + "reason": "Masking-utils regression guard and Diffusion Gemma test adjustments are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "Finegrained FP8 generation optimization and DeepSeek V4 use_cache handling are different changes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch support and flash-linear-attention MLU availability are separate feature fixes." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46961", + "accept": false, + "reason": "Native FSDP2 module work and branch normalization workflow are unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:47019", + "accept": false, + "reason": "Docs autolinks cleanup and causal-mask contract fix are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46968", + "accept": false, + "reason": "FSDP migration work and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46961", + "accept": false, + "reason": "Generation optimization work and branch normalization workflow are unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:46961", + "accept": false, + "reason": "MLU availability support and branch normalization workflow are unrelated." + }, + { + "left": "pull_request:46933", + "right": "pull_request:46942", + "accept": false, + "reason": "Similar dtype-casting pattern, but different model components and code paths; not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The CohereASR pair (46895/46958) is the only clearly supported same-bug duplicate: both patch the same training-loss double-shift issue in the same model path and both target the same bug report. The remaining verdicts stay conservative by rejecting pairs that only share superficial patterns (same broad area, same test-fix style, or same file family) but differ in model, failure mode, or code path." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "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-40546-38", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:44517", + "pull_request:45694", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46957", + "pull_request:46961", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46986", + "pull_request:47006", + "pull_request:47025" + ], + "soft_pairs": [ + "pull_request:44517|pull_request:46836", + "pull_request:45694|pull_request:46707", + "pull_request:43451|pull_request:46957", + "pull_request:43451|pull_request:47025", + "pull_request:46196|pull_request:46961", + "pull_request:43451|pull_request:46961", + "pull_request:46912|pull_request:46961", + "pull_request:46658|pull_request:46707", + "pull_request:43451|pull_request:45694", + "pull_request:46196|pull_request:46836", + "pull_request:45694|pull_request:46836", + "pull_request:43451|pull_request:46968", + "pull_request:46707|pull_request:46912", + "pull_request:46658|pull_request:46912", + "pull_request:46950|pull_request:46971", + "pull_request:46949|pull_request:46950", + "pull_request:46949|pull_request:46951", + "pull_request:46927|pull_request:46949", + "pull_request:46907|pull_request:46927", + "pull_request:46927|pull_request:46971", + "pull_request:46908|pull_request:46926", + "pull_request:46986|pull_request:47006", + "pull_request:46907|pull_request:46949", + "pull_request:46970|pull_request:47006", + "pull_request:46970|pull_request:46986", + "pull_request:46907|pull_request:47006", + "pull_request:46907|pull_request:46970", + "pull_request:46907|pull_request:46986", + "pull_request:46658|pull_request:46836", + "pull_request:43451|pull_request:46707", + "pull_request:43451|pull_request:46836", + "pull_request:40546|pull_request:43451", + "pull_request:46707|pull_request:46836", + "pull_request:43451|pull_request:46658", + "pull_request:43451|pull_request:46196", + "pull_request:43451|pull_request:46912", + "pull_request:46836|pull_request:46912" + ], + "prepared_review_unit_hash": "098d24788609b0afdb69b183316bd50b3c9aa8099417177ca03766ca9ec447fd", + "component_budget": { + "node_count": 38, + "item_count": 38, + "soft_pair_count": 109, + "serialized_chars": 130788, + "estimated_input_tokens": 32697, + "estimated_eval_tokens": 65650 + }, + "budget": { + "node_count": 24, + "item_count": 24, + "soft_pair_count": 37, + "serialized_chars": 69001, + "estimated_input_tokens": 17251, + "estimated_eval_tokens": 34758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are separate model-addition PRs or isolated test/runtime fixes that only look similar because they share Transformers scaffolding. I found no true duplicate PRs; the closest pairings are still different concrete changes.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43451 (Add Molmo2) is the strongest representative of the dominant subcluster: a full model-addition PR with docs, auto-mapping, model code, processing, tests, and repo updates, and it sits at the center of the superficial similarity graph.", + "best_issue_reason": null, + "best_pr_reason": "PR #43451 is the best standalone representative of the cluster because it is the most complete and central model-addition change; the other items are narrower, model-specific fixes or unrelated additions that should not be merged with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44517", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model additions (Qwen3-TTS vs Unlimited OCR); shared docs/auto-mapping scaffolding is not the same underlying change." + }, + { + "left": "pull_request:45694", + "right": "pull_request:46707", + "accept": false, + "reason": "Unrelated fixes: TrainingArguments formatting/behavior tweak vs native FSDP2 infrastructure." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Molmo2 model addition vs finegrained FP8/generation kernel optimization; different subsystems and goals." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47025", + "accept": false, + "reason": "Molmo2 model addition vs a test skip for Diffusion Gemma; not the same code-path problem." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46961", + "accept": false, + "reason": "Wav2vec2 SDPA dispatch vs a workflow for normalizing Serge branches; unrelated changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46961", + "accept": false, + "reason": "Molmo2 model addition vs CI/workflow automation; no shared bug or mergeable change." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46961", + "accept": false, + "reason": "RoPE test/runtime updates vs branch-normalization workflow; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46707", + "accept": false, + "reason": "Step 3.7 Flash model-conversion work vs native FSDP2 module/migration; different features." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45694", + "accept": false, + "reason": "Molmo2 model addition vs TrainingArguments fix; unrelated scopes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model additions (wav2vec2 SDPA dispatch vs Unlimited OCR); only broad docs/model code overlap." + }, + { + "left": "pull_request:45694", + "right": "pull_request:46836", + "accept": false, + "reason": "TrainingArguments fix vs Unlimited OCR model addition; not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46968", + "accept": false, + "reason": "Molmo2 model addition vs docs autolink cleanup; superficial documentation overlap only." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46912", + "accept": false, + "reason": "Native FSDP2 migration vs RoPE test coverage changes; unrelated code paths." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46912", + "accept": false, + "reason": "Step 3.7 Flash conversion/model code vs RoPE test fixes; different problems." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": false, + "reason": "Same model family, but one changes Mamba2 kernel behavior while the other only adjusts test loading arguments; not the same fix." