diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 592e8b64e1d725466b9a8f35ecd0b1410c181d16..3a7ddce01e675886f3a087c3d39bd48833da2cf6 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": "20260628T180015Z", - "generated_at": "2026-06-28T18:06:10Z", + "snapshot_id": "20260629T000014Z", + "generated_at": "2026-06-29T00:06:28Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1050,147 +1050,117 @@ ] }, { - "cluster_id": "cluster-41211-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "cluster_id": "cluster-46894-8", + "summary": "Cluster of 3 issues and 5 PRs centered on issue #46894.", "status": "open", - "confidence": 0.55, - "canonical_issue_number": 41211, - "canonical_pr_number": 44339, + "confidence": 0.8, + "canonical_issue_number": 46894, + "canonical_pr_number": 46903, "issue_numbers": [ - 41211 + 46894, + 46897, + 46901 ], "pr_numbers": [ - 41356, - 44339 + 46895, + 46898, + 46903, + 46916, + 46947 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 41356, - "right_pr_number": 44339, - "code_similarity": 0.155, - "size_similarity": 0.094, - "file_overlap": 0.273, - "area_overlap": 0.078, - "patch_similarity": 0.183, + "left_pr_number": 46895, + "right_pr_number": 46898, + "code_similarity": 0.117, + "size_similarity": 0.467, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.156, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46895, + "right_pr_number": 46903, + "code_similarity": 0.24, + "size_similarity": 0.844, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.476, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46895, + "right_pr_number": 46916, + "code_similarity": 0.335, + "size_similarity": 0.622, + "file_overlap": 0.4, + "area_overlap": 0.194, + "patch_similarity": 0.154, "shared_filenames": [ - "docs/source/en/model_doc/deimv2.md", - "src/transformers/models/deimv2/__init__.py", - "src/transformers/models/deimv2/configuration_deimv2.py", - "src/transformers/models/deimv2/modeling_deimv2.py", - "tests/models/deimv2/__init__.py", - "tests/models/deimv2/test_modeling_deimv2.py" + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" ], "shared_file_areas": [ { - "filename": "docs/source/en/model_doc/deimv2.md", + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ [ - 1, - 132 - ] - ], - "right_ranges": [ - [ - 1, - 65 - ] - ] - }, - { - "filename": "src/transformers/models/deimv2/__init__.py", - "left_ranges": [ + 615, + 627 + ], [ - 1, - 15 + 639, + 654 ] ], "right_ranges": [ [ - 1, - 29 + 637, + 644 ] ] }, { - "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ [ - 1, - 74 - ] - ], - "right_ranges": [ - [ - 1, - 266 - ] - ] - }, - { - "filename": "tests/models/deimv2/test_modeling_deimv2.py", - "left_ranges": [ + 478, + 490 + ], [ - 1, - 15 + 502, + 517 ] ], "right_ranges": [ [ - 1, - 1734 + 500, + 507 ] ] } ] - } - ] - }, - { - "cluster_id": "cluster-46894-5", - "summary": "Cluster of 2 issues and 3 PRs centered on issue #46897.", - "status": "open", - "confidence": 0.6, - "canonical_issue_number": 46897, - "canonical_pr_number": 46895, - "issue_numbers": [ - 46894, - 46897 - ], - "pr_numbers": [ - 46895, - 46898, - 46916 - ], - "evidence_types": [ - "closing_reference", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46895, - "right_pr_number": 46898, - "code_similarity": 0.117, - "size_similarity": 0.467, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.156, - "shared_filenames": [], - "shared_file_areas": [] }, { "left_pr_number": 46895, - "right_pr_number": 46916, - "code_similarity": 0.335, - "size_similarity": 0.622, - "file_overlap": 0.4, - "area_overlap": 0.194, - "patch_similarity": 0.154, + "right_pr_number": 46947, + "code_similarity": 0.715, + "size_similarity": 0.833, + "file_overlap": 1.0, + "area_overlap": 0.366, + "patch_similarity": 0.802, "shared_filenames": [ "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py" + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" ], "shared_file_areas": [ { @@ -1207,8 +1177,12 @@ ], "right_ranges": [ [ - 637, - 644 + 22, + 28 + ], + [ + 638, + 645 ] ] }, @@ -1226,13 +1200,51 @@ ], "right_ranges": [ [ - 500, - 507 + 16, + 22 + ], + [ + 501, + 508 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ + [ + 35, + 41 + ], + [ + 176, + 214 + ] + ], + "right_ranges": [ + [ + 15, + 21 + ], + [ + 180, + 221 ] ] } ] }, + { + "left_pr_number": 46898, + "right_pr_number": 46903, + "code_similarity": 0.125, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.099, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 46898, "right_pr_number": 46916, @@ -1293,6 +1305,191 @@ ] } ] + }, + { + "left_pr_number": 46898, + "right_pr_number": 46947, + "code_similarity": 0.126, + "size_similarity": 0.56, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.092, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46903, + "right_pr_number": 46916, + "code_similarity": 0.17, + "size_similarity": 0.737, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.154, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46903, + "right_pr_number": 46947, + "code_similarity": 0.269, + "size_similarity": 0.987, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.475, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46916, + "right_pr_number": 46947, + "code_similarity": 0.447, + "size_similarity": 0.747, + "file_overlap": 0.4, + "area_overlap": 0.438, + "patch_similarity": 0.167, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 644 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 507 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] } ] }, @@ -1300,7 +1497,7 @@ "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 43240, "canonical_pr_number": 43251, "issue_numbers": [ @@ -1311,7 +1508,8 @@ 43254 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -2323,12 +2521,13 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-5", - "canonical_issue_number": 46897, + "cluster_id": "cluster-46894-8", + "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46894 + 46897, + 46901 ], - "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, soft_similarity evidence." + "reason": "Issues in cluster-46894-8 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -2348,7 +2547,7 @@ 43254 ], "target_issue_number": 43240, - "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference evidence." + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-43698-3", @@ -2440,21 +2639,23 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-5", - "canonical_pr_number": 46895, + "cluster_id": "cluster-46894-8", + "canonical_pr_number": 46903, "duplicate_pr_numbers": [ + 46895, 46898, - 46916 + 46916, + 46947 ], - "target_issue_number": 46897, - "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46897 with closing_reference, soft_similarity evidence." + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-8 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-5", - "issue_number": 46897, - "reason": "Issue #46897 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 0 discussion comments plus 9 inbound references.", - "score": 159.0 + "cluster_id": "cluster-46894-8", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 8 artifacts, and carries 0 discussion comments plus 9 inbound references.", + "score": 189.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 21f0d098fa87cadffca0072a2a6eec42493f8213..5d57b995f69636b1c25d2115d91ed6f4e545926a 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": "20260628T180015Z", - "generated_at": "2026-06-28T18:06:10Z", + "snapshot_id": "20260629T000014Z", + "generated_at": "2026-06-29T00:06:28Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -892,8 +892,8 @@ "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-10000-502", "nodes": [ @@ -1530,8 +1530,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -1615,7 +1615,7 @@ "issue:24643|issue:30064", "issue:44530|issue:44863" ], - "prepared_review_unit_hash": "55af474a001c872118e86129c63e6e37e13044c3ad2b460b994422369c5e107d", + "prepared_review_unit_hash": "9698c54941d2bdb083cf01155dcb228e0cbeaeee3d5e10770d3ecbe06b2a4e1a", "component_budget": { "node_count": 502, "item_count": 502, @@ -1637,192 +1637,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous transformer bug reports, not one tight duplicate cluster. Only a few soft pairs look like true duplicates or the same underlying regression.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set: recent transformers versions breaking remote_code models. It is the best general triage anchor among these mostly loader/tokenizer regressions.", + "summary": "This set is mostly a mix of unrelated transformer regressions, with a handful of true duplicate pairs around docs, tokenizer/model loading, DeepSpeed loading, video regressions, and one clear training-loss bug.", + "confidence": 0.61, + "canonical_issue_reason": "issue:46894 is the clearest duplicate anchor in the set: it explicitly names the training-loss double-shift bug and pairs cleanly with issue:46897, making it the best representative issue among the actual duplicate candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most general and reusable representative issue here, with the widest scope across model-loading regressions.", + "best_issue_reason": "issue:46894 is the strongest overall issue representative because its title is specific, the symptom is well-scoped, and it matches a near-identical twin issue directly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different problems: an MPS histogram/int dtype error in MoE vs a device-map forward mismatch in Gemma4 PLE." + "reason": "Different failures in different subsystems: MPS histogram/int handling vs a PLE device-map mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both are tokenizer/attention-related, but the crash on Mistral regex patching and the flash-attn fallback blockage are different code paths." + "reason": "Tokenizer regex patch crash and flash-attn fallback blocking are separate code paths." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code loading regressions are broad, but this specific Gemma4 device mismatch is a distinct failure mode." + "reason": "One is a broad remote-code loading regression; the other is a device placement bug in Gemma4 PLE." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "`add-new-model-like` with `TOKENIZER_MAPPING_NAMES` is a model-registration bug, not the same as general remote_code loading breakage." + "reason": "Related area, but not the same bug: tokenizer-mapping registration failure vs generic remote-code breakage." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both involve Qwen/LoRA/tied embeddings, but one is cross-version incompatibility and the other is a warning/config issue during fine-tuning." + "reason": "Both involve Qwen/LoRA, but one is hf4.x/hf5.x compatibility and the other is a warning about tie_word_embeddings." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE and Gemma4 device-map mismatch are unrelated runtime errors." + "reason": "Autocast dtype mismatch and device-map mismatch are unrelated." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "General remote_code breakage and Kimi-K2.5 tokenizer codec regression are different bugs." + "reason": "Both are recent-version regressions, but one is remote-code loading and the other is tokenizer codec handling." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Same tokenizer API area, but `convert_ids_to_tokens` and `convert_tokens_to_ids` slowdowns are separate performance regressions." + "reason": "Both are tokenizer performance regressions, but convert_ids_to_tokens and convert_tokens_to_ids are distinct code paths." }, { "left": "issue:45488", "right": "issue:46489", - "accept": false, - "reason": "Both concern DeepSeek tokenization, but they describe different regressions and do not clearly share one concrete failing code path." + "accept": true, + "reason": "Both point to the same tokenizer regression affecting DeepSeek-family models in v5+, likely fixable in one tokenizer-conversion PR." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs cleanup: both report stale pipeline-task references after v5 pipeline removals." + "reason": "Same docs bug: stale pipeline-task references after v5 pipeline removals." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes `_is_hf_initialized` incompatibility and YOLO multi-GPU device-map auto failure are unrelated." + "reason": "Bitsandbytes constructor-arg incompatibility is unrelated to a YOLO multi-GPU device-map failure." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Near-identical training-loss double-shift bug reports; only the affected model family differs." + "reason": "Same underlying training-loss double-shift bug, just reported on two different model families." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite Qwen config unwrapping and remote-code `config_class` AttributeError are different `AutoModel` failures." + "reason": "Both involve model loading and remote-code-ish configs, but the failure modes are different." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "One is a tied lm_head issue in Mistral3; the other is a from_pretrained buffer-loading regression." + "reason": "LM head tying and non-persistent buffer corruption are separate model-state bugs." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` TypeError during model initialization/loading, with different surface contexts." + "reason": "Both describe the same `_is_hf_initialized` constructor-argument incompatibility during v5 model initialization/loading." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "`config_class` missing on remote-code models is a specific loader failure, not enough evidence to merge with the broader remote_code regression." + "reason": "Generic remote-code breakage and missing config_class on model_class are related but not the same concrete bug." }, { "left": "issue:43792", "right": "issue:44220", - "accept": false, - "reason": "Whisper loading failure and `_torch_extract_fbank_features()` are related to audio, but not clearly the same bug." + "accept": true, + "reason": "Same Whisper front-end failure path; one issue names the concrete `_torch_extract_fbank_features()` problem." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but weight-loading failure and gradient averaging with GAS are different issues." + "reason": "DeepSpeed weight-loading failure and DeepSpeed gradient averaging bug are different issues." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/loading problems for different models; one is a bad error message, the other is a loading failure." + "reason": "Both are tokenizer load problems, but the models and root causes are different." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected `num_items_in_batch` in `compute_loss` and a mask/tensor shape mismatch are unrelated training errors." + "reason": "Unexpected compute_loss kwarg and mask/tensor shape mismatch are unrelated errors." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffective in PEFT LoRA and missing `supports_gradient_checkpointing` on a trust_remote_code variant are not the same bug." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA behavior while the other is a missing capability flag on a remote-code variant." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading failures, but for different model families and different root causes." + "reason": "Different model-loading failures for different architectures; no shared concrete bug is evident." }, { "left": "issue:43940", "right": "issue:45313", "accept": true, - "reason": "Both report Qwen3-family DeepSpeed ZeRO-3 weight-loading failures with the same missing-weights symptom." + "reason": "Same class of DeepSpeed ZeRO-3 weight-loading failure on Qwen variants, likely the same loader bug across models." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral and inability to load cjvt/sleng-bert are different tokenizer issues." + "reason": "Both are tokenizer-related, but one is a bad error message and the other is an actual load failure for a different model." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Gradient NaNs in RLHF and a flash_attention `s_aux=None` crash are distinct runtime problems." + "reason": "Attention/Nan instability in Qwen3.5 RLHF is not the same as the sink-less flash_attention crash." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "The two mask-shape IndexErrors are similar in wording but not clearly the same underlying bug without more evidence." + "accept": true, + "reason": "Same mask/index length mismatch error signature; these look like duplicate reports of the same underlying indexing bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": true, - "reason": "Both point to the same Qwen3/Qwen3.5 video-input regression in v5.3.0; `StopIteration` looks like one manifestation of the broader bug." + "reason": "Both describe the same Qwen3.5-era video regression in 5.3.0 affecting video input handling." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training `weight must be 2-D` and void segmentation-map processing are unrelated." + "reason": "DeepSpeed training weight-shape error and void segmentation-map processing failure are unrelated." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache `linear_attention` group-type crash and NemotronH checkpoint loading are unrelated." + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft pairs look plausibly mergeable into single bugfix PRs without overstating certainty. The rejected pairs are also phrased conservatively." + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are phrased cautiously enough given only title/body signals. The canonical issue choice for 46894/46897 is well-supported by the near-identical titles, and the rejection calls for clearly unrelated failures are conservative." }, "evaluator_used": true, "retried": false, @@ -2510,8 +2510,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -2597,7 +2597,7 @@ "issue:44589|issue:44756", "issue:43425|issue:43828" ], - "prepared_review_unit_hash": "d2c135535814c48156749523cf1db9333bd9690f6aa7b795e6f33cb1a9119c46", + "prepared_review_unit_hash": "0696162d9c9d09d2fd80b310467adcc8e92ce8edb06281bff11057eda3f30c4e", "component_budget": { "node_count": 502, "item_count": 502, @@ -2619,204 +2619,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but it contains one clear duplicate chain around `resize_token_embeddings`/output embedding updates and one plausible duplicate pair around `lm_head` weight tying in multimodal generation models.", - "confidence": 0.74, - "canonical_issue_reason": "`issue:45292` is the broadest, most central formulation of the `resize_token_embeddings` bug and cleanly covers the more specific model reports.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs, with a few clear duplicate families around `resize_token_embeddings`, tied `lm_head` weights, and a training-loss double-shift pattern.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #45276 is the strongest canonical issue: it is the broadest and most specific description of the clear `resize_token_embeddings` duplicate family, covering both output embedding and per-layer embedding failures.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best cluster anchor because it states the underlying bug generically, while `issue:45276` and `issue:45335` read as model-specific manifestations.", + "best_issue_reason": "Issue #45276 is also the best representative issue overall because it captures the shared underlying bug more completely than the narrower follow-ups.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Related Transformer model/config issues, but they describe different failures (`shared_kv_states` rebuild vs `text_config` unwrapping) and do not look like the same bug." + "reason": "Different model areas and different failure modes: FSDP2 shared KV state rebuild vs multimodal `text_config` unwrapping." }, { "left": "issue:43404", "right": "issue:43454", "accept": true, - "reason": "Both report the same underlying `lm_head` weight-tying failure in multimodal generative models, causing bad/garbage generation." + "reason": "Both report tied `lm_head` weight failures in multimodal generation models, with the same user-visible symptom of bad text generation." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Different failure modes: unexpected `_is_hf_initialized` argument vs mmap/OOM behavior on Strix Halo." + "reason": "`init_empty_weights` argument handling and mmap/OOM on Strix Halo are unrelated code paths." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Both involve output structures, but one is `ModelOutput` key assignment and the other is a video classifier returning the wrong tensor field." + "reason": "Both involve output objects, but one is a generic `ModelOutput` key-assignment bug while the other is a model-specific field mapping issue." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Unrelated bugs: gradient checkpointing with PEFT LoRA vs an apex RMSNorm memory leak in T5." + "reason": "Gradient checkpointing with LoRA and an Apex RMSNorm memory leak are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization/memory, but one is offloading not working and the other is increased reserved memory under int4; not the same bug." + "reason": "Both mention quantization/memory, but the concrete bugs differ: offloading behavior vs increased reserved memory/OOM." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization/loading bugs for different models and formats; too broad to be duplicates." + "reason": "Different quantization/loading failures for different models and formats; not the same underlying bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for `GenerationMixin` is unrelated to Whisper pipeline `return_language` regression." + "reason": "Import path breakage and Whisper pipeline `return_language` regression are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model-specific problems: FSDP2 shared-kv handling vs CPU-offload incompatibility in rotary embedding." + "reason": "FSDP2 shared-KV rebuild and CPU offload incompatibility are different issues." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "One is int4 quantization OOM, the other is disabling mmap on Strix Halo; same memory theme but different root causes." + "reason": "One is int4 quantization memory growth, the other is mmap-related OOM; different causes and fixes." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about PEFT LoRA ineffectiveness and the other about eval-mode usage." + "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with LoRA and the other about eval-mode restrictions." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different model families and different bugs: batched inference embedding leak vs device mismatch in Gemma4 PLE." + "reason": "AudioFlamingo batch leakage and Gemma4 device-map mismatch are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device model loading issue is unrelated to Strix Halo mmap OOM." + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are not the same bug." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "`SwitchTransformersConfig` sparse-layer creation and Gemma4 FSDP2 attention state are unrelated." + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP2 KeyError are unrelated." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same `resize_token_embeddings`/output-embedding bug; `45276` is a model-specific instance of the broader `45292` report." + "reason": "Same underlying `resize_token_embeddings` bug; #45276 is the broader report and #45292 is a narrower symptom." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both are Nemotron-related, but one is a checkpoint-loading failure and the other is a broken official example; not the same concrete bug." + "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example failure; not enough evidence they are the same bug." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different areas: video-input regression in Qwen VL models vs strict config loading for `granite_speech`." + "reason": "Video-input regression and strict-config loading failure are different issues." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient-checkpointing eval-mode restriction is unrelated to RLHF NaN/SDPA fallback behavior." + "reason": "Eval-mode checkpointing restriction and RLHF gradient explosion from 3D position IDs are unrelated." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/load `extra_state` handling and mmap OOM are distinct problems." + "reason": "Save/from_pretrained extra_state handling is unrelated to Strix Halo mmap OOM." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom models and serialization, but one is permissions propagation and the other is loading the wrong custom module." + "reason": "Both involve custom model save/load, but permissions propagation and wrong-module loading are distinct bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash is a different code path from Gemma4 FSDP2 `shared_kv_states` rebuilding." + "reason": "Flash-attention sink handling and Gemma4 shared-KV rebuild are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizer behavior, but BPE-marker handling and `continue_final_message` are separate issues." + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is `continue_final_message`; different bugs." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Model-load test failure for GLM-4.7 is unrelated to Qwen3.5 checkpoint-save regression." + "reason": "Model load failures in tests and Qwen3.5 checkpoint save regression are unrelated." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying `resize_token_embeddings` bug; one report is generic output embeddings, the other is the decoder.embed_tokens manifestation." + "reason": "Same `resize_token_embeddings` bug family affecting different tied embedding targets." }, { "left": "issue:46894", "right": "issue:46901", - "accept": false, - "reason": "Both mention a label-shift problem, but they are model-specific training-loss bugs without enough evidence of a single shared code path." + "accept": true, + "reason": "Both describe the same training-loss double-shift bug pattern, with labels shifted one token too far." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Dtype mismatch under autocast and meta-device loading failures are different problems." + "reason": "Autocast dtype mismatch and meta-device loading breakage are different failures." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Different tokenizer/vocab issues for different models; not the same underlying defect." + "reason": "Tokenizer vocab-size mismatch and ScandiBERT load failure are not the same underlying issue." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage in notebooks and `resume_from_checkpoint` max-steps miscalculation are unrelated." + "reason": "Custom model initialization in Transformers 5.0 and resume-from-checkpoint max_steps calculation are unrelated." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Transformers 5.0 custom model initialization in Jupyter is distinct from save/from_pretrained `extra_state` handling." + "reason": "Notebook custom-model initialization breakage and extra_state save/load handling are distinct." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Storage-type lookup error and Strix Halo mmap/OOM are separate runtime issues." + "reason": "Float8 storage lookup and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility and autocast dtype mismatch are different compatibility/runtime problems." + "reason": "Torch version incompatibility and a model-specific autocast dtype mismatch are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted soft edges are well-supported by the titles/body summaries: the `resize_token_embeddings` trio looks like one bug family, and the `lm_head` weight-tying issues read as a plausible shared defect. The rejected pairs generally have distinct failure modes and the analyst does not overstate those links." + "feedback": "Grounded overall: the representative/canonical issue choice is supported by the packet, and the soft-edge decisions stay conservative. The accepted duplicate families are limited to clearly related `resize_token_embeddings`, `lm_head` tying, and training-loss double-shift reports; the rest are reasonably rejected as unrelated." }, "evaluator_used": true, "retried": false, @@ -2832,8 +2832,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -2919,7 +2919,7 @@ "issue:44488|issue:44987", "issue:44488|issue:45081" ], - "prepared_review_unit_hash": "1ff7389feaec490cf5574cddfecfc2a6045e8cde51a8ffd93f8158c90648a867", + "prepared_review_unit_hash": "00952e201d9a6c23495b7461ca275d774ee0c0472fcaf3594bcb05a3626cb285", "component_budget": { "node_count": 502, "item_count": 502, @@ -2941,204 +2941,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes several separate Transformers v5 regressions (tokenizers, model loading, multimodal, docs/perf) rather than one duplicate bug. None of the soft-edge pairs look like the same underlying issue; 45812 is only the best anchor because it is the clearest broad tokenizer regression.", - "confidence": 0.44, - "canonical_issue_reason": "issue:45812 is the most concrete and broadly impactful regression here (AutoTokenizer producing wrong IDs across Granite models); the other issues are narrower, model-specific, or unrelated, so there is no better duplicate anchor.", + "summary": "This cluster is noisy and mostly heterogeneous: a grab bag of unrelated Transformers bug reports, with some overlapping v5 tokenizer/loading regressions but many distinct model-specific failures. No PRs are present.", + "confidence": 0.21, + "canonical_issue_reason": "Issue 45812 is the broadest, clearest user-facing regression in the set: a silent v4\u2192v5 tokenizer break affecting all Granite models, which makes it the best representative issue among the tokenizer-regression subset.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best overall representative because it is user-facing, reproducible, and spans multiple models rather than a single niche failure mode.", + "best_issue_reason": "45812 is the strongest standalone issue to anchor this cluster because it has a concrete, widely applicable failure mode and is more likely than the others to serve as a duplicate target for nearby tokenizer regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in convert_tokens_to_ids vs encode/decode space-roundtrip behavior; different symptom and root cause." + "reason": "Performance regression in slow tokenizers vs encode/decode round-trip space stripping; different symptoms and code paths." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models is not the same bug as slow conversion for slow tokenizers with many added tokens." + "reason": "Wrong token IDs for Granite models vs slow convert_tokens_to_ids in slow tokenizers; same area, but not the same bug." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language pipeline regression and docs/tokenization version-change report are different failures." + "reason": "Whisper pipeline return_language regression vs generic tokenization changes; unrelated model and failure mode." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error are unrelated code paths." + "reason": "PagedAttentionCache linear_attention crash vs template compilation error; completely different subsystems." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "base_model_prefix loading failure and Jupyter custom-model initialization issue are distinct model-loading problems." + "reason": "base_model_prefix loading breakage vs custom-model initialization in notebooks; both loading-related but distinct issues." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline regression is unrelated to from_pretrained behavior inside Python classes." + "reason": "Whisper pipeline regression vs from_pretrained behavior inside Python classes; not the same underlying problem." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "torch>=2.9 flex_attention compilation failure is different from Gemma4 PLE device mismatch in forward." + "reason": "torch>=2.9 flex_attention compile failure vs Gemma4 device-map mismatch; unrelated code paths." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch version incompatibility and YOLO multi-GPU device_map issue are not the same bug." + "reason": "Torch 2.10 incompatibility report vs YOLO multi-GPU device_map failure; different model/runtime problem." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "General torch 2.10 incompatibility does not match the Mistral dtype mismatch report." + "reason": "General torch version incompatibility vs Mistral-3 image-preprocessor dtype mismatch; not the same bug." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility issue and device_map auto mismatch affect different mechanisms." + "reason": "Torch compatibility issue vs Gemma4 PLE device mismatch; distinct causes and symptoms." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Missing Float8 storage object and compile/template-node error are unrelated low-level failures." + "reason": "Missing Float8 storage object vs non-template node compilation error; unrelated failures." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models is not the same as a mask/tensor shape IndexError." + "reason": "Video-input regression in Qwen VL models vs mask/tensor shape IndexError; different concrete bug." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of issue 38071 and linear_attention cache crash are different issues." + "reason": "Isolated reproduction of an older issue vs PagedAttentionCache linear_attention crash; no shared underlying defect." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they refer to different pipeline/task documentation problems." + "reason": "Docs mismatch about return_all_scores vs docs still mentioning removed pipeline tasks; separate documentation issues." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and tokenizer load failure for EMBEDDIA/est-roberta are distinct." + "reason": "CamemBERT masked-LM prediction regression vs tokenizer loading failure for EMBEDDIA/est-roberta; different model behavior." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 incorrect outputs and ModelOutput key assignment bug are separate code paths." + "reason": "Wrong SigLIP2 outputs vs ModelOutput key assignment bug; distinct runtime paths." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer method-name conflict and gguf_file from_pretrained breakage are unrelated loading errors." + "reason": "T5Tokenizer add_special_tokens name conflict vs gguf_file loading breakage; unrelated tokenizer/model-loading problems." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failures with torch_compilable_check are not the same as Perceiver interpolation/image-size failure." + "reason": "torch.export failure with torch_compilable_check vs Perceiver image-size interpolation failure; different export/inference bugs." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language regression and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline return_language regression vs MXFP4 quantization fallback; unrelated functionality." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/from_pretrained breakage and continue_final_message with mistral_common are different bugs." + "reason": "save_pretrained/from_pretrained breakage for sinq-quantized models vs continue_final_message on mistral_common tokenizers; different failure modes." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and text_config unwrapping for composite configs are distinct model-loading behaviors." + "reason": "extra_state save/load handling vs AutoModelForCausalLM.from_config text_config unwrapping; separate model-construction concerns." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "The reproduction of issue 38071 does not match the mistral_common continue_final_message bug." + "reason": "Old issue reproduction vs mistral_common continue_final_message bug; no substantive overlap." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading failure and _patch_mistral_regex backend_tokenizer crash are different tokenizer issues." + "reason": "Tokenizer load failure for est-roberta vs Mistral regex patch crashing on backend_tokenizer access; different tokenizers and causes." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both concern Qwen3-VL loading, but one is a MoE/version break and the other is a specific weight-shape mismatch." + "reason": "Qwen3VL MoE loading regression in dev0 vs a specific Qwen3-VL-30B weight-shape mismatch; related family, but not the same defect." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 device_map auto forward mismatch and Gemma4 4-bit multimodal dtype-cast breakage are separate failures." + "reason": "Gemma4 forward device mismatch vs 4-bit multimodal dtype-cast bug; same model family but different underlying error." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Zero-loss classification bug and ASR double-shift training bug are different training losses." + "reason": "Sequence-classification zero-loss bug vs CohereASR training-loss double-shift bug; both training issues, not the same one." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM are unrelated performance/memory issues." + "reason": "Qwen3 MoE training memory usage vs Strix Halo mmap OOM workaround; unrelated performance/memory reports." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed Zero3/BertModel IndexError and torch>=2.9 flex_attention compilation failure are unrelated." + "reason": "DeepSpeed zero3/BertModel IndexError vs compiled flex_attention torch version failure; different stack and code path." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Single-label classification zero-loss and Florence2 double-shift training bug are different model-specific training issues." + "reason": "Degenerate zero loss in sequence classification vs Florence2 training-loss double-shift bug; similar training impact but different bug." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state persistence bug and TimesFM window_size AttributeError are unrelated." + "reason": "extra_state persistence issue vs TimesFM window_size AttributeError; unrelated APIs." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Two loading failures, but for different models and likely different root causes." + "reason": "Loading cjvt/sleng-bert fails vs loading physical-intelligence/fast fails in v5.1.0; different models and breakages." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading cjvt/sleng-bert and Mistral regex patch crash are separate tokenizer/model-loading problems." + "reason": "Loading cjvt/sleng-bert fails vs Mistral regex patch crash; unrelated tokenizer-loading problems." } ] }, @@ -8938,8 +8938,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -9020,7 +9020,7 @@ "issue:45200|issue:46899", "issue:43819|issue:44112" ], - "prepared_review_unit_hash": "1f4b239159cb4061508dd94b9ce729c22d9cc9becfa3c41eb9bb1632115f63a1", + "prepared_review_unit_hash": "2c393e5b523b4ab637f54c44669e8616cac9c3f66ea569939629e9a4fff7738c", "component_budget": { "node_count": 502, "item_count": 502, @@ -9042,174 +9042,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All candidate soft pairs are near-theme matches at best, but none appear to describe the same underlying bug or change closely enough to merge as duplicates. The set is mostly a collection of distinct model, tokenizer, processor, and import regressions.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #46932 is the strongest standalone canonical candidate: it is open, narrowly scoped to a concrete Gemma4 quantized-embedder dtype bug, and explicitly references a related prior report, making it the clearest representative issue in this set.", + "summary": "This cluster looks like a false-positive mix of unrelated issues; none of the soft pairs appear to be the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the set spans unrelated tokenizer, model-loading, multimodal, and training bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46932 is the best issue for triage because it is specific, actionable, and already framed as part of the same bug family as a prior report, whereas most others here are unrelated one-off regressions.", + "best_issue_reason": "No single issue is a strong representative because the cluster is too heterogeneous to collapse safely.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Different subsystems and failure modes: batched video processor output shape vs OOM when loading a large Qwen2-57B model with tensor parallelism." + "reason": "Video processor batched-shape bug vs Qwen2-57B TP OOM; different models and failure modes." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is about mm_token_type_ids defaulting for text-only fine-tuning and the other is a device-mismatch forward pass bug." + "reason": "Gemma4 text-only mm_token_type_ids defaulting to zeros vs Gemma4 PLE device mismatch in forward; distinct code paths." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Unrelated bugs: a missing pad_token_idx in StableLmConfig versus a transformers version load failure for a physical-intelligence model." + "reason": "StableLmConfig missing pad_token_idx vs a transformers>=5.1.0 loading failure for a specific model; unrelated regressions." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "Different code paths: MPS attention correctness with mismatched head dims vs tokenizer codec handling and warning behavior in Kimi-K2.5." + "reason": "MPS attention correctness bug vs Kimi-K2.5 tokenizer codec/warning regression; different subsystems entirely." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different modules; they do not indicate the same underlying breakage." + "reason": "Missing flash-attention helper export vs missing Qwen2_5_VL import; both import errors, but not the same symbol or fix." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "A local-path trailing-slash import warning is unrelated to a SigLIP2 implementation discrepancy against JAX." + "reason": "Trailing-slash local path warning vs SigLIP2 implementation discrepancy; unrelated issues." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs syncing after sync_gpus is a different bug from Qwen3.5 output_hidden_states handling." + "reason": "Generation kwargs update after sync_gpus vs Qwen3.5 hidden-states bug; different generation problems." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Custom processor.tokenizer access regression is unrelated to the SigLIP2 model-vs-JAX discrepancy." + "reason": "processor.tokenizer/image input regression vs SigLIP2 HF/JAX discrepancy; different bug surfaces." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "They both mention tied weights, but one is serialization inconsistency by device and the other is LoRA merge collapse with extended vocab; too different to treat as the same bug." + "reason": "Tied-weight serialization depends on device vs LoRA merge collapse after vocab extension; not the same defect." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "A broken SigLIP2 docs example is unrelated to return_tensors being ignored when text_kwargs is explicitly passed." + "reason": "Broken documentation example vs return_tensors being ignored when text_kwargs is passed; example issue vs API behavior." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages with no content." + "reason": "All-zero assistant masks for multimodal inputs vs crash on tool-call assistant messages with no content; different apply_chat_template bugs." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBird tokenizer special-token registration bug and a stale CI test in GraniteSpeech are unrelated." + "reason": "BigBirdTokenizer special-token registration/decode issue vs GraniteSpeech CI device-override test; unrelated." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to FP8 inference failure on B200." + "reason": "Qwen2.5-VL video position IDs bug vs FP8 inference failure on B200; unrelated model/runtime problems." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization during resize are different tokenizer/model weight issues." + "reason": "Tokenizer spacing after added token vs embedding reinit on resize with untied weights; different tokenizer/model-init behavior." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift between train/eval is not the same as Qwen3 MoE memory inefficiency." + "reason": "BF16-to-FP32 dtype change in evaluate vs Qwen3 MoE training memory usage; not the same issue." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU allocation bug and CohereASR training-loss double-shift bug are unrelated." + "reason": "XLNet CPU arange placement bug vs CohereASR double-shift training loss bug; unrelated code paths." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure and a Qwen2_5_VL import error are different failures in different components." + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen2_5_VL import error; different models and errors." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "An import error for Qwen2_5_VLForConditionalGeneration is unrelated to DeepSeek tokenizer detokenization regression." + "reason": "Import error for Qwen2_5_VL vs DeepSeek detokenization regression; different tokenizer/model behavior." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Silent corruption of non-persistent buffers during from_pretrained is a different bug from CLIP text model structural inconsistency." + "reason": "Non-persistent buffer corruption in from_pretrained vs CLIP class structure inconsistency; distinct model-loading issues." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "GGUF loading failures in from_pretrained are unrelated to from_config(dtype=...) leaving config.dtype stale." + "reason": "gguf_file loading breakage vs stale config dtype after from_config; both loading-related, but different code paths." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both are pad_token_id attribute errors, but they affect different model configs and likely different missing-config paths; not enough evidence of one shared bug." + "reason": "Qwen3-VL missing pad_token_id vs Llama4Config missing pad_token_id; same symptom class, but different models and fixes." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and batched video shape errors are different processor bugs." + "reason": "Audio chat-template sampling-rate default vs video batched-shape return bug; different modalities and defects." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer loading failure for FastSpeech2Conformer is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "AutoTokenizer load failure for FastSpeech2ConformerTokenizer vs Wav2Vec2 save/tokenization failure; related domain but not the same bug." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Both are Gemma4 multimodal issues, but one is a missing zeros default for mm_token_type_ids and the other is unsafe dtype casting in quantized embedders." + "reason": "Gemma4 mm_token_type_ids default zeros vs Gemma4 quantized vision/audio embedder dtype casting; same family, different underlying problems." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A failed janus image-generation test and a stale paged-generate warning are not the same underlying bug." + "reason": "janus image-generation test failure vs stale paged-generate warning; unrelated." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "These both touch Gemma4 multimodal processing, but one concerns token type defaults for fine-tuning while the other is a 4-bit quantization dtype-cast bug." + "reason": "Text-only multimodal token defaults vs unsafe dtype cast in quantized embedders; different defects, even if both are Gemma4." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI device-override test failure are unrelated." + "reason": "DAC latent mismatch/STE issue vs GraniteSpeech stale device-override CI failure; unrelated." } ] }, @@ -10483,8 +10483,8 @@ "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-10000-502", "nodes": [ @@ -11071,8 +11071,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -11155,7 +11155,7 @@ "issue:43761|issue:46932", "issue:45542|issue:46234" ], - "prepared_review_unit_hash": "0b87a04bc1c8d038a1e0549fe2d18d08cc762a764d6e36baaa3b92b2ea47c864", + "prepared_review_unit_hash": "34222b9ee4953d56e2b641d9516f257b952ec52bae4419d0efc029e13f1de6c2", "component_budget": { "node_count": 502, "item_count": 502, @@ -11177,180 +11177,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous; the soft pairs describe different bugs or feature requests across unrelated code paths, so no duplicate edges should be accepted.