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Whisper/audioflamingo cache/test fix vs Mamba2 kernel/OOM fix; different models and different bugs." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "Whisper/audioflamingo test/runtime fix vs PEFT loader change; unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46949", + "accept": false, + "reason": "GLM46V input handling fix vs Whisper/audioflamingo test fix; different models and failure modes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "Edgetam kwarg cleanup vs GLM46V input-type forwarding; unrelated model-specific fixes." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46971", + "accept": false, + "reason": "GLM46V input handling vs Mamba2 test dtype change; different code paths and issues." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Different integration-test fixes for different models; same symptom class but not the same underlying bug." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47006", + "accept": false, + "reason": "GLM OCR model fix vs Gemma3 generation-cache behavior change; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46949", + "accept": false, + "reason": "Edgetam backbone kwarg fix vs Whisper/audioflamingo cache/test fix; different models and code paths." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47006", + "accept": false, + "reason": "MusicGen Melody test output mismatch vs Gemma3 generation-cache behavior; unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46986", + "accept": false, + "reason": "MusicGen Melody test fix vs GLM OCR model change; not the same issue." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46970", + "accept": false, + "reason": "Edgetam runtime kwarg fix vs MusicGen Melody test-output fix; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46986", + "accept": false, + "reason": "Edgetam runtime kwarg fix vs GLM OCR model change; different problems." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step 3.7 Flash model-conversion work vs Unlimited OCR model addition; different model families and changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46707", + "accept": false, + "reason": "Molmo2 model addition vs FSDP2 migration; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 and Unlimited OCR are separate model additions; shared repo plumbing is not enough to merge them." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are distinct model additions; same integration pattern, different models." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46836", + "accept": false, + "reason": "FSDP2 migration vs Unlimited OCR model addition; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 model addition vs Step 3.7 Flash conversion/model implementation; different changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Molmo2 model addition vs wav2vec2 SDPA dispatch; unrelated model work." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Molmo2 model addition vs RoPE testing changes; different scopes." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46912", + "accept": false, + "reason": "Unlimited OCR model addition vs RoPE tests; no shared underlying 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": 2, + "component_count": 34, + "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": "90b80e94ca57d866a1e3b5a2e3817215cf6e8cbe321e37707f8b50b5e82e2750", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "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 pull requests: one adds covariate forecasting to TimesFM, the other adds DINOv3 image-classification support. They touch different models, different code paths, and different user-facing features, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two PRs implement distinct features for different model families and are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if a representative must be chosen, #40755 is the broader feature change, but it does not subsume #41224.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and unrelated functionality: TimesFM covariate forecasting vs DINOv3 image classification support. They do not fix the same code-path 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": 3, + "component_count": 34, + "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": 4, + "component_count": 34, + "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-41855-13", + "nodes": [ + "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: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": "3aab3577ce8e0bd828a850a14c7cb0ca6b8805b94b1f605ac84b3759bd158d3a", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs. The only strong duplicate pair is the two `fixed_cross_entropy` patches, which address the same loss-wrapper kwargs passthrough change; the rest touch different subsystems or different model/modeling updates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the better canonical PR: it directly targets the tracked issue, has the clearer intent, and includes the same underlying `fixed_cross_entropy` API expansion plus the actual passthrough to `nn.functional.cross_entropy`.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the best representative PR for the cluster because it is the clearest, most complete version of the only true duplicate change here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different model areas: Mistral tokenizer helper methods vs adding MobileLLM. No shared concrete bug or mergeable change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API addition vs Executorch dynamic-shape test; unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs new MobileLLM model support; different code paths and goals." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs adding MobileLLM; no overlap beyond being library changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs passthrough and Mistral4 test/model changes are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export test vs Mistral4 test/model fixes; different concrete problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test and new model addition do not fix the same issue." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support vs config resolution order fix; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition vs Falcon output-capture refactor; no same underlying bug/change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill are unrelated code areas." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output interface refactor vs Mistral4 test fixes; different problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs CLIP-like `layrnorm` rename; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes vs a model-creation skill/dataset PR; no common code-path problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model work and config resolution ordering are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes vs TDT loss kernel integration; different subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test/model fixes vs serve chat parsing overhaul; not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model addition vs model-creation skill scaffolding; not the same concrete change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` wrapper bug by adding `weight`/`label_smoothing` support and forwarding kwargs to `nn.functional.cross_entropy`; they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly mergeable duplicate pair is `pull_request:43251` and `pull_request:43254`, which both modify `src/transformers/loss/loss_utils.py` for the same `fixed_cross_entropy` kwargs passthrough issue (`shared_targets: 43240`). The other soft-edge rejections are conservative and consistent with the diffs, which touch different subsystems or different model additions/refactors. No obvious evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 34, + "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": "ecb7121cd0b1ded7aa2f0134750e26950adf651de08e8ff9c36bf8c67803ab30", + "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 separate GitHub Actions maintenance PRs: one focuses on broad Node 24 compatibility upgrades across many workflows, while the other updates docker/build-push-action and a few related workflow actions to newer versions. They overlap in files but do not appear to fix the same concrete problem.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader, more specific maintenance change centered on Node 24 compatibility across many workflow actions, making it the better representative PR for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the most canonical single PR because it covers the wider compatibility-driven upgrade set and reads like the primary action-version refresh; 42976 is a separate dependency bump focused on docker build actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are GitHub Actions version bumps, but they target different dependencies and code paths: 42975 is a Node 24 compatibility sweep across workflow actions, while 42976 upgrades docker/build-push-action and a few related workflows. Shared workflow filenames are not enough to treat them 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": 6, + "component_count": 34, + "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:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "25ab46664c9d9715e40a28faac4a56bbd87300c9dcc0d816cb300d4da3883ba5", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). They share some auto-registry/docs plumbing, but they do not describe the same underlying change or fix, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR adds a different model integration with distinct files, modeling code, and tests.", + "best_issue_reason": null, + "best_pr_reason": "If a representative is needed, pull request 46562 is the most developed and reviewed integration, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); overlap is only shared docs/auto-registration plumbing, not the same code-path change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model integrations with different model code and tests; shared framework files are incidental." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model additions; they touch the same broad registry area but fix/add different models, so they should not be merged as duplicates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are distinct model integrations; similarity comes from shared auto-mapping/docs changes, 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": 7, + "component_count": 34, + "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-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "a25ed6d4efc2453aba31a98d11cd4ac50a1dd083b407dd7e8806597add3ab99a", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19594, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19594, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most candidates are unrelated PRs that only share a vague testing or subsystem overlap. The only strong duplicate pair is the two YOLOS fixes, which address the same device-mismatch problem on the same model path.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46922 is the best representative because it fixes the concrete YOLOS forward-path device mismatch directly (`.to(hidden_states.device)`) and also adds the `_no_split_modules` safeguard, making it the more complete version of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46922 is the strongest standalone PR in the only accepted duplicate pair: it targets the same YOLOS device_map bug as 46886 but includes the direct runtime fix plus the split-prevention change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer test fix vs unrelated CLIP/ViT dummy test edits; no shared code-path bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/tokenization change vs FP8 dequant/loading fix; unrelated models and behavior." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Both touch generation/model code, but the bugs are different: Whisper decoding vs watermarking-config validation and other generation changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer fix and YOLOS device-map fix are unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only changes in CLIP/ViT vs FP8 dequant fix; not the same underlying issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Shared test edits are incidental; the underlying changes target different bugs and modules." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Dummy test edits vs CI/runtime integration fix for Phimoe; no same concrete bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Test-only PR vs YOLOS runtime fix; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/dequant logic vs CI memory/test infrastructure; different problems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequant fix is unrelated to generation watermarking validation and Whisper generation code." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and code paths: FP8 dequant vs YOLOS device placement." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config/Whisper changes vs Phimoe CI integration fix; no shared bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Different model families and bugs; shared file count is not enough to merge." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe CI memory handling and YOLOS device-map bug are unrelated." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device_map='auto' mismatch on the same file/issue; 46922 is the fuller fix and 46886 is a narrower variant of the same change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet and the soft-edge rejections are conservative. The only clearly same-bug pair is 46886/46922, which is mergeable into one YOLOS device-map fix. The other pairwise rejections are supported by differing model families, code paths, or test-only vs runtime changes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 34, + "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-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "51b818620d4c28042ac81ee041cd1d963e27e8a7fcd13a21ec11c32f64d5938f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are clearly separate \u201c[don\u2019t merge]\u201d/test-style changes with different code paths and scopes; the only overlap is broad CI/testing infrastructure noise, not a shared bug or patch.