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43825 is the clearest self-contained, user-facing bug with the strongest discussion/reference signal, so it is the best representative issue in this mixed cluster.", + "summary": "No soft pair looks like the same underlying bug/change; the cluster is heterogeneous across unrelated models, loaders, config issues, runtime errors, and environment/setup problems.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43825 is the most actionable and well-scoped issue here, with a concrete failure mode and external references, making it the strongest issue candidate overall.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Different problems: a 3D parallel script failure vs model loading OOM on a specific Qwen checkpoint." + "reason": "Different problems: a script/runtime failure for 3d_parallel.py vs an OOM while loading a specific Qwen2 model with tensor parallelism." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "FlashAttention support for XLM-R is unrelated to a Trainer broadcast NoneType error." + "reason": "Unrelated code paths: FlashAttention support for XLM-Roberta vs a Trainer distributed broadcast TypeError." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "One is a load/OOM report; the other is a key error while loading MobileLLM." + "reason": "Different loading failures for different models and causes: tensor-parallel OOM vs a KeyError on MobileLLM config loading." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to a resume_from_checkpoint key mismatch." + "reason": "One is a torch.compile/SDPA model failure, the other is a checkpoint resume key mismatch; not the same bug." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and checkpoint key mismatch are different code paths." + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key naming." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to a missing PyTorch import error." + "reason": "Pipeline top_k output-shape regression is unrelated to a missing PyTorch ImportError." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils symbol and kernels dependency/version validation are distinct import issues." + "reason": "Different import failures: a missing utility symbol vs kernels package version/revision requirements." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to an incorrect pipeline translation error message." + "reason": "Processor/tokenizer regression is not the same as an incorrect pipeline error message about translation tasks." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module." + "reason": "Unrelated topics: model_max_length discussion vs missing transformers.onnx module." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression and Gemma eos_token configuration are separate bugs." + "reason": "Both involve v5-era model/processor behavior, but one is about processor.tokenizer access and image passing; the other is an eos_token_id config inconsistency." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token mismatch is unrelated to Whisper empty-transcription handling." + "reason": "Different models and failure modes: Gemma eos_token configuration vs Whisper empty-transcription generation after special-token alignment." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked generation/caching, but they target different failures: incorrect outputs vs spurious recompilation." + "reason": "Both mention chunked generation/compile, but one reports inconsistent outputs and the other spurious recompilation from cache initialization; not the same concrete bug." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 dtype mismatch in image preprocessing." + "reason": "API discrepancy in Gemma3TextConfig is unrelated to a Mistral-3 dtype mismatch between preprocessor and model." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Packaging/backend extras issue is unrelated to a config API discrepancy." + "reason": "Backend installation/package dependency issue is unrelated to a config API discrepancy." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init enforcement and non-persistent buffer corruption are different model initialization bugs." + "reason": "Optional post_init policy for patchtsmixer is unrelated to non-persistent buffer initialization junk." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token configuration does not match the sinq save/load quantization regression." + "reason": "Gemma eos_token_id inconsistency and sinq save/load quantization breakage are different persistence/config problems." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload behavior are unrelated." + "reason": "A broad Transformers 5 custom initialization regression is not the same as GPTNeoXConfig rotary_pct not round-tripping." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing errors in Fuyu is unrelated to importing Trainer after uninstalling datasets." + "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import failure caused by datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are unrelated model-specific issues." + "reason": "ESM2 model breakage and a janus image-generation test failure are unrelated." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading failures are different from an unrecognized model/config.json error." + "reason": "GGUF tokenizer/model loading bug is unrelated to an unrecognized-model/config.json model_type issue." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Load balancing loss omission in MoE is unrelated to a training-loss double-shift bug in CohereASR." + "reason": "Both concern training losses, but they are different models and different loss bugs with no shared concrete code path." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration is separate from a FlashAttention failure in Ministral-3." + "reason": "Mistral3 weight tying and Ministral-3 FlashAttention failures are distinct model issues." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Cache path collision for remote code and max_cache_length handling are unrelated cache issues." + "reason": "Cache path collisions for trust_remote_code are unrelated to max_cache_length handling for quantized cache." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except in Fuyu and Windows/ROCm import dependency problems are not the same bug." + "reason": "Fuyu exception handling is unrelated to a Windows/ROCm torch.distributed dependency import error." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Placeholder issue with no substantive bug is unrelated to Gemma pipeline roundtrip failure." + "reason": "A vague data request is unrelated to Gemma pipeline roundtrip behavior on the \u2581 token." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo input size mismatch and sam3-litetext memory overflow are different failures." + "reason": "OmDet-Turbo input-size mismatch is unrelated to a SAM3 LiteText memory overflow." }, { "left": "issue:43761", "right": "issue:46932", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "CLIPVisionModel hidden_states regression is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorFlow backend packaging problem is unrelated to a missing utility function in import_utils." + "reason": "Tensorboard/TensorFlow backend packaging issue is unrelated to a missing import_utils symbol." } ] }, @@ -11369,8 +11369,8 @@ "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-10000-502", "nodes": [ @@ -11940,8 +11940,8 @@ "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-10000-502", "nodes": [ @@ -12245,8 +12245,8 @@ "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-10000-502", "nodes": [ @@ -12514,8 +12514,8 @@ "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-10000-502", "nodes": [ @@ -13401,8 +13401,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -13484,7 +13484,7 @@ "issue:43723|issue:46710", "issue:44368|issue:45563" ], - "prepared_review_unit_hash": "710ff950146fc9a0ba60993319d910c2f13aa59ab7e067666b0dbf0aede3f3b8", + "prepared_review_unit_hash": "4f7538ee2a44af5f06b4ed37482c0a45185c66a71dcf6df422701fe083ce2d9f", "component_budget": { "node_count": 502, "item_count": 502, @@ -13506,168 +13506,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated bugs across tokenizers, vision models, config loading, generation, deepspeed, and memory/runtime issues. I reject all soft edges; none look like the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is not a true duplicate set; the items span many unrelated bugs and regressions across different models, loaders, and runtime paths. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "If one issue must represent the set, issue:45229 is the most detailed and highest-activity report, but it is not a real duplicate anchor for the rest of the items.", "canonical_pr_reason": null, - "best_issue_reason": "No true canonical issue stands out because the cluster is mixed, but issue 46897 is the most representative single item if forced: it is concrete, recent, and has the strongest inbound attention among the listed issues.", + "best_issue_reason": "issue:45229 has the richest repro discussion and broad user impact, so it is the most useful representative issue in an otherwise heterogeneous group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Different failures in different code paths: Qwen2.5-VL image processor import vs BertModel init under ZeRO-3." + "reason": "Different failures: a missing Qwen2_5_VLImageProcessor import versus an index error in BertModel under deepspeed zero3." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both mention strict config, but one is a loading failure and the other is a field being silently dropped in a different model config." + "reason": "Both involve config handling, but they are distinct bugs in different models and code paths: granite_speech loading vs Qwen3_5MoeVisionConfig strict-field dropping." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Related to processor/embedding regressions, but not the same bug: processor.tokenizer/images regression versus resize_token_embeddings not updating output embeddings." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Resize behavior for embeddings and Whisper empty-transcription generation are distinct bugs." + "reason": "Different model behaviors: token embedding resize mismatch versus Whisper failing on empty transcription after align_special_tokens." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Device-dependent tied-weight serialization is not the same as decoder.embed_tokens not changing after resize_token_embeddings." + "reason": "Both mention tied/resized embeddings, but one is a device-dependent serialization issue and the other is t5gemma decoder.embed_tokens not being updated." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing files in save_pretrained and missing-vision-backend AutoProcessor errors are different symptoms and causes." + "reason": "One is processor.save_pretrained missing files; the other is AutoProcessor raising unrecognized image processor when a vision backend is missing." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss logic and an AMP/CUDA crash in LwDetrImageLoss do not match." + "reason": "Different concrete bugs: MoE load-balancing loss omission versus LwDetrImageLoss crashing under float16 AMP on CUDA." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BEiT reduce_labels returning one label is unrelated to a training-loss double-shift bug in Florence2." + "reason": "Different domains and code paths: BEiTImageProcessorFast reduce_labels bug versus CohereASR training-loss double-shift." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe version compatibility and PPDocLayoutV3 CPU/CUDA divergence are different problems." + "reason": "Qwen3-VL-Moe/transformers v5 loading bug is unrelated to PPDocLayoutV3 CPU vs CUDA output divergence." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Tokenizer loading under v5.1 and protobuf-error masking are separate tokenizer issues with different failure points." + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to protobuf-related tokenizer error masking." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLFlow run-state reporting after training failure are unrelated." + "reason": "BART generate() unboundlocalerror and MLflow job-state reporting are unrelated failures." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Unsupported Flash Attention warning for Nemotron is not the same as the generic Flash Attention 2.0 issue." + "reason": "One is a model-specific unsupported Flash Attention error; the other is a generic Flash Attention 2.0 topic with no matching concrete bug." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality background-class handling and Qwen3.5 variable-length position_ids are different model-specific bugs." + "reason": "DETR cardinality logic and Qwen3.5 variable-length position_ids are distinct model issues." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "The BEiT label-reduction bug is unrelated to the CohereASR training-loss double-shift bug." + "reason": "Different bugs despite a superficial loss-shift similarity: BEiT label reduction versus ASR training-loss double-shift." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are not the same underlying change." + "reason": "One is an incorrect tied-weights warning; the other is a restriction on optional post_init in patchtsmixer." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tied-embeddings warning in fine-tuning is unrelated to Qwen3.5 flash-attention generation failures." + "reason": "Qwen3.5 tied-embeddings warning is not the same as a flash-attention generation failure." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token decode behavior and ESM2 being broken are distinct tokenizer/model issues." + "reason": "BigBirdTokenizer special-token decode behavior and ESM2 breakage are unrelated issues." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory release on deletion and MaskGenerationPipeline final-batch dropping are unrelated runtime bugs." + "reason": "Memory release on RT-DETR deletion is unrelated to MaskGenerationPipeline dropping a final partial batch result." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "A video-input regression in Qwen models is unrelated to the Windows ROCm torch.distributed import issue." + "reason": "A Qwen video-input regression is unrelated to a Windows ROCm torch.distributed import/type error." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are completely different failure modes." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different problems." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "ZeRO-3 from_pretrained problems and deepspeed optimizer stepping twice are not the same bug." + "reason": "Gemma-4 zero3 from_pretrained issues are not the same as deepspeed causing optimizer.step() to run twice." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as the wrong-model-type warning." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to a model-type mismatch warning between sam3_video and sam3_tracker." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM3 video output and Qwen3OmniMoe video ValueError are unrelated." + "reason": "Missing fpn_position_embeddings in SAM 3 video output is unrelated to Qwen3OmniMoe video-input validation errors." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and Windows ROCm dependency failures are unrelated." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Windows/ROCm dependency import errors do not match RTDetrModel forward shape/feature-level errors." + "reason": "Windows ROCm import/type errors and RTDetrModel num_feature_levels/backbone-output mismatch are different code paths." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "AutoTokenizer loading in v5 and an accuracy regression in DeepSeek are different classes of problems." + "reason": "Tokenizer loading in v5 is unrelated to the DeepSeek-R1-Distill-Llama-8B accuracy regression." }, { - "left": "issue:46506", - "right": "issue:46851", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "CPU/CUDA result divergence for PPDocLayoutV3 and Qwen3.5 variable-length position_ids are not the same issue." + "reason": "A tied-embeddings warning and a stale paged-generate warning for num_return_sequences are not the same bug." } ] }, @@ -13686,8 +13692,8 @@ "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-10000-502", "nodes": [ @@ -14613,8 +14619,8 @@ "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-10000-502", "nodes": [ @@ -15597,8 +15603,8 @@ "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-10000-502", "nodes": [ @@ -16207,8 +16213,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -16292,7 +16298,7 @@ "issue:27957|issue:43352", "issue:43931|issue:44038" ], - "prepared_review_unit_hash": "b23c2e1e5a7986b84870c87123b3057f0211983d507630f922a2bffa372a4f5f", + "prepared_review_unit_hash": "55c0210151c04c47062285fe6319311facc3991d5763fbe5768202c8cb6e86e7", "component_budget": { "node_count": 502, "item_count": 502, @@ -16314,192 +16320,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are overwhelmingly false positives: they mostly connect unrelated model-loading, tokenizer, backend, config, and training issues rather than the same underlying defect.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue is suitable here; the set is heterogeneous and the proposed pairs do not collapse to one duplicate bug report.", + "summary": "This cluster is very heterogeneous: most pairs share only a loose Transformers/version/regression vibe, not the same concrete bug. I found no PRs, and I would not merge any of the soft edges as duplicates with high confidence.", + "confidence": 0.27, + "canonical_issue_reason": "issue:45278 is the broadest regression-style report in the set and the closest thing to an umbrella issue for the import/error breakage subset, though the cluster as a whole is not a clean duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the cluster spans many distinct regressions and feature requests.", + "best_issue_reason": "issue:45278 is the best available representative because it is the most general and captures the widest surface area among these issues, but it still does not truly cover the whole heterogeneous cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Unrelated: a 3d_parallel.py execution failure vs a small testing_utils.py bug." + "reason": "Unrelated failures: running 3d_parallel.py vs a small testing_utils bug." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Different code paths: Qwen3.5 chat crash vs SequenceFeatureExtractor.pad performance." + "reason": "Different areas and symptoms: Qwen3.5 chat crash vs SequenceFeatureExtractor.pad inefficiency." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Different problems: vitpose model breakage vs tensorflow_text backend registration." + "reason": "VitPose model breakage and a tensorflow_text backend mapping error are unrelated." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Unrelated: save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained failure." + "reason": "save_pretrained shard-size question is not the same as Qwen3.5-MoE from_pretrained failure." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "Different symptoms and subsystems: TF32 setting guidance vs MLA layernorm epsilon precision bug." + "reason": "TF32 API guidance and MLA rms_norm_eps precision mismatch are different bugs." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Config-loading regression vs a documentation parameter-name mismatch." + "reason": "Strict config loading for granite_speech and a docs parameter-name typo are unrelated." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping bug vs FP8 inference failure on B200; not the same defect." + "reason": "Qwen3 tokenizer offset_mapping bug and FP8 inference failure on B200 are different code paths." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Different models and failures: invalid GenerationConfig vs unrecognized model type." + "reason": "GLM generation config validation and unrecognized model/model_type loading are distinct loading problems." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 settings issue is unrelated to trust_remote_code cache FileNotFoundError." + "reason": "TF32 behavior settings and trust_remote_code cache loading are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen-family, but one is missing projections and the other is a from_pretrained error; different bugs." + "reason": "Missing qwen3next projections and Qwen3.5-MoE from_pretrained errors are not the same bug." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Different numerical issues in different models/code paths; not the same underlying bug." + "reason": "Layer-norm epsilon precision issue and Minimax MSA attention numerical differences are unrelated." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A missing import from image_utils is not the same as broad import errors after upgrade." + "reason": "A specific nonexistent import from image_utils is not the same concrete issue as a broad post-upgrade import-regression report." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "Different models and training bugs; the shared 'double shift' pattern is not enough to treat as a duplicate." + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are different model/training problems." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for layer_type_validation vs audio feature extraction logic; unrelated." + "reason": "Configuration_utils import error and _torch_extract_fbank_features() issue are unrelated." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Optimizer args ignored is distinct from optimizer.step() being called twice under deepspeed." + "reason": "SGD args being ignored is not the same as optimizer.step being called twice under deepspeed." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both involve tokenizer behavior in v5, but the concrete failures differ (decoder type vs tokenization output)." + "reason": "Wrong tokenizer decoder type and different tokenization outputs are related only at a very high level, not the same concrete bug." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return handling vs GLM-5 RoPE implementation; different code paths." + "reason": "torch.split return handling and GLM-5 RoPE implementation are different defects." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed API and unexpected position-id keys are separate regression classes." + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are distinct regression reports." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Weight-shape mismatch for Qwen3-VL is unrelated to missing qkv/gate projections in qwen3next." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading failures." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache missing in chunked_prefill vs a testing_utils.py bug; unrelated." + "reason": "GenerationMixin cache/chunked_prefill bug and a testing_utils bug are unrelated." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "vitpose model failures are unrelated to the TensorFlow/tensorboard backend error." + "reason": "VitPose model breakage and undefined tf backend from tensorboard-only installs are unrelated." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "ImportError for AutoImageProcessor is not the same as PreTrainedConfig type-checking breakage." + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking regression are different API breakages." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression vs undefined tf backend error; different issues." + "reason": "PreTrainedConfig type checking and TensorFlow backend detection are unrelated." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to Qwen3.5 MoE loading failure." + "reason": "max_shard_size question and Qwen3.5-MoE loading error are not the same underlying bug." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is a generic API rejection and the other is a model-specific streaming failure." + "reason": "chat/completions request rejection and streaming inference failure on Qwen3.5-0.8B are similar only by API surface, not the same concrete defect." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image patch-count method vs layernorm epsilon precision bug; different subsystems." + "reason": "Missing get_number_of_image_patches and rms_norm_eps precision error are unrelated." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "torch.split return-value issue is unrelated to DeepSeek-v4 transpose logic." + "reason": "torch.split return values in GlmMoeDsaIndexer and DeepSeek comb transpose logic are different bugs." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Lack of ReLU in the DSA indexer is unrelated to the DeepSeek-v4 tensor transpose bug." + "reason": "DSA indexer missing ReLU and DeepSeek transpose issue do not match." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2 support, but they are different models and not the same concrete bug." + "reason": "Both mention Flash Attention 2, but they are model-specific support questions, not the same bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen3-VL loading failures; same family, but not the same underlying change or fix." + "reason": "Qwen3-VL weight mismatch and Qwen3-VL-Moe loading bug are related by model family only, not the same failure." } ] }, @@ -17163,8 +17169,8 @@ "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-10000-502", "nodes": [ @@ -18524,8 +18530,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -18621,7 +18627,7 @@ "issue:42936|issue:46018", "issue:43668|issue:44031" ], - "prepared_review_unit_hash": "3da0cf0e42e95d62e33d6f4e72b7155f6b22a83df0cd5c268d5f73cd845210b4", + "prepared_review_unit_hash": "09e05dd03c1b2caf141dbe379653dfe61af6c8a1d9f1a21712c1f87a1204fc24", "component_budget": { "node_count": 502, "item_count": 502, @@ -18643,258 +18649,258 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span unrelated Transformers bugs and regressions (save_pretrained, tokenizer/config issues, loading errors, model-specific inference bugs, scheduler behavior, etc.). All soft pairs should be rejected as merely title-similar, not the same underlying bug/change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical duplicate exists. If forced to pick an umbrella, issue:45850 is the broadest v5-regression report, but it is too vague to serve as a real duplicate sink.", + "summary": "No pull requests are present. The soft edges are mostly superficial text similarity across unrelated bug reports or feature requests, so I would not merge any of them as duplicates. The strongest issue anchor in this set is a concrete, reproducible bug report rather than the vague v5/regression titles.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43519 is the clearest concrete bug report in the set and sits at the center of the largest similarity cluster, so it is the best anchor for triage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the closest thing to a cluster representative because it broadly matches the recurring 'v5 breaks many models' theme, but the cluster is too heterogeneous for a strong best-issue choice.", + "best_issue_reason": "Issue 43519 has a specific failure mode, a model-specific repro, and enough detail to be a useful representative issue; the nearby similarity hits are too broad to collapse into it, but it is still the strongest issue in this batch.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Different bugs: Pipeline save_pretrained missing files vs _tied_weights_keys list handling crash." + "reason": "Different failure surfaces: saving Pipeline objects vs _get_tied_weight_keys crashing on list-typed _tied_weights_keys." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Different failures: broken env command vs import error for Qwen3_5ForCausalLM." + "reason": "Unrelated problems: the env CLI is broken in v5, while the other is a specific Qwen3.5 import failure." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different model/code paths: Qwen3VL timestamp bug vs GLM-5 RoPE implementation issue." + "reason": "Different model bugs and code paths: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Different model-specific training/inference bugs: Gemma-4 audio positional encoding vs CohereASR loss double-shift." + "reason": "Different models and symptoms: Gemma-4 audio positional encoding vs CohereASR training-loss shift." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Unrelated bugs: processor timestamp calculation vs inverse_sqrt scheduler kwargs being ignored." + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated bugs." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Different scope: import * cleanup/perf issue vs Qwen3ForCausalLM VRAM leak." + "reason": "Import-star cleanup/perf regression is unrelated to a VRAM leak in multi-threaded dataloader use." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Different problem types: documentation confusion vs Llama 3.2 vision model loading regression." + "reason": "Documentation confusion about forward args is not the same as a model-loading regression for Llama 3.2 Vision." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek issues: shared expert gating bug vs tensor transpose/dtype expression bug." + "reason": "DeepSeek-V4 gating logic and a comb transpose bug are different code-path problems." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "Different bugs: VRAM leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation." + "reason": "VRAM leakage in Qwen3ForCausalLM is not the same as GLM-5 RoPE implementation behavior." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model implementations: GLM-5 RoPE vs Gemma-4 audio positional encoding." + "reason": "Both are model-specific, but they describe different models and distinct implementation bugs." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Different failures: unwanted network requests with local_files_only vs Qwen3VL timestamp bug." + "reason": "Local-files-only network requests are unrelated to Qwen3VL timestamp calculation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "Different areas: TF32 settings guidance vs Qwen3ForCausalLM memory leak." + "reason": "TF32 API/settings guidance is unrelated to a Qwen3ForCausalLM memory leak." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Different regressions: generic v5 breakage complaint vs import failure for Qwen3_5ForCausalLM." + "reason": "A vague broad v5 complaint is not the same underlying bug as a concrete Qwen3_5 module import error." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Different bugs: timestamp calculation vs VRAM leak." + "reason": "Qwen3VL timestamp calculation and VRAM leak in a different model are separate issues." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "Different model internals: GLM MoE torch.split behavior vs Gemma-4 audio positional encoding." + "reason": "torch.split return handling in GLM-MoE DSA indexing is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Different precision/config problems: MLA q_a_layernorm eps mismatch vs Gemma-4 audio positional encoding." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a different bug from Gemma-4 audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Different requests: continuous batching support for audio models vs DeepSeek-V4 weight conversion question." + "reason": "Continuous batching audio-model support and a weight-conversion question are not the same change." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Different import failures: HybridCache export missing vs Qwen3_5ForCausalLM module import error." + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are different missing-symbol problems." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Different issues: NemotronH Flash Attention 2.0 support vs Qwen3_5ForCausalLM import failure." + "reason": "Nemotron Flash Attention 2 support and Qwen3.5 import failure are unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Related theme but not same bug: tokenizer v4/v5 behavior difference vs wrong decoder type in v5." + "reason": "Both mention tokenizer v5, but one is a broad behavior difference and the other is a specific decoder-type bug; not enough to treat as the same underlying issue." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Same broad feature area only: GPT2LMHeadModel FA2 support request vs generic Flash Attention 2.0 topic." + "reason": "Specific GPT2 Flash Attention 2 support request vs a generic Flash Attention 2.0 issue are not the same concrete bug/change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Completely unrelated: scheduler kwargs bug vs unrelated 'Unemployment' issue." + "reason": "Scheduler kwargs handling is unrelated to the spam/irrelevant 'Unemployment' issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Different issues: cache-strategy typo vs unrelated non-technical issue." + "reason": "A typo in cache strategies is unrelated to the spam issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "Different bugs: CLIPOutput attentions assignment regression vs unrelated 'Unemployment' issue." + "reason": "CLIPOutput attention assignment regression is unrelated to the spam issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Not a duplicate pair: unrelated issue vs generic v5 breakage complaint." + "reason": "The spam issue is not the same as a broad complaint about many breakages in v5." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Different problems: Python 3.14 load failure vs unrelated 'Unemployment' issue." + "reason": "Python 3.14 load failures are unrelated to the spam issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different code paths: tied-weight-key crash vs chat template tool-call crash." + "reason": "Internal tied-weight key handling is unrelated to chat-template crashes with tool-call assistant messages." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Different scope: from_pretrained performance complaint vs ImportError for layer_type_validation." + "reason": "Slow checkpoint loading is unrelated to an ImportError for layer_type_validation." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Different bugs: missing pad_token_idx after v5 update vs tied-weights list handling crash." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the tied-weight key crash." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Different bugs: Llama4Config pad_token_id absence vs tied-weights list handling crash." + "reason": "Missing pad_token_id on Llama4Config is unrelated to the tied-weight key crash." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "Different requests: fp8 inference support vs processor.save_pretrained missing files." + "reason": "FP8 inference support and processor.save_pretrained missing files are different topics." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Same broad feature area only: Flash Attention 2.0 support requests for different models, not the same bug/change." + "reason": "Both mention Flash Attention 2.0, but they target different models and different concrete issues." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "Different bugs: Bart generate() decoder_attention_mask error vs from_pretrained slowness." + "reason": "BART generate() decoder mask failure is unrelated to from_pretrained slowness." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "Different problems: MLFlow reporting after training failure vs from_pretrained slowness." + "reason": "MLflow reporting on failed jobs is unrelated to checkpoint load latency." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Different layers: checkpoint loading performance vs tensor-parallel training bug." + "reason": "from_pretrained performance and tensor-parallel training correctness are distinct problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Different issues: slow checkpoint loading vs confusing forward() documentation." + "reason": "Loading performance and documentation confusion are not the same issue." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Different bugs: fp8 support request vs Qwen3.5 MoE from_pretrained error." + "reason": "FP8 support and a Qwen3.5 MoE from_pretrained error are different model-specific issues." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Different feature requests: continuous batching for audio models vs fp8 inference support." + "reason": "Continuous batching support for audio models and FP8 inference support are unrelated." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Different model components: Mamba init_weights behavior vs RoFormer attention interface usage." + "reason": "Mamba init_weights handling and RoFormer attention-interface usage are different implementation concerns." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Different model bugs: Mask2Former ignore_value usage vs DeepSeek-V4 shared expert gating." + "reason": "Mask2former ignore_value usage and DeepSeek-V4 shared-expert gating are unrelated bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Different defects: ModernBERT type hint bug vs tokenizer regex warning regression." + "reason": "A ModernBERT type-hint issue is unrelated to tokenizer regex pattern warnings." } ] }, @@ -19186,8 +19192,8 @@ "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": [ @@ -21170,7 +21176,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "df0b72d8598d56d2891ece164f38a6d961b22fe3291925741266351aa6c1e805", + "prepared_review_unit_hash": "05161cf9fe4a0e18072328260a9d29d8f9377ad738baec25cdbff5421582dffc", "component_budget": { "node_count": 2, "item_count": 2, @@ -21192,18 +21198,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs target the VibeVoice family, but they are not the same change: one introduces the base VibeVoice integration, while the other adds a separate realtime variant and extra acoustic-tokenizer/runtime wiring.", - "confidence": 0.89, + "summary": "Two open PRs overlap on the VibeVoice model family, but they are not the same change: #40546 is the core VibeVoice integration, while #42781 extends it with realtime/acoustic-tokenizer work and extra generation/auto-mapping changes. They share several files, but the feature scope is different enough that they should stay separate.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the foundational VibeVoice implementation and the broader base integration; it is the better anchor for the cluster.", + "canonical_pr_reason": "#40546 is the best canonical PR because it is the main VibeVoice implementation, has substantial review activity, and is the more general base integration rather than the narrower realtime extension.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best representative because it covers the core model addition, while #42781 is a later, narrower realtime extension.", + "best_pr_reason": "#40546 is the best overall PR for the cluster because it represents the primary VibeVoice landing and is closer to a standalone, mergeable implementation of the model family.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Related but not the same underlying change: #40546 adds the base VibeVoice model, whereas #42781 adds VibeVoice Realtime plus additional tokenizer/auto/generation wiring. They are not a single concrete code-path fix and would not plausibly be merged as one PR." + "reason": "Reject: despite shared VibeVoice files, #42781 is a separate realtime/acoustic-tokenizer extension with additional generation and auto-registration changes, not the same concrete bug or change as the core VibeVoice PR." } ] }, @@ -21233,12 +21239,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "711496fd3cb68dfec1a3cda41fd8a80b04362cc8931fecb54dba9d1426742ba0", + "prepared_review_unit_hash": "5a608cf0c6449cf43045f9544eda744812fe66121394e2d01c9066c40b193244", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -21246,7 +21252,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -21255,18 +21261,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "summary": "The two PRs are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They do not appear to fix the same bug or implement the same change, so this is not a duplicate cluster.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different code paths, different models, and different user-facing capabilities.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best PR represents the cluster because the artifacts are not about the same underlying change.", + "best_pr_reason": "PR 41224 is the cleaner standalone representative because it is a focused feature addition with a single, concrete model scope.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying features and model families (TimesFM covariate forecasting vs DINOv3 image classification); they are not the same fix/change and could not plausibly be merged into one PR." + "reason": "Reject: these PRs target different models and code paths (TimesFM forecasting covariates vs DINOv3 image classification). They are not the same underlying change and would not plausibly be merged into one PR." } ] }, @@ -21397,191 +21403,308 @@ "pull_request:43823|pull_request:46911", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "066c0f80fc664242c3e65602a8dd28ab8db8124cee4caabc8b4a09c10f5b8372", + "prepared_review_unit_hash": "9fe454a0f78734e59faf5e886fd5939aeee20ff8ba09a793617d079ee7f3e26d", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 26, - "serialized_chars": 42252, - "estimated_input_tokens": 10563, - "estimated_eval_tokens": 21382 + "serialized_chars": 42253, + "estimated_input_tokens": 10564, + "estimated_eval_tokens": 21384 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 26, - "serialized_chars": 42252, - "estimated_input_tokens": 10563, - "estimated_eval_tokens": 21382 + "serialized_chars": 42253, + "estimated_input_tokens": 10564, + "estimated_eval_tokens": 21384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated Transformers PRs that only share broad subsystem similarity. The only true duplicate-style change is the fixed_cross_entropy kwargs fix (43251 vs 43254); all listed soft edges are false positives.", - "confidence": 0.86, + "summary": "Mostly unrelated PRs with one true duplicate pair: two nearly identical fixes for `fixed_cross_entropy` kwargs. All other soft-similarity pairs are broad-subsystem overlaps or unrelated changes and should remain separate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative for the cross_entropy kwargs fix: it has the explicit issue link, a fuller implementation (weight + label_smoothing), and more review context than the narrower sibling patch.", + "canonical_pr_reason": "PR 43251 is the best canonical representative: it directly addresses issue 43240 and makes the same `fixed_cross_entropy` fix in `loss_utils.py` as its duplicate counterpart.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest overall PR candidate for the actual duplicate pair because it captures the complete intended change and is the clearest merge target.", + "best_pr_reason": "PR 43251 is the strongest overall representative of the cluster\u2019s only real duplicate change because it is issue-linked, narrowly scoped, and clearly implements the underlying bug fix.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer missing-methods work is unrelated to adding MobileLLM." + "reason": "Different features in different areas: Mistral tokenizer methods vs. adding MobileLLM model files. Similarity is only generic model-implementation work." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions are unrelated to an executorch dynamic-shapes export test." + "reason": "Tokenizer API additions are unrelated to ExecuTorch export tests; no shared bug or change path." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness changes are unrelated to adding a new model." + "reason": "Both touch processor/model-loading infrastructure, but one is auto-processing robustness and the other is adding a new model. Not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs plumbing is unrelated to the MobileLLM model addition." + "reason": "Cross-entropy kwargs fix is unrelated to MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs support is unrelated to Mistral4 test fixes." + "reason": "Loss helper kwargs support and Mistral4 test fixes are different code paths and different failure modes." }, { "left": "pull_request:43424", "right": "pull_request:46911", "accept": false, - "reason": "Executorch export test coverage is unrelated to Olmo3 RoPE-per-layer behavior." + "reason": "ExecuTorch dynamic-shape test coverage is unrelated to Olmo3 RoPE-per-layer behavior." }, { "left": "pull_request:43424", "right": "pull_request:46707", "accept": false, - "reason": "An export test for dynamic shapes is unrelated to the FSDP2 migration." + "reason": "Exportability tests and native FSDP2 migration are unrelated; shared testing focus is too broad to merge." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export testing does not match Mistral4 test/model changes." + "reason": "Dynamic-shape export tests are not the same as Mistral4 runtime/test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Export test work is unrelated to adding MobileLLM." + "reason": "ExecuTorch export tests and MobileLLM model addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "A new model addition is unrelated to config-resolution order fixes." + "reason": "New model implementation and config-resolution order fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model addition vs. repo skill/documentation changes; not the same artifact or bug." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model code is unrelated to Falcon output-collection refactoring." + "reason": "MobileLLM addition and Falcon output-collection refactor touch different models and different concerns." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring is unrelated to the model-creation skill/documentation PR." + "reason": "Falcon refactor and model-creation skill are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactoring is unrelated to Mistral4 test fixes." + "reason": "Falcon standardized output handling is unrelated to Mistral4 test fixes." }, { "left": "pull_request:44827", - "right": "pull_request:46911", + "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests and Olmo3 RoPE changes are different model-specific changes." + "reason": "Mistral4 test fixes and CLIP-family `layrnorm` rename are unrelated model families and fixes." }, { "left": "pull_request:44827", - "right": "pull_request:46707", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the FSDP2 migration." + "reason": "Mistral4 fixes and model-creation skill/documentation are not the same change." }, { "left": "pull_request:44827", - "right": "pull_request:45170", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config-resolution order change are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes do not match the CLIP-like layrnorm-to-layernorm typo rename." + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests are unrelated to the chat-response parsing update." + "reason": "Mistral4 test fixes and chat response parsing updates are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46707", + "accept": false, + "reason": "Mistral4 model/test work and FSDP2 migration are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46911", + "accept": false, + "reason": "Mistral4 test fixes and Olmo3 RoPE-per-layer work are unrelated." }, { "left": "pull_request:45170", "right": "pull_request:46707", "accept": false, - "reason": "A weight-renaming typo fix is unrelated to native FSDP2 migration." + "reason": "CLIP-like weight-renaming/conversion changes are unrelated to native FSDP2 migration." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "TDT loss kernel integration and FSDP2 module migration are unrelated, despite both touching infra-style code." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration do not share the same underlying bug or code path." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46707", + "accept": false, + "reason": "MobileLLM model addition and FSDP2 migration are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46911", + "accept": false, + "reason": "MobileLLM addition and Olmo3 RoPE changes are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same helper in the same file: both add support for forwarding `weight` and `label_smoothing` to `nn.functional.cross_entropy`, so they fix the same concrete bug and could be merged into one PR." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests are unrelated to the model-creation skill PR." + "reason": "Mistral4 test fixes and model-creation skill are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM is unrelated to the model-creation skill documentation/tooling PR." + "reason": "MobileLLM model addition and new-model skill repo changes are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes are unrelated to class config resolution ordering." + "reason": "Mistral4 test fixes and config resolution order fix are unrelated." }, { "left": "pull_request:46048", "right": "pull_request:46707", "accept": false, - "reason": "TDT loss kernel integration is unrelated to FSDP2 migration." + "reason": "Loss kernel integration and FSDP2 migration are different features with no shared concrete bug." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:46911", "accept": false, - "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel." + "reason": "Mistral4 test fixes and layer-type-specific RoPE changes are unrelated." }, { "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM addition and config-resolution fix are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor and Mistral4 fixes are unrelated." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46707", + "accept": false, + "reason": "CLIP-family LayerNorm renaming and FSDP2 migration are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy helper kwargs and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic export-shape testing and Mistral4 fixes are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch dynamic-shape export tests and MobileLLM addition are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46707", + "accept": false, + "reason": "ExecuTorch export test coverage and FSDP2 migration are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46911", + "accept": false, + "reason": "ExecuTorch dynamic-shape export testing and Olmo3 RoPE changes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Different models and different fixes; no evidence they resolve the same underlying issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and chat parsing updates are unrelated." + }, + { + "left": "pull_request:44827", "right": "pull_request:46707", "accept": false, - "reason": "MobileLLM model addition is unrelated to the FSDP2 module migration." + "reason": "Mistral4 tests and FSDP2 migration are not the same code-path problem." }, { "left": "pull_request:43823", "right": "pull_request:46911", "accept": false, - "reason": "MobileLLM model addition is unrelated to Olmo3 RoPE-per-layer changes." + "reason": "MobileLLM addition and Olmo3 RoPE changes are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted pair, 43251/43254, is clearly the same `fixed_cross_entropy` bugfix in the same file and looks mergeable into a single PR. The other soft-edge rejections are appropriately cautious and do not overstate duplication evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21604,7 +21727,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "dac6241ccf6d37d78f557078b4c91e50f3d3358f146e73987ac117a6376ed1e5", + "prepared_review_unit_hash": "f6aec157b7ffc0b8d6252af76d8663e95d5bf402c64b7ca6c6358d02f72dba08", "component_budget": { "node_count": 2, "item_count": 2, @@ -21626,18 +21749,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate workflow-maintenance PRs that both update GitHub Actions, but they target different dependencies and problems: one is a broad Node 24 compatibility upgrade for workflow actions, the other updates docker/build-push-action and a few related action versions. Similar surface area, not the same change.", - "confidence": 0.91, + "summary": "These are related maintenance PRs but not the same underlying change: PR 42975 upgrades core GitHub Actions for Node 24 compatibility, while PR 42976 upgrades docker/build-push-action and a few other workflow actions to newer versions. The overlap is broad workflow coverage, not a shared concrete bug/fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the better canonical PR because its title and diff clearly describe the broader, specific maintenance goal: upgrading workflow actions for Node 24 compatibility.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best representative of the cluster because it has the clearest, more explicit purpose and touches the larger set of workflow action upgrades.", + "best_pr_reason": "PR 42975 is the better representative of the cluster because it has the clearest stated purpose (Node 24 compatibility) and a wider set of core action upgrades.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both are workflow action upgrade PRs, but they change different actions and not the same concrete code path. One focuses on checkout/cache/upload-artifact Node 24 compatibility; the other updates docker/build-push-action and related workflow actions. They could be merged separately." + "reason": "Both are workflow dependency bumps, but they target different actions and different compatibility concerns. They do not look like one same fix that could be merged as a single PR." } ] }, @@ -21678,82 +21801,82 @@ "pull_request:45490|pull_request:46562", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "89ff18471e205de414f1887e8bbffe93c224b49a2be56ed564486d58c7ecc645", + "prepared_review_unit_hash": "10ee8245bb01c08c1ab9387fadebd31e10c0e2211be36a794f0286b8e135b89d", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21198, - "estimated_input_tokens": 5300, - "estimated_eval_tokens": 10856 + "serialized_chars": 21196, + "estimated_input_tokens": 5299, + "estimated_eval_tokens": 10854 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21198, - "estimated_input_tokens": 5300, - "estimated_eval_tokens": 10856 + "serialized_chars": 21196, + "estimated_input_tokens": 5299, + "estimated_eval_tokens": 10854 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated model-addition PRs that share only boilerplate docs/registry edits. The only nearby pair is Step3.7 Flash vs a separate WIP mini-model script repo, but they are not the same mergeable change.", - "confidence": 0.95, + "summary": "This cluster is over-broad: it groups several unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM, Step 3.7 Flash) that only share generic registration/docs patterns. I do not see a true duplicate set here.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR: the cluster contains distinct additions for ViT NEPA, Molmo, Molmo2, CTSM, and Step3.7 Flash, plus a separate mini-model WIP script PR.", + "canonical_pr_reason": "No canonical PR: the items are distinct model additions with different architectures, files, and code paths, so they are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "46562 is the strongest standalone anchor because it is the main Transformers model-addition PR for Step3.7 Flash; however, it is not a duplicate of the others.", + "best_pr_reason": "No single best PR for duplicate-triage purposes; the cluster does not represent one underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); overlap is limited to docs/auto-registration boilerplate." + "reason": "Different models (ViT NEPA vs Molmo); shared docs/auto-registration boilerplate is not enough to treat them as the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families and codepaths (ViT NEPA vs Molmo2), not the same bug/change." + "reason": "Different model families and implementations; only generic model-addition scaffolding overlaps." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Unrelated domains: ViT vision model vs CTSM time-series model." + "reason": "ViT NEPA and CTSM are unrelated model additions with different code paths and tests." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model implementations; similar names and shared registry edits are not enough." + "reason": "Molmo and Molmo2 are related by naming, but they are separate model variants with different files and functionality, so not a duplicate change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions with only broad repo boilerplate in common." + "reason": "Molmo vs CTSM are distinct model additions; overlap is only in shared transformer registry/doc updates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model families and do not appear to fix the same underlying issue." + "reason": "Molmo2 and CTSM fix/add different models and code paths; not the same underlying bug or feature." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM vs Step3.7 Flash are unrelated model integrations; shared auto/doc churn is not a duplicate signal." + "reason": "CTSM and Step 3.7 Flash are separate model implementations; shared auto/model registration is incidental." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": false, - "reason": "Both mention Step3.7 Flash, but one is a Transformers model integration and the other is a separate mini-model conversion/script PR; they are not one mergeable change." + "reason": "Step 3.7 Flash core model implementation vs a separate mini-model/conversion/debug script PR; they are related in topic but not the same concrete change and would not plausibly merge into one PR." } ] }, @@ -21802,130 +21925,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "abb9857cbebd5526c74a754c0666d25b6de42c95fbcf8b352a81e678ec198f76", + "prepared_review_unit_hash": "077fdd5ad316358da9493a16c28a1fe936a387903c82e9ef2088b9fb176a9005", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the YOLOS pair looks like the same underlying bug; the other PRs are unrelated test, CI, generation, or model fixes despite some superficial similarity.", - "confidence": 0.96, + "summary": "This cluster is mostly unrelated PRs that share only vague \"fix\" wording. The only likely duplicate pair is the two YOLOS PRs, where the later PR supersets the earlier device-mismatch fix in the same file and issue target.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46886 is the clearest representative: it has the explicit issue target (46869), a specific title, and a focused fix for the YOLOS device-mismatch problem.", + "canonical_pr_reason": "PR 46922 is the clearest representative: it addresses the concrete YOLOS device-mismatch path, shares the same issue target as 46886, and includes the earlier no-split-module change plus the actual device-placement fix.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46886 is the best cluster representative because it most clearly describes the underlying bug and is the most directly tied to the shared YOLOS issue.", + "best_pr_reason": "PR 46922 is the strongest overall fit for the cluster because it is the most complete, specific fix among otherwise unrelated or test-only changes.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are small test-related PRs, but they touch different model test files and fix different things; no same bug is evident." + "reason": "Different models and test files; only generic \"fix\" wording overlaps." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test/tokenizer changes are unrelated to the FP8 dequantization/model-loading changes." + "reason": "Whisper tokenizer/tests vs FP8 dequant/model loading; unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Different subsystems and failures: Whisper decode tests vs generation watermarking / broad validation fixes." + "reason": "Whisper decoding tests vs generation watermarking/cis; not the same bug." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test/tokenizer work is unrelated to YOLOS device placement." + "reason": "Whisper tokenizer/tests vs YOLOS device-mismatch fix; unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "CLIP/ViT test edits are unrelated to the Phimoe CI memory-limit integration fix." + "reason": "CLIP/ViT test tweaks vs Phimoe CI integration-test setup; different problems." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "No shared underlying bug; test-only edits do not match the FP8 dequantization path change." + "reason": "Test-only assertions in CLIP/ViT vs FP8 dequant and loading changes; unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Generic test changes are not the same issue as generation config watermarking and validation." + "reason": "CLIP/ViT test edits vs generation-config watermarking fix; different underlying issue." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different models and code paths; the CLIP/ViT test edits are not YOLOS device-mismatch fixes." + "reason": "CLIP/ViT test changes vs YOLOS model runtime fix; unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/dequant logic is unrelated to the Phimoe CI runner memory workaround." + "reason": "FP8 quantization/loading work vs CI memory/device-map test harness changes; unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These touch different areas: FP8 kernel/model-loading vs generation configuration and model tests." + "reason": "FP8 dequant fix vs generation watermarking validation; different code paths." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No common code path; FP8 dequantization is unrelated to YOLOS device placement." + "reason": "FP8 dequant logic vs YOLOS device mismatch; unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config watermarking/validation changes are unrelated to CI memory handling for Phimoe integration tests." + "reason": "Generation-config watermarking fix vs Phimoe integration-test/CI fix; not the same bug." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Broad generation fixes do not match the specific YOLOS auto-device_map mismatch." + "reason": "Generation-config validation work vs YOLOS device mismatch; unrelated." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI test-environment memory limits are unrelated to YOLOS model device placement." + "reason": "Phimoe CI/device-map test infrastructure vs YOLOS model runtime fix; different underlying issue." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both target the same YOLOS device-mismatch bug on the same file and issue; the fixes are compatible and could plausibly be merged into one PR." + "reason": "Both target the same YOLOS device-mismatch problem in the same file and same issue target; 46922 includes the earlier no-split-module fix plus the concrete device-placement correction." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are grounded in the packet. The only accepted pair, pull_request:46886 and pull_request:46922, shares the same YOLOS file and explicit issue target, and the fixes look mergeable as one bugfix. The remaining pairs are conservatively rejected as unrelated based on their differing files, subsystems, and titles." + "feedback": "Grounded in the packet and conservative overall. The summary correctly treats most pairs as unrelated and the 46886\u219446922 pair as the only plausible duplicate/superset case, which is supported by the shared YOLOS file, shared issue target, and the added device-placement fix in 46922." }, "evaluator_used": true, "retried": false, @@ -21955,52 +22078,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "909722ef130fc841cf18780b322cd76d534e226a62e32d230c2bc47fd910ddb8", + "prepared_review_unit_hash": "643a349c083797b44e14516317e42740d8cc730472d79c29e34b0e603cdf462b", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated `[don't merge]` test PRs touching different areas: packaging/dependency setup, CI/commenting workflows, and the security gate workflow. They do not look like duplicates of the same underlying fix or change.", - "confidence": 0.95, + "summary": "All three are separate \"[don't merge]\" test PRs with only superficial similarity. They touch different areas (dependency/setup, CI automation, and security-gate workflow) and should not be treated as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43488 is the most self-contained and concrete change set, centered on setup/dependency metadata and a single test adjustment, making it the best representative if one PR must be chosen from this cluster.", + "canonical_pr_reason": "No canonical PR: the PRs make unrelated changes in different code/workflow paths, so none can stand in for the others.", "best_issue_reason": null, - "best_pr_reason": "PR #43488 is the cleanest standalone candidate; #43532 is broader and more workflow-heavy, while #46747 is a separate security-gate workflow tweak. None is a strong duplicate target, but #43488 is the least noisy representative.", + "best_pr_reason": "No best PR for dedupe purposes; the cluster does not contain a single underlying fix or change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", - "right": "pull_request:46747", + "right": "pull_request:43532", "accept": false, - "reason": "Different changes: #43488 alters setup/dependency/version metadata and a vit test, while #46747 only switches a workflow trigger from `pull_request_target` to `pull_request`. They do not fix the same concrete bug." + "reason": "Shared vit test file is incidental; one PR changes setup/dependencies while the other rewrites multiple CI workflows and helper scripts." }, { "left": "pull_request:43488", - "right": "pull_request:43532", + "right": "pull_request:46747", "accept": false, - "reason": "#43488 is packaging/dependency/version noise plus a test tweak; #43532 changes several CI workflows and testing utilities. Shared test filename is superficial, but the underlying code-path changes are unrelated." + "reason": "Setup/dependency/test tweaks vs. a workflow security-gate trigger change; different concrete code paths and purposes." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch GitHub Actions, but they address different workflows and different behavior: PR #43532 adjusts comment/notification/scheduling logic, while #46747 changes the PR security gate trigger. Not the same underlying change." + "reason": "Both touch workflows, but they change different workflow behaviors and files; they are not the same underlying fix." } ] }, @@ -22030,12 +22153,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "bc068ebb283b739f2bf0679d8899cdf65c886ee2969678fcecb048ca9e7f2d02", + "prepared_review_unit_hash": "4b1c97486b373245d85d4dfb16d0541e638d56c7cdce6914f18b725b7f363990", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -22043,7 +22166,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -22052,18 +22175,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share pipeline/doc scaffolding, but the task names, target models, tests, and implementation files differ enough that they are not duplicates.", - "confidence": 0.97, + "summary": "These PRs are closely related in theme but they implement different pipelines and different concrete code paths, so they should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43612 and 43613 implement different segmentation pipelines for different concrete tasks, not the same change.", + "canonical_pr_reason": "No canonical PR as a duplicate set: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; they target different tasks and model integrations.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader representative if one is needed, since it integrates more model backends and tests, but it is still not a duplicate of 43612.", + "best_pr_reason": "43613 is the broader and more central pipeline addition, with more model integrations and supporting files, so it is the better representative PR.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features and code paths: concept segmentation vs visual segmentation, with different pipeline modules, task docs, model integrations, and tests. Shared scaffolding alone is not enough to merge them as duplicates." + "reason": "Reject: similar scaffolding and docs, but they add different pipelines for different tasks and different underlying model integrations, so they are not the same concrete change." } ] }, @@ -22093,40 +22216,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "76b18273ed7df025f95c51e644f521b4c277c7a186353149cebbcfc11d25b1a9", + "prepared_review_unit_hash": "83a60fe2d5cd88fa9fecba08e422b8a9e41ec9f12c49be84dc4b968997c15f8e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same file but address different Trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates and should remain separate.", - "confidence": 0.95, + "summary": "These two PRs are not duplicates: 43651 changes gradient-accumulation loss scaling behavior, while 43663 refactors signature-column filtering to be overrideable. They only overlap at the trainer.py subsystem level.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the better canonical PR for this cluster because it is the more concrete, self-contained code change: it adjusts `training_step` loss scaling behavior and adds `_loss_is_scaled_for_ga` to control a specific bug-prone path.", + "canonical_pr_reason": "No canonical PR: the two patches address different trainer code paths and solve different customization problems.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the strongest standalone candidate to keep as the representative PR since it fixes a specific training-time behavior with a clear code-path change, whereas #43663 is a separate Trainer extensibility refactor around signature columns.", + "best_pr_reason": "Neither PR is a good global duplicate representative because neither subsumes the other; they are separate trainer refactors with distinct behavior changes.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "They modify different logic in `trainer.py`: #43651 changes gradient accumulation loss normalization, while #43663 changes input column filtering/signature inspection. Shared file and broad Trainer context are not enough to treat them as the same change." + "reason": "Different underlying changes: one alters loss normalization during training, the other extracts signature-column logic for subclass override. Shared file alone is not enough for duplication." } ] }, @@ -22156,12 +22279,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "9625842ed41b304751e0741bfca00024a4529b4e96b8e688cf9eedd55ce82e92", + "prepared_review_unit_hash": "22d41ac87133cb8e32463b201d56caa077aca2308cb4b913d0ca7ff4bdb46825", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -22169,7 +22292,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -22178,24 +22301,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and aim at import-time `TypeAdapter`/annotation NameErrors, but they fix different slices of the problem. PR 43656 is the broader typing/future-annotations cleanup; PR 43842 is a narrower `TYPE_CHECKING`/quoted-annotation patch for the validator path.", - "confidence": 0.82, + "summary": "PR 43842 is the narrow, explicit TypeAdapter NameError fix in `src/transformers/cli/serve.py`. PR 43656 touches the same file but the visible diff looks like broader typing/future-annotations cleanup, not a clearly evidenced alternate implementation of the same bug fix, so they should not be merged as duplicates on this packet alone.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the more central and broader fix: it addresses runtime annotation evaluation in the CLI module across multiple type hints, not just one symbol.", + "canonical_pr_reason": "PR 43842 is the cleaner canonical PR because it directly and minimally fixes the TypeAdapter reference by importing it under `TYPE_CHECKING` and quoting the annotation, whereas 43656\u2019s visible changes are broader typing cleanup without clear evidence of the same concrete fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the best representative of the cluster because it looks like the foundational CLI typing fix, whereas PR 43842 is a narrower follow-up for a specific `TypeAdapter` annotation case.", + "best_pr_reason": "PR 43842 is the best overall PR because it targets the specific failure mode directly with a small, reviewable change and least unrelated typing churn.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and related symptom, but not the same concrete change: 43656 modernizes/de-defers annotations broadly, while 43842 only patches a specific `TypeAdapter` reference under `TYPE_CHECKING`. They are related follow-ups rather than one duplicate fix." + "reason": "The packet does not show 43656 making the same concrete TypeAdapter fix. It appears to be a broader annotations cleanup in the same file, so the evidence is insufficient to treat these as the same mergeable bugfix." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The analysis overstates the evidence. In the packet, PR 43842 clearly and narrowly addresses the `TypeAdapter` reference by importing it under `TYPE_CHECKING` and quoting the annotation. PR 43656, based on the visible diff, is a broader typing/future-annotations cleanup in the same file, but the packet does not show a `TypeAdapter` fix there. It may be related, but the claim that both PRs fix the same underlying `TypeAdapter` NameError and are alternative implementations of one bugfix is not sufficiently grounded. The conservative call is to treat them as related but not confidently the same mergeable fix." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -22382,12 +22508,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "0e7ce44f3f849933711d4724529e903a4e8a2fdbafb530b26aab4d6906a97ce5", + "prepared_review_unit_hash": "44d21b500d264fc7a9a483dcea0906967ac7cdc3502c9d4e5cdad7ced169fc7e", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84506, + "serialized_chars": 84508, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -22395,7 +22521,7 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76938, + "serialized_chars": 76940, "estimated_input_tokens": 19235, "estimated_eval_tokens": 38726 }, @@ -22404,312 +22530,336 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific output-tracing refactors. Only a few PRs are true duplicates within the same concrete code path, mainly the GPT-J/CodeGen family and the GPT-Neo family; the rest are separate model migrations that share a theme but not a mergeable change.", - "confidence": 0.78, + "summary": "This cluster is dominated by model-specific output-tracing refactors, but most PRs are just thematically similar rather than true duplicates. The only clear duplicate-like overlaps are within the GPT-Neo and GPT-J/CodeGen subclusters.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest representative of the shared output-tracing refactor subset: it explicitly targets the tracking issue, touches the core GPT-J path plus the copied CodeGen block, and looks like the most complete version of that duplicate family.", + "canonical_pr_reason": "No issue items are present. Among the PRs, #44722 is the best representative because it is the most complete GPT-J/CodeGen output-tracing refactor and clearly subsumes the overlapping GPT-J variants in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best single anchor for this cluster because it is the most complete, issue-linked instance of the recurring standardized output-tracing change; the other PRs are narrower model-by-model adaptations or unrelated sibling migrations.", + "best_pr_reason": "#44722 is the strongest canonical PR for the actual duplicate family here: it targets the same GPT-J/CodeGen output-tracing refactor as the overlapping GPT-J PRs, has explicit issue linkage, and appears broadest/most up-to-date among the overlapping implementations.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J) and different code paths; same output-tracing theme is too broad to call them duplicates." + "reason": "Same broad output-tracing theme, but different model families and code paths (CVT/FNet vs GPT-J); not a true duplicate." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet refactor vs DeBERTa refactor; same tracking issue is not enough, and the implementations are unrelated." + "reason": "Different model families and implementations; only the refactor pattern is shared." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor family; 44066 is the broader CodeGen+GPT-J version and 44085 is a narrower GPT-J-only subset of the same change." + "reason": "Both touch GPT-J output-tracing logic in the same file and look like overlapping variants of the same refactor." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet/RT-DETR backbone refactor vs EfficientNet refactor; same architectural pattern, but not the same concrete code path." + "reason": "Different models/subsystems (RegNet/ResNet/RT-DETR vs EfficientNet); same refactor style only." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet is a separate backbone from GPT-J/CodeGen, so this is only thematic similarity, not a duplicate fix." + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths; too broad to treat as duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor and EfficientNet refactor touch different models and cannot plausibly be merged into one PR as the same fix." + "reason": "Different model families and code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated code paths; they just belong to the broader output-tracing migration wave." + "reason": "MobileNetV2 vs DeBERTa are unrelated implementations despite the shared refactor theme." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different model families and not the same underlying bug/change." + "reason": "GPT-J/CodeGen vs MGP-STR are different model families and not the same concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in the same model/file family, and they look like duplicate or iterative versions of the same change." + "reason": "Both are GPT-Neo output-tracing refactors in the same file; they look like overlapping versions of the same change." }, { - "left": "pull_request:44066", - "right": "pull_request:44071", + "left": "pull_request:44018", + "right": "pull_request:44019", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model implementations with different forward paths." + "reason": "GPT-Neo vs ResNet are different model code paths." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:44068", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different code paths; shared decorator migration pattern is not enough." + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations; shared theme only." }, { "left": "pull_request:44018", - "right": "pull_request:44066", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same refactor theme, but different model code and not a single mergeable fix." + "reason": "GPT-Neo and MGP-STR are unrelated model families." }, { "left": "pull_request:44019", - "right": "pull_request:44722", + "right": "pull_request:44085", "accept": false, - "reason": "ResNet backbone refactor vs GPT-J/CodeGen refactor; unrelated implementations." + "reason": "ResNet vs GPT-J are different code paths." }, { - "left": "pull_request:44086", - "right": "pull_request:44722", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "MGP-STR output tracing and GPT-J/CodeGen output tracing are separate model changes." + "reason": "GPT2 vs MGP-STR are unrelated model implementations." }, { "left": "pull_request:44019", - "right": "pull_request:44085", + "right": "pull_request:44071", "accept": false, - "reason": "ResNet and GPT-J are different model families and different code paths." + "reason": "ResNet vs MPT are different code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44019", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated; same output-tracing migration theme only." + "reason": "GPT-Neo vs MPT are different model implementations." }, { - "left": "pull_request:44019", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "ResNet and MPT are separate models with no shared concrete bug or change." + "reason": "MPT and GPT-J/CodeGen are unrelated concrete code paths." }, { - "left": "pull_request:44068", + "left": "pull_request:44085", "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor family; #44722 appears to subsume the GPT-J overlap." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model paths, so they are not duplicates." + "reason": "GPT-Neo vs GPT-J are different model families." }, { "left": "pull_request:44018", - "right": "pull_request:44116", + "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model code paths." + "reason": "GPT-Neo vs GPT2 are different code paths." }, { - "left": "pull_request:44071", + "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different architectures and not mergeable into one PR." + "reason": "GPT2 vs GPT-J/CodeGen are different implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44085", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and GPT-J are distinct model implementations; too broad to call duplicate." + "reason": "Segformer vs LongT5 are different model families and changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." + "reason": "Segformer and GPT-J/CodeGen are unrelated code paths." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo refactor versus MGP-STR refactor; same migration style, different models." + "reason": "Segformer vs VisualBERT are different models; same refactor pattern only." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-2 and MGP-STR are different code paths and the PRs are not the same concrete fix." + "reason": "VisualBERT/XLM vs Flaubert/XLM are not the same concrete change." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families; no shared underlying bug/change." + "reason": "VisualBERT vs LongT5 are different implementations." }, { - "left": "pull_request:44068", + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are separate model implementations." + "reason": "SqueezeBERT vs MPT are different model families." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPT and MGP-STR output-tracing refactors are not the same code-path problem." + "reason": "SqueezeBERT vs VisualBERT are different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44722", "accept": false, - "reason": "Segformer and LongT5 are unrelated code paths despite both adopting output tracing." + "reason": "SqueezeBERT and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44017", - "right": "pull_request:44722", + "right": "pull_request:44071", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are different model families." + "reason": "Segformer vs MPT are different model families." }, { "left": "pull_request:44073", - "right": "pull_request:44101", + "right": "pull_request:44116", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different model families with unrelated forward paths." + "reason": "VisualBERT vs Flaubert are different concrete code paths." }, { "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44017", "accept": false, - "reason": "MPNet and Flaubert/XLM are separate code paths." + "reason": "MPNet vs Segformer are different model families." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model implementations." + "reason": "SqueezeBERT vs GPT-Neo are unrelated code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "MPNet and LongT5 are not the same underlying bug or refactor." + "reason": "SqueezeBERT vs DeBERTa are different implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and Segformer are different vision models and different code paths." + "reason": "DeBERTa vs SpeechT5 are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "RegNet and MPNet are unrelated model families." + "reason": "DeBERTa vs ViTS are unrelated concrete changes." }, { - "left": "pull_request:44071", + "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different architectures with distinct output paths." + "reason": "FocalNet vs ImageGPT are different model families and code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBERT and VisualBert are different code paths; only the refactor style is similar." + "reason": "ViLT vs Flaubert/XLM are different implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM are unrelated concrete changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." + "reason": "TextNet vs LongT5 are different model families." }, { "left": "pull_request:44056", - "right": "pull_request:44068", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet and GPT-Neo are different model code paths." + "reason": "MPNet vs Flaubert/XLM are different code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and DeBERTa are distinct model families." + "reason": "RegNet vs VisualBERT are different model families." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "DeBERTa and TextNet are unrelated changes in different code paths." + "reason": "GPT2 vs MPT are different concrete implementations." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family; both modify the same concrete standardized-output machinery and are plausibly mergeable." + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs Segformer are different model families." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both target the GPT-J output-tracing refactor; 44722 is the broader sibling PR and 44085 is a narrower overlapping subset." + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet are unrelated code paths." }, { - "left": "pull_request:44085", + "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model code paths." + "reason": "MPT vs SpeechT5 are different implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "CVT/FNet and ResNet/RegNet are different model refactors with no shared concrete fix." + "reason": "RegNet vs GPT-Neo are different model families." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and SpeechT5 are separate model paths." + "reason": "RegNet vs LongT5 are unrelated concrete changes." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated implementations." + "reason": "CVT/FNet vs Segformer are different model families." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44010", + "right": "pull_request:44161", "accept": false, - "reason": "DeBERTa and ViTS are different models and not the same underlying change." + "reason": "SqueezeBERT vs LongT5 are different code paths." }, { - "left": "pull_request:44024", + "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are unrelated model code paths." + "reason": "MPT vs ImageGPT are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa vs TextNet are different concrete changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative about overlap. The accepted soft pairs are limited to the same concrete model/file families (GPT-J/CodeGen and GPT-Neo), while the rest are correctly treated as theme-level similarity rather than mergeable duplicates." + "feedback": "The summary is grounded in the packet and stays conservative about most pairs. The canonical PR choice of #44722 is supported by the explicit GPT-J/CodeGen overlap, its issue link, and its broader scope. The accepted soft-edge pairs are limited to clear same-family overlaps (GPT-Neo and GPT-J/CodeGen), while the rejections mostly correctly avoid conflating shared refactor style with true duplicates across different model families." }, "evaluator_used": true, "retried": false, @@ -22744,12 +22894,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "274a8ba8ae97c3a9aa4bcb574f3a2a85187f1de2c48249a26bf44b0ac0a7b5fd", + "prepared_review_unit_hash": "ba53d0c7abebf4b03d1d9e8f5e640c32b99217f32897f69d39e64d19affacce9", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84506, + "serialized_chars": 84508, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -22766,42 +22916,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are thematically similar refactors for standardized output tracing/capture across different model implementations, but they are not duplicates of the same underlying change or bug fix.", + "summary": "A cluster of model-specific refactors around standardized output tracing/capture; they share a pattern but not the same concrete bug or code path, so they should not be merged as duplicates.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative of the cluster: it has an explicit issue target, a clear scoped refactor in SpeechT5, and fits the shared output-capture migration pattern better than the other model-specific PRs.", + "canonical_pr_reason": "PR 44073 is the cleanest representative of the cluster theme: it is a focused output-tracing refactor for one model, with a clear standardized-capture title and a matching model-specific diff.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best overall representative because it is the most clearly anchored to a tracking issue and its scope is well-defined, while the others are parallel model-specific migrations.", + "best_pr_reason": "PR 44129 is the strongest standalone triage anchor because it has an explicit issue target and a concrete SpeechT5 output-tracing refactor, making its intent easiest to trace.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models and different code paths (VisualBert vs TextNet); they are similar maintenance work, not the same change." + "reason": "Both are output-tracing refactors, but they touch different models (VisualBert vs TextNet) and different code paths, so they are not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "These are separate model-specific migrations (MPNet vs VisualBert) with no shared failing behavior or shared patch target beyond the general decorator refactor pattern." + "reason": "Same general decorator migration pattern, but MPNet and VisualBert are separate model implementations with distinct tracing logic and diffs." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated implementations; the diffs show parallel refactors, not one underlying bug or change that could be merged into a single PR." + "reason": "These are separate model-specific refactors (MPNet vs TextNet); the similarity is only thematic, not a shared bug or mergeable change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are distinct model files with different forward signatures and output handling; they only share the same refactor motif." + "reason": "RegNet and SqueezeBert are unrelated model code paths; both PRs modernize outputs, but they do not fix the same concrete issue." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different code paths and architectures; despite both adopting standardized output capture, they are not the same concrete fix." + "reason": "Despite both involving output collection refactors, SqueezeBert and SpeechT5 are different model implementations with different affected layers and behavior." } ] }, @@ -22881,274 +23031,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "70b3e9a7b4bca7af5b3405442fd0ce3495c0facceb4519feb4750d4aad6a52ff", + "prepared_review_unit_hash": "2e7123f43f9161032b3ef439bd7501bd002b72ab80cb840d084c5d5b2dc5ce4d", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40180, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40180, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates; they are separate model-specific output-tracing refactors with similar tooling and titles. The cluster is best represented by the broadest Mamba/FalconMamba PR, but the soft edges should be rejected.", - "confidence": 0.94, + "summary": "These PRs share a common refactoring theme around output tracing/can_return_tuple, but they target different model families and code paths, so they are not duplicates of one another.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative: it spans both Mamba-related implementations and introduces the shared output-capturing plumbing, so it best anchors this refactor cluster.", + "canonical_pr_reason": "PR 44025 is the broadest representative of the theme, updating both `depth_anything` and `prompt_depth_anything`; still, it is only a representative, not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the most central and broad of the set, making it the strongest single representative of the cluster's output-tracing refactor theme.", + "best_pr_reason": "44025 is the strongest single representative of the cluster because it spans two closely related model files and clearly reflects the output-tracing refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations; same refactor theme, but not the same concrete change or code path." + "reason": "Same refactor theme, but different model families (`timm_backbone` vs `upernet`) and different forward code paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "These are separate per-model PRs touching different files and model code paths." + "reason": "Both are output-tracing refactors, but they touch unrelated models (`timm_backbone` vs `vision_text_dual_encoder`)." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Same general output-tracing refactor pattern, but different model-specific implementations." + "reason": "Different architectures and code paths; this is not the same underlying bug/change as `timm_backbone`." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "44003 is a different Mamba-family change set; it is not the same concrete bug fix as timm_backbone." + "reason": "`timm_backbone` and `mamba/falcon_mamba` are unrelated implementations; shared refactor language is not enough." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and files; similarity is only at the refactor pattern level." + "reason": "Different model families (`timm_backbone` vs `rwkv`) and different output-handling logic." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures and code paths; both are tracing refactors only in a broad sense." + "reason": "Both are model-specific refactors, but they affect different forward implementations (`mobilenet_v1` vs `univnet`)." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate model-specific changes, not one shared underlying fix." + "reason": "`mobilenet_v1` and `upernet` are separate code paths; this is not one duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model code paths; not plausibly one merged PR for the same bug/change." + "reason": "Different model families and separate output-tracing migrations; not mergeable as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Same helper usage, but distinct model implementations and outputs." + "reason": "`mobilenet_v1` is unrelated to `vision_encoder_decoder`; only the refactor pattern overlaps." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder wrapper than MobileNetV1; not the same change." + "reason": "Different encoder-decoder stack vs image model; not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder vs UnivNet are unrelated concrete implementations." + "reason": "These touch different model families (`vision_text_dual_encoder` vs `univnet`) and different forward logic." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and output paths; only title similarity matches." + "reason": "`vision_text_dual_encoder` and `upernet` are distinct code paths; same refactor pattern is not duplication." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and files; not the same underlying fix." + "reason": "`vision_text_dual_encoder` is not the same code path as `mamba/falcon_mamba`; do not collapse them." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model-specific tracing refactors, not a single mergeable change." + "reason": "Different models and different tracing changes; not one underlying bug or change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated concrete model paths." + "reason": "Separate model families with unrelated forward behavior (`univnet` vs `upernet`)." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families; the shared theme is too broad to merge as one PR." + "reason": "`univnet` and `mamba/falcon_mamba` are distinct implementations; shared output-tracing work is not enough." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Separate model implementations with different tracing logic." + "reason": "Different model families and different affected files; not a duplicate PR." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV do not share the same concrete bug or code path." + "reason": "`upernet` segmentation forward and `rwkv` sequence model forward are unrelated changes." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model code paths; similar refactor wording is not enough." + "reason": "Different subsystems and code paths; these are separate refactors." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba-family refactor vs SuperPoint refactor; different concrete changes." + "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated model implementations, despite similar refactor wording." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths and different output semantics; not one change." + "reason": "`mamba/falcon_mamba` and `codegen` change different forward contracts and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated implementations; only the refactor style matches." + "reason": "`timm_backbone` and `codegen` are unrelated models; this is a theme match, not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Distinct model-specific output changes, not a shared bug fix." + "reason": "Different model families (`univnet` vs `codegen`) and different output semantics." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and output contracts; not the same underlying change." + "reason": "`upernet` and `codegen` are unrelated code paths; no shared concrete bug." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "These touch unrelated models, so they should not be treated as duplicates." + "reason": "`vision_text_dual_encoder` and `codegen` are different models with different forward behavior." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and files; similarity is only the common tracing refactor theme." + "reason": "`depth_anything` and `vision_encoder_decoder` are separate model families; same refactor theme only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are separate changes with no shared concrete code path." + "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models and outputs; not mergeable as one PR." + "reason": "`depth_anything` vs `superpoint` is not the same underlying bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Separate model-specific refactors, not the same underlying change." + "reason": "Different model families (`depth_anything` vs `rwkv`) and distinct output handling." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations and output shapes; no duplicate bug/change." + "reason": "`depth_anything` and `dpr` affect different forward wrappers and are not duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated code paths." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated models and output paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different wrapper models and different tracing behavior." + "reason": "Both are encoder-decoder wrappers, but they are different model implementations and separate changes." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models; same refactor wording is insufficient for duplicate acceptance." + "reason": "`vision_encoder_decoder` and `superpoint` do not share the same concrete change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations and change scopes." + "reason": "Different model families (`vision_encoder_decoder` vs `dpr`) and different forward signatures." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder vs SuperPoint are different concrete model paths." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models and output contracts; not the same fix." + "reason": "`speech_encoder_decoder` and `rwkv` are separate models; not mergeable as one PR." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Separate model-specific PRs, not one underlying bug." + "reason": "Different wrappers and forward behavior (`speech_encoder_decoder` vs `dpr`)." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV do not share the same concrete implementation or issue." + "reason": "`superpoint` and `rwkv` are different model families with different output semantics." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths; the match is only superficial." + "reason": "`superpoint` and `dpr` are unrelated changes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model implementations, so they are not duplicates." + "reason": "`rwkv` and `dpr` are distinct model implementations; shared refactor intent is not enough." } ] }, @@ -23178,12 +23328,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "111133ee5cf1bf0ea3d81c3e4f6e242e30b796904c7a8b6764b11131469fe113", + "prepared_review_unit_hash": "d0d53f97ec30306e6d68659ed743bc7d6ca5f60cfba0c0461850a4fb404eb2ea", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -23191,7 +23341,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -23200,18 +23350,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one adds PenguinVL, the other adds Voxtral TTS. They only overlap on generic Transformers model-registration and docs scaffolding, not on the same underlying feature or code path.", - "confidence": 0.97, + "summary": "These are two unrelated model-addition PRs: PenguinVL and Voxtral TTS. They share some common registry/docs plumbing, but they target different models, codepaths, and test suites, so they should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the more focused, issue-linked change set (explicitly tied to issue 45027), while 44662 is a separate PenguinVL implementation.", + "canonical_pr_reason": "PR #45401 is the better canonical representative because it has an explicit issue target (45027) and is a focused implementation for one model family.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the clearer representative of a single, self-contained model addition; 44662 is unrelated apart from shared framework plumbing.", + "best_pr_reason": "PR #45401 is the strongest overall representative: it is explicitly tied to a tracking issue and contains a self-contained model integration with tests and conversion logic.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different functionality: PenguinVL implementation vs Voxtral TTS support. Shared files are broad auto-registration/docs boilerplate, not evidence of the same concrete fix or mergeable change." + "reason": "Different underlying models and behaviors: PenguinVL implementation vs Voxtral TTS support. Shared auto/docs files are generic integration plumbing, not the same concrete bug or change." } ] }, @@ -23241,12 +23391,12 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "bdf4c91e62c9a53bbce19b45a379c2fd5ad522fff1ef5c54329de22e26a0a8ad", + "prepared_review_unit_hash": "41fd6a6d0a83c099aae03ff6f8b738c2f89855532bebc194d0c1ad30179b9aa9", "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 }, @@ -23254,7 +23404,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4219, + "serialized_chars": 4218, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -23263,18 +23413,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open pull requests with only superficial similarity. PR #44965 is a workflow-only change to convert PRs to draft, while PR #46845 is a CI-routing tweak plus an unrelated placeholder edit in modeling_utils. They do not appear to fix the same underlying problem.", - "confidence": 0.96, + "summary": "These two pull requests are unrelated: one changes a workflow to convert PRs to draft, while the other adjusts CI routing and adds a stray model file edit. They do not appear to fix the same code-path problem or belong in one merged change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44965 is the more self-contained change: it focuses on a single workflow modification and has a coherent intended behavior, even though the title/body are vague.", + "canonical_pr_reason": "PR 46845 is the better representative of the cluster because it has a coherent CI-related purpose, whereas PR 44965 is a separate workflow experiment with no substantive overlap.", "best_issue_reason": null, - "best_pr_reason": "PR #44965 is the best representative of the cluster because it is the most internally consistent and least obviously a throwaway/trigger PR compared with #46845, which includes an unrelated code change in modeling_utils.", + "best_pr_reason": "PR 46845 is the stronger standalone PR: it targets a single CI configuration change and is more internally consistent than PR 44965.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Reject: these PRs touch different code paths and different intents. #44965 edits the PR documentation workflow to draft PRs; #46845 changes CI caller configuration and includes a dummy modeling_utils edit. Shared 'try' language is not enough to treat them as the same change." + "reason": "Different changes and different purposes: draft-conversion workflow versus CI branch/routing tweak plus unrelated source edit. Not the same underlying bug/change." } ] }, @@ -23304,12 +23454,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "03ff220a5ae5b82ec73c32cdbe188c14865afcdcd469e1f81b0bf17f5ceb3d04", + "prepared_review_unit_hash": "4bdaff3d7fbfeb7ca0c41d8bca82b13380b6eff8dc3288490b919801d3bd4e1f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -23317,7 +23467,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -23326,18 +23476,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related around fusion infrastructure, but they are not duplicates: one adds a generic module-fusion API, while the other wires a specific n-to-1 kernel fusion path through KernelConfig and model loading.", - "confidence": 0.9, + "summary": "Related fusion/kernel work, but not the same change: PR 44979 adds a generic module-fusion API layer, while PR 45363 wires n-to-1 fusion into KernelConfig/model loading and adds an example. They share a theme but not a concrete code-path fix or mergeable patch.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the better canonical anchor because it introduces the core module-fusion abstraction that could underpin later kernel-fusion work.", + "canonical_pr_reason": "45363 is the more complete, user-facing feature integration; 44979 is the lower-level module-fusion API scaffold.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the most central representative of the cluster: it defines the generic fusion API rather than a single downstream use case.", + "best_pr_reason": "45363 best represents the cluster because it exposes fusion through KernelConfig/model loading and demonstrates end-to-end usage.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Same broad theme, but different concrete changes and code paths: #44979 adds a new module-fusion API, while #45363 adds KernelConfig-based n-to-1 kernel fusion integration and an example. They are not plausibly one merged PR." + "reason": "Different layers of the feature: 44979 introduces a standalone module-fusion API, while 45363 integrates kernel fusion via KernelConfig and model loading. They are related but not the same underlying change and would not plausibly be merged as one PR." } ] }, @@ -23367,12 +23517,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "2bdd1153d336da7ad8f2572a34039e98541b62066970f4550d8a16d69d415d0a", + "prepared_review_unit_hash": "74e70f69c908e805716f1b8872feb3564be3ffd49fec1dda5261b169733bf1b2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -23380,7 +23530,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -23389,18 +23539,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same Mistral regex patching AttributeError in `src/transformers/tokenization_utils_tokenizers.py` and target the same issue (`#45081`); `45317` is the more complete version because it includes tests.", + "summary": "Both PRs address the same Mistral pre-tokenizer AttributeError in `_patch_mistral_regex`; 45317 is the more complete version because it includes the fix plus test coverage.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR `45317` is the better canonical PR: it fixes the same `_patch_mistral_regex` AttributeError as `45086` but also adds test coverage, making it the more complete and merge-ready change.", + "canonical_pr_reason": "PR 45317 is the better canonical PR: it implements the same code fix as 45086 and also adds tests, making it the more complete representation of the bugfix.", "best_issue_reason": null, - "best_pr_reason": "PR `45317` is the best representative of the cluster because it covers the same concrete code-path bug and includes validation in tests, while `45086` is just the minimal code-only variant.", + "best_pr_reason": "PR 45317 is the best PR candidate because it contains the shared fix and additional validation, while still targeting the same concrete AttributeError path.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same fix in the same file, with the same explicit issue target; `45317` only adds tests, so these are duplicate PRs for the same change." + "reason": "Same underlying bug and same file-level fix for `_patch_mistral_regex`; 45317 is essentially a superset of 45086 with tests, so they are duplicates/mergeable." } ] }, @@ -23430,7 +23580,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "df085b4ff2209376630e57b8581b28204954fdab79248ca1ea9f243e65ce6058", + "prepared_review_unit_hash": "69ebf7e997b9c149f0ad959e7f14cfaac15729a944aaf42f5d77e9d0ec88cee8", "component_budget": { "node_count": 2, "item_count": 2, @@ -23452,18 +23602,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch NemotronH, but they are not the same underlying change: #45115 is a narrow inheritance/refactor and weight-conversion mapping update, while #45569 is a broader feature split introducing NemotronHDense/NemotronHSparse plus docs and auto-mapping updates. They overlap in shared model files, but the concrete goals differ enough that they should not be clustered as duplicates.", + "summary": "Two related but distinct NemotronH PRs: one is a smaller refactor/conversion-mapping update for inheriting GraniteMoeHybrid, and the other is a broader split into dedicated NemotronH dense/sparse model variants with docs and API plumbing. They overlap in shared NemotronH files but do not fix the same concrete change.", "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the better canonical PR because it is the more complete, user-facing implementation of the NemotronH family split, including new model variants, docs, and test coverage. #45115 looks like a smaller preparatory refactor focused on inheritance and conversion mapping.", + "canonical_pr_reason": "PR #45569 is the broader, more representative change for the cluster: it introduces the dedicated NemotronH dense/sparse model structure, updates docs, auto-mappings, and tests, whereas #45115 is a narrower inheritance/conversion-mapping refactor.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the best representative PR for this cluster since it covers the broader end-state change and is more likely to be what users care about. #45115 is narrower and more implementation-specific.", + "best_pr_reason": "PR #45569 is the best overall artifact because it covers the main architectural direction and user-facing model split; #45115 looks like a partial prerequisite or adjacent cleanup rather than the same mergeable change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files alone are not enough: #45115 refactors NemotronH to inherit GraniteMoeHybrid and adds conversion renames, while #45569 splits NemotronH into dense/sparse variants with docs and auto-mapping changes. Different concrete code-path changes, so not a duplicate pair." + "reason": "They overlap in NemotronH internals, but the concrete changes differ: #45115 focuses on conversion-key renaming and inheritance refactoring, while #45569 adds separate dense/sparse model packages, docs, and API wiring. Not the same underlying PR-worthy change." } ] }, @@ -23493,7 +23643,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "e53668759271befa1a44164e2682e8e61bcaf3ebdc176163ca9f9246fd84d3e4", + "prepared_review_unit_hash": "70fb6f24fd47017d2cb11c7bf1004e1c157704ebcc1b114b9315014f4ee68df4", "component_budget": { "node_count": 2, "item_count": 2, @@ -23515,18 +23665,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but not duplicate feature PRs for heterogeneous model support: one config-only, one broader config+modeling implementation. They share some files/docs, but the scope differs enough that they should not be merged as duplicates.", - "confidence": 0.84, + "summary": "Two related but distinct PRs for the heterogeneous-model feature: PR 45332 is the full implementation, while PR 45333 is a narrower config-only subset. They overlap heavily in docs/config files, but they are not the same concrete change set.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader, more representative heterogeneous-model feature PR: it includes the per-layer config work plus the modeling/runtime integration pieces, so it best captures the cluster\u2019s overall change.", + "canonical_pr_reason": "PR 45332 is the best canonical PR because it covers the broader end-to-end heterogeneous model support, including per-layer config plus modeling, cache, and masking integration; PR 45333 is only the config slice of that work.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best standalone representative because it subsumes the config-only work and adds the actual modeling support, making it the more complete implementation.", + "best_pr_reason": "PR 45332 is the most complete and representative implementation of the feature cluster, so it is the best overall PR to anchor the group.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same concrete change: 45333 is config-only, while 45332 also changes modeling/cache/masking paths and broader heterogeneous model support. They are not merge-equivalent duplicates." + "reason": "45333 overlaps with 45332 on docs and configuration utilities, but it is a narrower config-only PR while 45332 also adds modeling/cache/masking support. They are related, not the same underlying change." } ] }, @@ -23556,12 +23706,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "fe7919eaf8c74d88a8fa435899e6f7c4220236df086cab1fc95f53e115219f5b", + "prepared_review_unit_hash": "ca2e737e595a8f4519b706a920a4930612dc66019f1c7598cb2c8350c959b227", "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 }, @@ -23569,7 +23719,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -23578,18 +23728,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs in transformers, but they address different changes: one broadens type checking across many files, while the other adds specific typing protocols and fixes for modeling_utils/PEFT integrations. They overlap in a few files, but not the same underlying change.", - "confidence": 0.91, + "summary": "Both PRs are typing-related, but they solve different problems: PR 45415 is a broad mypy/type-checking sweep across many transformer files, while PR 45425 adds specific typing protocols and helper aliases for modeling/PEFT integration. They are related in theme, not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR for a duplicate cluster: PR 45415 is a broad type-checking sweep, while PR 45425 is a targeted typing-API/protocol update. They are related, but not the same fix.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better representative of the cluster because it is more focused and concrete, with clearer typing-related implementation intent and more review activity. PR 45415 is broader and more of a repo-wide cleanup.", + "best_pr_reason": "PR 45425 is the more self-contained, concrete typing-infrastructure change; PR 45415 is a broad repository-wide type-checking cleanup rather than the same underlying fix.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing files do not indicate the same underlying bug/change. 45415 is a wide type-checking cleanup with pyproject ignore settings; 45425 adds specific protocols and typing helpers for modeling_utils/PEFT integration. They would not plausibly merge as one PR." + "reason": "Shared typing-related files are incidental. PR 45415 is a broad type-checking pass with config changes, while PR 45425 adds specific typing aliases/protocols for model/PEFT code paths. They do not appear to fix the same concrete bug or merge into one PR cleanly." } ] }, @@ -23619,7 +23769,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "653e8943af1295bcb50f92d32fa0ad9161ce8c9e072df4735863843d464f5e4b", + "prepared_review_unit_hash": "bad77ca8eea3e3b29c4eb73de515c8739e499364d2bf686a5ebf9e45b5fe7310", "component_budget": { "node_count": 2, "item_count": 2, @@ -23641,18 +23791,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert parallelism loading, but they fix different failure modes: one preserves distributed config and adds an EP flag for DeepSpeed ZeRO-3/accelerate launch, while the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. Related area, not the same change.", - "confidence": 0.89, + "summary": "Both PRs are about expert parallelism loading, but they fix different failure modes: one adds distributed-config/EP plumbing for accelerate + ZeRO-3 loading, the other prevents expert tensors from being overwritten during FSDP2/sharded load. Not duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better representative because it targets a concrete, reproducible code-path bug in model loading where expert tensors get clobbered, and its fix spans the relevant loading/integration paths. It is more self-contained as a bug fix than #45548.", + "canonical_pr_reason": "PR #45662 is the better canonical representative because it targets a concrete EP loading corruption bug with a clear code-path fix across loading and MoE integration, whereas #45548 is narrower plumbing for distributed-config serialization and an EP helper property.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone candidate for the cluster since it addresses a specific EP correctness issue in loading and has clearer end-user impact than the configuration-serialization-oriented fix in #45548.", + "best_pr_reason": "PR #45662 is the strongest standalone PR: it addresses a specific, user-visible correctness issue ('experts silently overwritten by rank-0 broadcast') with a targeted fix that is clearly scoped and more likely to be the primary change in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern EP loading, but they fix different underlying problems and code paths: #45548 preserves distributed_config/has_ep for ZeRO-3 via accelerate launch, while #45662 prevents expert params from being overwritten during FSDP2 post-load wrapping. They would not naturally merge into one PR." + "reason": "Related subsystem (EP/loading), but different bugs and merge scopes: #45548 adds config/property support for accelerate + ZeRO-3 loading, while #45662 fixes expert parameters being clobbered during sharded/FSDP2 loading. Not the same underlying change." } ] }, @@ -23682,40 +23832,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "b9c0b82f9c47a9dfe3e76edac17f260d525b64f51d030970e939e8e4822cc2f5", + "prepared_review_unit_hash": "a99c169eb33c2d95a23b44497960a4587ad2e4ae88f04f10bcb21ad15f93fbf2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "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 address the same xdist-safe `captured_info` logging problem for the same tracked issue; one is a narrow writer-side fix and the other extends it with CI log aggregation.", - "confidence": 0.95, + "summary": "Both PRs address the same xdist-safety problem around `captured_info` debug artifacts in `testing_utils.py`; PR 45645 is the more complete variant because it also updates CI to read multiple worker-specific files, while 45639 only changes the writer side and tests.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core `testing_utils.py` xdist-safe fix and also updates the CI workflow to consume multiple `captured_info*.txt` files, making the change complete end-to-end.", + "canonical_pr_reason": "PR 45645 is the best canonical PR because it contains the full fix path: worker-specific artifact writing plus CI workflow changes to aggregate `captured_info*.txt` files, making it the more complete representative of the bugfix.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative of the cluster since it fully resolves the artifact-collision problem and preserves CI debug output, whereas 45639 only fixes the writer side.", + "best_pr_reason": "PR 45645 is the strongest representative because it addresses the underlying xdist collision and the downstream log-consumption behavior needed for the fix to work end-to-end.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug/change: both fix xdist collisions for patched testing debug logs tied to the same issue. 