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46747 is the most self-contained change: it only edits one workflow file and has the clearest, narrowest scope among the candidates.", + "best_issue_reason": null, + "best_pr_reason": "PR 46747 is the best representative candidate because it is the smallest and most focused, making it easier to identify than the broader CI/test edits in the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 touches setup/dependency/test files for a repo-bot format check, while 46747 only changes the PR security-gate workflow. Shared CI/testing context is too broad to treat as the same fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is about package/version/test setup and a ViT test tweak; 43532 is a workflow/notification/testing-utils diff. They do not appear to fix the same underlying bug or change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both are workflow-related, but they change different workflows for different purposes. There is no concrete shared code-path problem that would plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 34, + "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": "e05d18b36e1ff2790db9d9aea7379c5eb8993d49dd8ec2591e60068c940f67bc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct PRs that add different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation/registry scaffolding, but they target different functionality and model integrations, so they should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate canonical PR: the PRs implement different pipeline features and different concrete code paths; the overlap is limited to shared docs and registration plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the better representative if one must be chosen: it is the broader, more complete pipeline addition with multiple model integrations and dedicated tests/docs, while 43612 is a separate concept-segmentation feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: these are different features, not the same underlying change. 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different model coverage and test files. Shared docs/registry updates are incidental." + } + ] + }, + "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": 34, + "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": "74aebbcaa0bc99d76935f427ba97804103f1567b104f5be6b5966bc2e989b08e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both touch `trainer.py` but address different trainer extensibility points: one changes gradient-accumulation loss scaling in `training_step`, the other refactors signature-column filtering for PEFT/custom trainers. They are not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43663 is the better canonical representative for this cluster because it introduces a new overridable helper around column filtering, which is the more structural API change and the one with clearer reuse beyond a single code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #43663 is the best PR candidate if one must be picked, since it defines a reusable extension point in `Trainer` rather than a narrow bug fix and is the more general trainer customization change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both PRs modify `src/transformers/trainer.py`, but they target different logic: #43651 changes loss normalization during gradient accumulation, while #43663 refactors signature-column extraction for model input filtering. They do not fix the same concrete bug and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 34, + "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": "51ab403c142ebfa533251cb1d67b00e388747ea9c1677869352bfe86c31038fb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch `src/transformers/cli/serve.py` and both mention `TypeAdapter`/annotation-related NameErrors, but they are not the same concrete fix: one is a broader annotations cleanup using `from __future__ import annotations`, while the other specifically guards the `TypeAdapter` type import behind `TYPE_CHECKING` for the no-pydantic case.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more direct and narrowly scoped fix for the reported `TypeAdapter` NameError when `pydantic` is absent.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 best matches the concrete bug: it fixes the runtime `TypeAdapter` import/name issue without bundling broader typing cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Related typing fixes in the same file, but they address different changes: #43656 is a broader `__future__`/annotation cleanup, while #43842 specifically guards `TypeAdapter` for the pydantic-not-installed path. Not the same underlying code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 34, + "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": 13, + "component_count": 34, + "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", + 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}, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete fixes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are separate implementations; shared issue target does not make them duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different concrete model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are not the 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"pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different model fixes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different concrete changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are separate model fixes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44074", + "accept": false, + "reason": "Segformer and TextNet are different concrete changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different concrete fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44161", + "accept": false, + "reason": "SqueezeBert and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa v2 are unrelated model fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44722", + "accept": false, + "reason": "SqueezeBert and GPT-J/CodeGen are different concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44059", + "accept": false, + "reason": "MPNet and GPT-2 are separate model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44101", + "accept": false, + "reason": "GPT-2 and Flaubert/XLM are unrelated concrete fixes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44086", + "accept": false, + "reason": "SqueezeBert and MGP-STR are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are different concrete fixes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44098", + "accept": false, + "reason": "Segformer and ViLT are different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both include the same GPT-J output-tracing refactor, and 44722 is effectively the broader overlapping implementation." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the GPT-J output-tracing change in the same code path, so they look like overlapping implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated concrete fixes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and ViT-S are different concrete changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet: these are mostly model-specific output-tracing/decorator refactors under issue #43979, and the rejections stay conservative for different model code paths. The accepted overlaps are limited to same-model GPT-J/GPT-Neo variants, which is defensible from the diffs and shared filenames." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 34, + "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": "1e43b909af879e5875b965f27ad6a95bc1cbe8381f1a45bdeb1d0cb153fc3041", + "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": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all follow the same broad output-tracing/capture_outputs migration pattern, but they are model-specific refactors touching different code paths. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best thematic representative: it is a concrete SpeechT5 output-tracing refactor and is the only one with an explicit issue target. It is still not a duplicate anchor for the whole cluster because the other PRs modify different model implementations.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest single representative of the shared migration theme, with an explicit linked issue and a clear, scoped change. The rest are separate model-specific adaptations rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both migrate output tracing, but FocalNet and ImageGPT are different model implementations with different forward paths and hooks; not the same concrete bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate architectures; these are parallel refactors to standardized outputs, not one shared code-path fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet refactors its own encoder output capture, while VisualBert targets a different model-specific tracing setup; too broad to be duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model files and different output-tracing implementations; same migration style, not the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated code paths; this is only a shared decorator migration pattern, not a single fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 touch distinct model internals and output behavior; no evidence they fix the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "437ef9a2e6679f6099dd28a8b8dfa0b0fa0c879f7c4104ff1b199cb7fd089fdb", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40167, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40167, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are model-specific output-tracing refactors sharing a pattern, not a single duplicate change. I would keep them separate; PR 44003 is the best representative of the cluster.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most representative cluster exemplar: it is the broadest multi-file output-tracing refactor here, with shared `can_return_tuple`/`capture_outputs` plumbing across Mamba and FalconMamba.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest overall representative because it has the largest scope and clearest implementation of the output-tracing refactor pattern in this set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and code paths; only the refactor style is similar." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Unrelated model implementations; same output-tracing pattern, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different concrete model code paths; not a duplicate bug or fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Timm backbone vs Mamba/FalconMamba are different model stacks and changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths; similar cleanup only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families; same refactor theme is not enough." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model code paths; not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different wrappers and model code paths; only structurally similar." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder stack and code path; not a duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder vs UnivNet are unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families; same pattern, not same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stacks and concrete changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model implementations; no shared bug or fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different concrete changes in different model stacks." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba vs SuperPoint are unrelated changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths and refactor targets." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen do not share a concrete code-path problem." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model stacks; only the broad refactor theme matches." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are different model families." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model wrappers and code paths; not the same fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths; not a duplicate change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are unrelated model changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder wrappers, but they are different concrete model paths and should not be merged as duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations; same refactor pattern only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are different concrete code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and fix locations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR do not share a concrete bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated model code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations; no shared underlying change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated code paths and 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": 15, + "component_count": 34, + "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": "7031472db383a80456d4f0c733880c185080cf06152bd47fda6c1a0b7f708e84", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs. They share standard Transformers boilerplate and auto-registration files, but they implement different models (PenguinVL vs Voxtral TTS) and do not appear to fix the same code-path problem.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the cleaner representative of the pair: it has an explicit issue target and a narrower, well-scoped Voxtral TTS implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the better standalone PR example because it is tied to a specific issue and is more self-contained than the broader PenguinVL addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations with different configs, processors, and tests; shared files are just common scaffolding, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 34, + "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-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "c0501fff73de9eabcf1f71f1b21137a8842229bd6f3eb39e4eedeedc15a61d9d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4218, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4218, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one changes a workflow to convert PRs to draft, while the other tweaks CI branch handling and includes unrelated code/test noise. They do not appear to fix the same concrete problem.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46845 is the better representative because its title is more descriptive and it contains the more substantive CI-related change, whereas PR 44965 has a vague title and a different workflow purpose.", + "best_issue_reason": null, + "best_pr_reason": "PR 46845 is the best standalone PR candidate since it is more specific about the intent ('Try smaller group') and the diff shows an actual CI path change; PR 44965 is a separate workflow transformation and not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different underlying changes: 44965 modifies the PR documentation workflow to convert PRs to draft, while 46845 adjusts CI branch routing and includes an unrelated model file edit. They are not plausibly one merged PR for the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "483f0bd26373f70b4374f83854826c4c61e49e261184a912cbd25b84b15ab7d2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to kernel/module fusion, but they are not the same change: #44979 adds a general Module Fusion API, while #45363 applies KernelConfig to n-to-1 kernel fusion and includes an example/integration updates. The latter looks like a downstream use of the former, not a duplicate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the broader foundational API change and the best anchor for this cluster; #45363 is a separate follow-on implementation using that API.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the most central representative of the work here because it introduces the reusable module-fusion abstraction, whereas #45363 is a narrower application of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different concrete changes: #44979 introduces the generic Module Fusion API, while #45363 wires KernelConfig into n-to-1 kernel fusion and adds an example. They are related, but not the same underlying PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 34, + "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": "f16857cb1532b7721473c5f2535714b2af5a439073f022c7fea3b7a1f67b7b1d", + "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 Mistral pre-tokenizer AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`. PR 45317 is the stronger canonical PR because it includes the same fix plus tests and fuller discussion.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the most complete representation of the fix: it applies the same code change as 45086 and adds test coverage, making it the best canonical PR for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall fit because it contains the same bug fix as 45086 and is more polished/comprehensive due to added tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs address the same concrete AttributeError in `_patch_mistral_regex` on the same file and code path; 45317 is effectively a superset with tests, so they plausibly belong to one merged 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": 34, + "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": "12e74eb5ae4c5fc60a7ba060de33afe2dd601109b16ca6f10b8655432aa9581d", + "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": "Related NemotronH work, but not a duplicate pair: one PR is a conversion/refactor toward GraniteMoeHybrid compatibility, the other is a broader architectural split into NemotronH Dense/Sparse with docs and model files.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR cleanly subsumes the other; 45569 is the broader feature change, while 45115 is a narrower conversion-mapping/refactor PR.", + "best_issue_reason": null, + "best_pr_reason": "45569 is the more complete and user-facing change set, but it does not replace 45115 because the latter targets a different code path (checkpoint conversion/mapping).", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share the NemotronH subsystem and some files, but fix different problems: 45115 adds conversion/mapping and inheritance refactors, while 45569 introduces dense/sparse model variants, docs, and auto-mapping updates. Not mergeable as one concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 34, + "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": "2d29d325ace51ca87b1c1859b3362c1f02fbaf853070ced7e4657d4a5324106f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6089, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6089, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are closely related feature work, but they are not the same concrete change set: PR #45333 is config-only, while PR #45332 adds the broader heterogeneous model/runtime support on top of that. They share setup/docs/config files, but the implementation scope differs enough that they should not be merged as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better canonical representative because it covers the larger end-to-end heterogeneous support implementation, including config, modeling, cache, masking, and model-specific integration code.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest overall PR to represent the cluster since it subsumes the config layer and extends into the actual heterogeneous modeling/runtime path, making it the more complete feature change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying change: #45333 only adds per-layer configuration support, while #45332 also changes modeling/cache/masking/runtime behavior. The overlap is substantial but not duplicate-level." + } + ] + }, + "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": 34, + "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": "abc174a623bfe9b944797c974a1bf47a76fb3b9b08955c340a050d7f361328a3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same general typing-cleanup area, but they do not look like duplicates: one is a broad type-checking sweep across many Transformer modules, while the other adds specific typing protocols/helpers around modeling_utils and PEFT integration.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader umbrella change: it updates pyproject type-checking settings and applies typing fixes across many files, so it best represents the cluster\u2019s main theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best overall representative because it is the larger, more central typing-sweep PR; PR 45425 is narrower and more specialized.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They share typing-related files, but the changes are not the same concrete bug/change. 45415 is a broad repository-wide type-checking pass, while 45425 adds specific protocol/type aliases for modeling_utils/PEFT; they could coexist, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 34, + "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": "a76ef9b382cec22cc736386f1c76fb749d98d6af01638f78470246c86ed53328", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related EP/loading PRs, but they target different failure modes: one is about preserving `distributed_config` and `has_ep` during loading, the other about preventing expert parameters from being overwritten under FSDP2/rank-0 broadcast. They should not be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45662 is the stronger representative of the cluster because it addresses a more concrete, multi-file EP loading corruption bug with broader code-path coverage.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45662 is the best standalone PR candidate: it fixes a specific expert-parameter overwrite path and has the clearest end-user impact, whereas pull_request:45548 is narrower and focused on config/launch plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Not the same underlying bug: 45548 preserves EP-related config state during Accelerate/ZeRO-3 loading, while 45662 fixes experts being silently overwritten by rank-0 broadcast under FSDP2. Shared EP context and one common file are not enough to merge them." + } + ] + }, + "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": 34, + "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": "c589be3fd93c33c33ad03c11490b96db16dd250ae4e7924802b798c4f67e5641", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist collision problem around `captured_info` debug artifacts. PR #45645 is the broader, more complete fix because it updates both the producer (`testing_utils.py`) and the CI log collection workflow, while PR #45639 covers only the producer side.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it covers the full end-to-end behavior change: per-worker artifact generation plus workflow aggregation/preservation of all captured logs in CI.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest representative of the cluster since it addresses the concrete xdist collision and also preserves the resulting debug output in CI.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying `captured_info` xdist collision bug and same target issue; the changes are complementary and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 34, + "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": "c37470f3e76d35cf96677e78898aa32629a342e661babfbf661c15ca212f3f55", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: #45720 implements a partial fix for TRF003 across model forward signatures, while #46259 adds TRF018 modeling-rule changes around weight initialization. They target different lint rules and different underlying code paths.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs address different linter rules and different implementation areas, so they are not the same change.", + "best_issue_reason": null, + "best_pr_reason": "#45720 is the better representative only because it is the narrower, more self-contained PR; however, it is not a duplicate of #46259.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different rules and fixes: TRF003 modifies forward return-dict handling across many models, while TRF018 changes model initialization logic. They are not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 34, + "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": 26, + "component_count": 34, + "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": "00b0d1c51031d033efdaa88534d1127b9f269e03879aa0730fa25b7db05d3924", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two open PRs are not duplicates: one is a mixed grafana/testing-infra plus model-code change, while the other is a focused test-migration PR. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate: the PRs have different goals and code paths, so neither can serve as the shared canonical for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "46100 is the cleaner representative because it has a narrower, self-contained test-migration scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying changes: 45932 mixes workflow/grafana plumbing with model code edits, while 46100 adds kernel and vision-model tests plus a DDP config. They are not the same bug/fix 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": 27, + "component_count": 34, + "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": "86b017f25b4b5ec610874d2b9e6aa59e1549a41939b5e0fac1c1b17363ff6a25", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration change, while PR #46269 is a broad distributed-branch base touching many unrelated areas. The shared filenames are too generic to imply the same concrete fix/change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more specific, self-contained feature change with a clear target; PR #46269 is a broad integration/base branch PR and not a good canonical representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 best represents the underlying change in the cluster because it has a narrow, concrete scope and a clear title; PR #46269 is too broad and cross-cutting to serve as the representative change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the overlap is only at a broad distributed-subsystem level and shared filenames; the PRs do not appear to fix the same concrete code-path problem or be 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": 28, + "component_count": 34, + "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-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "7e0e7aa69e1ce0a346e53b71774e605ecbb2c201e6d7dfaa573d0dc67e44c3e4", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26675, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26675, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated workflow-maintenance PRs. The only near-clustered set is the pr-ci-security-gate.yml edits, but they address different security/permission/reusable-workflow concerns and should not be collapsed as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive and central change in the only related subfamily (pr-ci-security-gate.yml), but it is still distinct from the other workflow tweaks.", + "best_issue_reason": null, + "best_pr_reason": "46554 is the best anchor for the security-gate subfamily because it changes the actual gate logic, whereas the others are separate follow-up tweaks or unrelated workflow chores.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different changes: stdin handling for self-comment CI vs security-gate hardening." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow updates in different files; no shared bug or change to merge together." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Self-comment CI command-input fix is unrelated to the security-gate reusable-workflow note." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different file and concern: self-comment CI stdin piping vs reusable-workflow secrets handling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different fixes; one is input quoting, the other is CI trigger handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening is unrelated to benchmark workflow dispatch support." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and distinct concerns: SSH runner cleanup vs anti-slop permissions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner changes are unrelated to assign-reviewers checkout ref selection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different problems; no common concrete bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner modifications are unrelated to the security-gate permission/approval changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permissions change and benchmark dispatch support are separate workflow behaviors." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and unrelated updates." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions and build-ci-docker-images shell quoting are not the same change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different code paths; not a duplicate fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref change is unrelated to benchmark workflow trigger changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and distinct fixes; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers behavior is unrelated to the security-gate workflow." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch support and build-ci-docker-images quoting are unrelated changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated concerns." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different files and different fixes; no shared underlying bug." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Build-ci-docker-images shell quoting and security-gate permission changes are unrelated." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different fixes: gate logic/file checks vs permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "The comment-only clarification is not the same underlying change as the security-gate logic fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Security-gate implementation changes differ from the secrets:{} reusable-workflow update." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permission/approval logic change is distinct from explanatory comments." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different fixes in the same file; one changes permissions/flow, the other changes secrets passing." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comments documenting safety are not the same as changing secrets behavior." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening is unrelated to a comment-only security-gate update." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated concerns." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH runner workflow changes and security-gate secrets handling are unrelated." + } + ] + }, + "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": 34, + "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-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one 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": 30, + "component_count": 34, + "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-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "f554c435a1344025928ba8490bcfbe5d0b13ad8b04af0929f1de30b5427dd833", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related security hardening PRs, but they fix different path-traversal entry points in different code paths: sharded checkpoint index loading vs. `transformers_weights` config handling. They should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46281 is the cleaner canonical representative for this cluster because it targets a concrete, well-scoped path-traversal bug in the sharded-checkpoint loader and has a precise fix location and test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 46281 is the best overall representative: it addresses a specific vulnerable loader path, with a narrowly tailored fix that is easier to map to a single underlying bug than PR 46890.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Different bugs and code paths. 46281 validates shard filenames from the checkpoint index in `utils/hub.py`; 46890 blocks traversal in the `transformers_weights` config field in `modeling_utils.py`. Related theme, but not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 34, + "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": "473ac3cef34c18a8815a192cd7e7fbba543b5561241c14fad0f702bf1a935085", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5958, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5958, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated open pull requests: one adds multimodal support to continuous batching, and the other adds the HunYuan VL model stack and docs. They do not appear to be duplicate changes or the same underlying bug fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the stronger standalone PR in this cluster: it is a focused model addition with matching docs, code, and tests, whereas PR 46376 is an unrelated draft infrastructure change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different scopes and code paths: continuous batching/multimodal generation internals versus a new HunYuan VL model implementation and documentation. They are not the same underlying change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 34, + "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-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "7b8c4c4d3ed92abae6f696f0a338df9e15183651748a8fbc8faefd0671ede399", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate tokenizer fixes: one for CodeLlama leading-space stripping on decode, and one for DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They do not appear to be duplicates or the same underlying 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:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different models, different failure modes, and different code paths: CodeLlama decode/decoder setup vs. AutoTokenizer checkpoint-class selection. They are not plausibly one merged PR for the same 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": 33, + "component_count": 34, + "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-46847-2", + "nodes": [ + "pull_request:46847", + "pull_request:47009" + ], + "soft_pairs": [ + "pull_request:46847|pull_request:47009" + ], + "prepared_review_unit_hash": "17888459f08e73c25d8e7332249c4af47cccadf087fae7dc0534263d6f1839e9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4640, + "estimated_input_tokens": 1160, + "estimated_eval_tokens": 2576 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4640, + "estimated_input_tokens": 1160, + "estimated_eval_tokens": 2576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs make the same Qwen3.5 tensor-parallel plan change for linear_attn and touch the same files with near-identical diffs, so they are duplicates of the same underlying fix.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46847 is the better canonical PR because it came first and has more discussion/inbound reference activity, while #47009 is a later near-identical reimplementation of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46847 is the strongest representative of the cluster: same explicit target, same filenames, same code-path change, and slightly more review/history than #47009.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46847", + "right": "pull_request:47009", + "accept": true, + "reason": "Near-identical diffs in the same Qwen3.5 config/module files, same issue target, and same linear_attn TP-plan entries 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": 34, + "component_count": 34, + "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-46993-2", + "nodes": [ + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "a6374af71fced9fc86bcb2894411a92f8540826c60cfb5a22520c7d527177f17", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4308, + "estimated_input_tokens": 1077, + "estimated_eval_tokens": 2410 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4308, + "estimated_input_tokens": 1077, + "estimated_eval_tokens": 2410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated: one fixes prompt lookup decoding from generating past max_length, while the other adds validation errors for empty token lists in bad_words_ids/sequence_bias. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR relation here; the PRs address different code paths and different bugs, so neither should be treated as a duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "PR 46993 is the more self-contained user-facing bug fix, with a clear functional change in generation candidate selection and a targeted regression test.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Different features and failure modes: prompt lookup decoding length budgeting vs. input validation for bad_words_ids/sequence_bias. They do not fix the same underlying bug and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260702T180034Z/analysis-runs/hybrid-model-20260702t180034z/manifest.json b/snapshots/20260702T180034Z/analysis-runs/hybrid-model-20260702t180034z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1dc6f8b89d970c70195186e1f351d1244d31bed0 --- /dev/null +++ b/snapshots/20260702T180034Z/analysis-runs/hybrid-model-20260702t180034z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260702t180034z", + "artifacts": { + "hybrid": "snapshots/20260702T180034Z/analysis-runs/hybrid-model-20260702t180034z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260702T180034Z/analysis-runs/hybrid-model-20260702t180034z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-02T18:07:55Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260702T180034Z", + "variant": "hybrid" +} diff --git a/snapshots/20260702T180034Z/manifest.json b/snapshots/20260702T180034Z/manifest.json index 2094b8710ed93b6c0e2696706fdc1dd5acc2c798..eb57561c1d634e5c230bdb98c9fc657c6f96d118 100644 --- a/snapshots/20260702T180034Z/manifest.json +++ b/snapshots/20260702T180034Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1539 }, "extracted_at": "2026-07-02T18:00:34Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260702t180034z", + "runs": { + "hybrid-model-20260702t180034z": { + "analysis_id": "hybrid-model-20260702t180034z", + "artifacts": { + "hybrid": "snapshots/20260702T180034Z/analysis-runs/hybrid-model-20260702t180034z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260702T180034Z/analysis-runs/hybrid-model-20260702t180034z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260702T180034Z/analysis-runs/hybrid-model-20260702t180034z/manifest.json", + "model": null, + "published_at": "2026-07-02T18:07:55Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260702T180034Z", "watermark": {