45645 is a superset of 45639, adding the workflow-side log collection needed for the renamed per-worker files." + "reason": "Same underlying bug: xdist collisions for `captured_info` debug logs. Both modify `src/transformers/testing_utils.py` and tests for the same worker-safe output path change; 45645 simply adds the CI-side file collection needed to preserve logs. They could plausibly be merged into one PR." } ] }, @@ -23745,7 +23895,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "752932b0ac9081f95c172dd0176c606e894cbddc22d5a63da2ef6e5527c03f16", + "prepared_review_unit_hash": "e344a3986a590190aa9bb8126ed9d408bcfff1e7a8ae2c7953bd25e8d001daba", "component_budget": { "node_count": 2, "item_count": 2, @@ -23767,18 +23917,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated linter/chore PRs: one adds TRF003-related return_tuple handling across model forwards, and the other adds TRF018 modeling weight-init rule changes. They overlap in broad model files but not in the underlying bug/change.", - "confidence": 0.98, + "summary": "These are two unrelated linter/chore PRs: one adds `can_return_tuple` handling across model `forward()` methods, the other rewrites `_init_weights` implementations for a separate modeling rule. They share a few model files, but not the same underlying change or bug.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for dedupe: 45720 and 46259 implement different lint rules on different code paths, so neither can stand in for the other.", + "canonical_pr_reason": "No single PR can serve as canonical for this cluster because the changes are about different lint rules and different code paths: TRF003 updates model forward signatures/tuple-return behavior, while TRF018 changes weight initialization logic.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for the cluster; both are distinct linting changes and neither is a safe representative of the other.", + "best_pr_reason": "Neither PR is a good global representative of the other; if one must be chosen for the cluster, PR #45720 is slightly more general because it touches many forward methods, but it still does not represent the weight-init rewrite in #46259.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Reject: they target different rules and different fixes. 45720 updates forward signatures/can_return_tuple behavior (TRF003), while 46259 changes initialization logic across model classes (TRF018); not the same underlying change." + "reason": "Different refactors for different rules: TRF003 modifies `forward()`/return-dict handling, while TRF018 changes `_init_weights` implementations. Shared files are incidental, not evidence of the same fix." } ] }, @@ -23877,12 +24027,12 @@ "pull_request:45932|pull_request:46891", "pull_request:46100|pull_request:46891" ], - "prepared_review_unit_hash": "94b73c5585158263013f43d3142e1880cda4bdca5af8712b409b602a50266103", + "prepared_review_unit_hash": "b9a81decf95d9f920a4776f1f4831ed3662511a0af8c3b4dc0505d0466319dfd", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7882, + "serialized_chars": 7881, "estimated_input_tokens": 1971, "estimated_eval_tokens": 4198 }, @@ -23890,7 +24040,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7882, + "serialized_chars": 7881, "estimated_input_tokens": 1971, "estimated_eval_tokens": 4198 }, @@ -23899,30 +24049,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all testing/CI-related but they target different changes and code paths, so none should be clustered as duplicates.", - "confidence": 0.96, + "summary": "These PRs all mention testing/CI, but they are not the same change: one is a broad debug/grafana-style PR, one is a test migration adding kernel/model tests, and one is PEFT CI/integration plumbing. I do not see a shared concrete bug or change that would justify merging any pair as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the three PRs target different code paths and purposes, so they are not duplicates of one another.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a safe cluster representative: 45932 is Grafana/OTEL plus model-shape changes, 46100 is a test-migration PR for AltCLIP/ViT, and 46891 is PEFT integration CI/workflow work.", + "best_pr_reason": "PR 46891 is the most focused and self-contained of the set, but it still addresses different CI/PEFT plumbing rather than the same change as the others.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Both are test-focused, but 45932 changes CI secrets and several model files, while 46100 adds DDP config and migrates model tests. Different underlying changes, not one fix." + "reason": "Broadly similar only in being test-related; 45932 changes workflow secrets and several model files, while 46100 adds kernel/model test files and a ddp config. Different underlying changes." }, { "left": "pull_request:45932", "right": "pull_request:46891", "accept": false, - "reason": "They share a workflow file, but 45932 is about Grafana/OTEL CI wiring and model updates, whereas 46891 is PEFT integration CI plus integration code. Not the same concrete change." + "reason": "Both touch CI/workflow files, but 45932 is a broad debug/model-config PR and 46891 is PEFT integration CI plus a small peft code change. Not the same concrete bug or change." }, { "left": "pull_request:46100", "right": "pull_request:46891", "accept": false, - "reason": "Both touch tests, but 46100 is an AltCLIP/ViT test migration and 46891 is PEFT integration CI work. Different scope and code paths, so not duplicates." + "reason": "46100 is a test migration for kernels and ViT-related tests, while 46891 is PEFT integration CI plumbing. Different subsystems and no shared fix." } ] }, @@ -23952,7 +24102,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "a2c71b20bfb9c6685db26b186a141117294b341c2576dead27163ee74c7c61bb", + "prepared_review_unit_hash": "be54533ac3b0fdc8981858f3d570bf169bfed7485488a6244669869eb994342c", "component_budget": { "node_count": 2, "item_count": 2, @@ -23974,18 +24124,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR is a focused EP/Trainer integration change, while the other is a broad distributed-branch base touching many unrelated subsystems.", - "confidence": 0.97, + "summary": "These two PRs overlap on distributed files, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a broad distributed branch base spanning CI, FSDP, integration, and model-loading work.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "Pick #46126 as the canonical PR: it is the most specific, coherent change centered on expert-parallel routing and trainer integration. #46269 is a much broader base branch with many distributed/FSDP/integration edits and does not represent the same concrete change.", + "canonical_pr_reason": "#46269 is the broader umbrella PR and the better representative of this cluster, since it spans the shared distributed stack plus additional infrastructure changes.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best representative of the cluster because it has a narrow, identifiable purpose and the strongest signal of a single product change. #46269 is too broad and mixed to serve as the cluster anchor.", + "best_pr_reason": "#46269 is the best single representative artifact because it subsumes the overlapping distributed area and is more likely to be the parent of related follow-on work.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Do not merge: despite shared distributed filenames, the PRs address different scopes. #46126 implements EP + trainer integration; #46269 is a broad distributed branch base spanning FSDP, generation, integrations, and more, so they are not the same underlying change." + "reason": "Shared filenames are not enough here: #46126 is a targeted EP/trainer integration change, while #46269 is a much larger distributed branch-base PR affecting many unrelated areas. They do not look like the same concrete bug fix or mergeable single PR." } ] }, @@ -24051,208 +24201,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "c806384000c3a0e89982b6c726460cdc08e40b4b841682611b70366ad21e2de3", + "prepared_review_unit_hash": "07bd59277d4a3ea4e001bfeec14983bb030a9f46bdc89edda46f26d92f4fe5a8", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25920, - "estimated_input_tokens": 6480, - "estimated_eval_tokens": 13216 + "serialized_chars": 25930, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25920, - "estimated_input_tokens": 6480, - "estimated_eval_tokens": 13216 + "serialized_chars": 25930, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly superficial similarity from boilerplate \"chore: update *.yml\" workflow PRs. The diffs span unrelated CI/workflow changes, and the pr-ci-security-gate items are separate adjustments to the same file rather than one duplicate change.", - "confidence": 0.96, + "summary": "These are mostly unrelated workflow-maintenance PRs with a few near-neighbors in the same security-gate file, but none look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out: the grouped PRs are unrelated workflow edits or separate security-gate tweaks that do not represent one underlying change.", + "canonical_pr_reason": "PR 46554 is the most central and substantive candidate in the cluster: it anchors the largest cohesive subgroup around `.github/workflows/pr-ci-security-gate.yml` and makes a concrete workflow behavior change, whereas most other items are isolated workflow tweaks.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the most substantive and concrete change in the set, with a clear security-focused workflow fix; however, it is still not a duplicate anchor for the rest of the cluster.", + "best_pr_reason": "PR 46554 is the best overall representative of the cluster because it is the clearest concrete workflow/security-gate change and sits at the center of the strongest local similarity group.", "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 checkout/diff checks." + "reason": "Different workflow files and different code paths; same generic chore style is not enough to treat them as the same change." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow edits; one updates self-comment-ci message passing, the other changes pr-ci-security-gate permissions/approval flow." + "reason": "Different workflow files and unrelated fixes; no shared concrete bug or change." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Self-comment-ci command invocation change is unrelated to a comment added in pr-ci-security-gate." + "reason": "Different workflow files and unrelated fixes; only superficial title similarity." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow logic: self-comment-ci stdin piping vs pr-ci-security-gate secrets handling." + "reason": "Different workflow files and unrelated fixes; no same underlying bug/change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different files and code paths; self-comment-ci message input handling is not the same as build-ci-docker-images commit-message matching." + "reason": "Different workflow files and different shell-handling problems; not the same fix." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening and benchmark trigger expansion are unrelated workflow changes." + "reason": "Different workflows and different behaviors: SSH runner hardening vs benchmark trigger logic." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "One changes ssh-runner download/security handling; the other adjusts anti-slop permissions in a different workflow." + "reason": "Different workflows and unrelated changes; no shared code-path problem." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner secret handling is unrelated to assign-reviewers checkout base-ref behavior." + "reason": "Different workflows and unrelated changes; only broad CI-maintenance overlap." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and problems: ssh-runner hardening vs pr-ci-security-gate checks." + "reason": "Different workflow files and different concerns: SSH runner hardening vs PR security-gate behavior." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "No shared concrete bug/change; ssh-runner env cleanup is unrelated to pr-ci-security-gate approval gating." + "reason": "Different workflow files and different concerns; not the same concrete bug/change." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permission scoping and benchmark workflow_dispatch support are unrelated." + "reason": "Both are workflow tweaks, but they change different jobs and behavior in different files." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow logic: anti-slop permissions vs assign-reviewers checkout ref." + "reason": "Different workflow files and unrelated fixes; same CI umbrella is too broad." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permissions update is unrelated to build-ci-docker-images commit-message parsing." + "reason": "Different workflow files and distinct fixes; no common bug to merge." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different files and purposes; anti-slop permission tweak does not match security-gate code changes." + "reason": "Different workflow files and different behavior changes; not the same underlying change." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers base-ref checkout is unrelated to benchmark_v2 trigger conditions." + "reason": "Different workflow files and unrelated changes; no shared concrete code-path issue." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and code paths; checkout ref handling is not the same as commit-message grep logic." + "reason": "Different workflow files and different shell/checkout fixes; not duplicates." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers workflow change is unrelated to pr-ci-security-gate security checks." + "reason": "Different workflow files and unrelated workflow behavior changes." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark trigger expansion and build-ci-docker-images commit-message handling are separate workflow changes." + "reason": "Different workflow files and different fixes; only broad CI resemblance." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow scope; benchmark dispatch support is not the same bug/change as pr-ci-security-gate updates." + "reason": "Different workflow files and different problems; not the same change." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build CI image tag selection logic is unrelated to pr-ci-security-gate security checks." + "reason": "Both touch workflow YAML, but they fix different concrete issues in different files." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and concerns; commit-message parsing vs security-gate permissions/approval." + "reason": "Different files and different behavior changes; generic similarity only." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different concrete changes: 46554 adds checkout and diff-based blocking; 46558 adjusts permissions and approval gating." + "reason": "Same file, but the edits are distinct: one adds security-check/checkout logic, the other changes permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "46554 implements security checks; 46563 only adds documentation comments about the reusable workflow." + "reason": "Same workflow file, but 46563 is comment-only metadata while 46554 changes execution behavior." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Related file, but different fix: security checks in 46554 vs secrets inheritance removal in 46716." + "reason": "Same workflow file, but one changes secrets handling and the other adds security-gate logic; distinct fixes." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval-flow change is not the same as adding explanatory comments." + "reason": "Same file, but the changes are different workflow semantics vs comment-only notes." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate adjustments: permission scoping/approval condition vs secrets handling." + "reason": "Same file, but permissions/approval gating and secrets scoping are separate changes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only clarification is not the same underlying change as switching to secrets:{}." + "reason": "Same file, but comment-only text and secrets scoping are not the same underlying change." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Build CI image message parsing and a pr-ci-security-gate comment are unrelated." + "reason": "Different files and different fixes; no duplicate signal beyond workflow churn." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "No shared underlying bug/change; build-ci-docker-images vs pr-ci-security-gate secrets handling." + "reason": "Different files and different fixes; not the same bug/change." } ] }, @@ -24282,12 +24432,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "796b64bdf97c7b2b93d0fb9519538e60b56146c71b3c69385ba5d8794c0d66ca", + "prepared_review_unit_hash": "0dbaa456d9aaf6d735531e3c1fb83ccd9fa32a5c9025f17ee572a4b52c9d3122", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -24295,7 +24445,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -24304,18 +24454,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two pull requests with superficially similar \u201cavoid open() when reading source\u201d intent, but they touch different code paths and solve different concrete problems: one in import_utils source resolution, the other in _can_set_attn_implementation. They should not be clustered as duplicates.", - "confidence": 0.92, + "summary": "These PRs are thematically similar because both replace fragile source-file opening with safer source inspection, but they target different code paths and fixes. They are not duplicates and should not be merged together.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better canonical PR because it targets a specific behavior change in model attention-implementation detection, includes a test update, and has a clearer end-user impact than the broader source-loading refactor in 46152.", + "canonical_pr_reason": "PR #46207 is the better canonical representative: it addresses one concrete source-reading path in `_can_set_attn_implementation`, has a tighter scope, and includes tests.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest representative for the cluster because it is self-contained, concrete, and has explicit test coverage; 46152 is a separate utility-layer change in a different module.", + "best_pr_reason": "PR #46207 is the strongest standalone change in the cluster because it fixes a specific bug path in `modeling_utils.py` and is easier to reason about than the broader utility refactor in #46152.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both avoid file-open source inspection, but they are in different modules and fix different code paths; they are not the same underlying bug and would not plausibly merge into one PR." + "reason": "Both PRs avoid `open()` on source files, but they fix different mechanisms in different modules (`import_utils.py` vs `modeling_utils.py`) and are not the same underlying bug or mergeable into one PR." } ] }, @@ -24408,7 +24558,7 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "0daebd892c0fd3a56a7bc10c3faf096c5e92c0db7e2f05c1a038b11fe7e1758c", + "prepared_review_unit_hash": "6d0766145926ef3c90efade8e455ed6e4a8f793b3e5fd056f5756e731cf0b44d", "component_budget": { "node_count": 2, "item_count": 2, @@ -24430,18 +24580,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related by theme (local path-traversal hardening), but they fix different loading code paths: one for sharded checkpoint index weight_map entries, the other for the `transformers_weights` config field.", + "summary": "Both PRs harden local checkpoint loading against path traversal, but they protect different untrusted inputs in different code paths: shard filenames from the checkpoint index vs an explicit filename from `transformers_weights`. Similar security pattern, not the same underlying bug or mergeable change.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for duplication: the two PRs address different untrusted inputs and different resolver paths, so they should remain separate.", + "canonical_pr_reason": "No single canonical PR: these are separate containment fixes for different loading mechanisms, not duplicates of one another.", "best_issue_reason": null, - "best_pr_reason": "PR 46281 is the clearest representative of the cluster\u2019s security-hardening theme because it contains a concrete containment check for checkpoint shard paths and a focused test surface.", + "best_pr_reason": "If forced to pick a representative, #46281 is the broader/narrower fit for the cluster\u2019s checkpoint-loading containment theme; #46890 is a separate explicit-filename guard.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Reject: same broad security theme, but not the same bug. 46281 blocks traversal from sharded-checkpoint `weight_map` shard filenames; 46890 blocks traversal from `transformers_weights` filenames. Different inputs, different code paths, not plausibly one merged fix." + "reason": "Reject: both are path-traversal mitigations, but one validates sharded `weight_map` filenames and the other validates `transformers_weights` explicit filenames; different inputs, different code paths, not one PR." } ] }, @@ -24471,7 +24621,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "87cd7fc0c55ba50d4abd5c2d962d01195cbf897af546ada10b97534051819bd0", + "prepared_review_unit_hash": "a6bd114af777e7279fc38006708f33acf4f952d75f0bff7b6f1f7f2fb237ed09", "component_budget": { "node_count": 2, "item_count": 2, @@ -24493,18 +24643,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one in the Moonshine streaming sliding-window mask (`-dist <= right_window_size`), but #46546 is the more complete change because it also updates Gemma4 and adds tests.", - "confidence": 0.82, + "summary": "Both PRs fix the same sliding-window right-boundary off-by-one in Moonshine streaming (`-dist <= right_window_size`), with 46546 being a broader follow-up that also patches Gemma4 and adds tests. They are closely related enough to treat as duplicates/subsets for triage.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "#46546 is broader and more complete: it includes the Moonshine fix, the analogous Gemma4 fix, and test coverage.", + "canonical_pr_reason": "PR 46546 is the better canonical representative because it addresses the same boundary bug in Moonshine streaming, extends the fix to another model with the same code path, and includes test coverage.", "best_issue_reason": null, - "best_pr_reason": "#46546 is the best representative PR because it addresses the same boundary bug with additional coverage and validation, while #46310 is a narrower subset.", + "best_pr_reason": "PR 46546 is the strongest overall candidate: same core bug, broader scope, and more complete fix/test coverage than 46310.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Accept: the shared Moonshine change is the same concrete off-by-one boundary fix in the same mask function; #46546 extends that fix rather than introducing a different bug or unrelated change." + "reason": "Both PRs change the same Moonshine streaming mask boundary from `< right_window_size` to `<= right_window_size`; 46546 is a superset-style follow-up, not a different bug." } ] }, @@ -24543,70 +24693,70 @@ "pull_request:46425|pull_request:46850", "pull_request:46850|pull_request:46917" ], - "prepared_review_unit_hash": "22d5a2ee13951a94b1b2bcaa141053916ded8658ec7765f0c63afc5fc0dbdbbd", + "prepared_review_unit_hash": "96b5a3f763cda5991bba75d0ffd1208b8b71e728a61b8039b9435edca481b106", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 16838, - "estimated_input_tokens": 4210, - "estimated_eval_tokens": 8676 + "serialized_chars": 16833, + "estimated_input_tokens": 4209, + "estimated_eval_tokens": 8674 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 16838, - "estimated_input_tokens": 4210, - "estimated_eval_tokens": 8676 + "serialized_chars": 16833, + "estimated_input_tokens": 4209, + "estimated_eval_tokens": 8674 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate cluster here: the PRs span unrelated model additions, a masking bug fix, continuous batching multimodal work, and a deprecation cleanup. The only superficially similar pair (RADIO vs. deprecated training args) is not the same change and should not be merged as a duplicate.", - "confidence": 0.98, + "summary": "No PRs in this cluster appear to be true duplicates; they span unrelated features, model additions, and bug fixes. The closest-looking pair is still not the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "If a single PR must represent the cluster, 46425 is the most self-contained and clearly scoped change, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "46425 is the cleanest standalone PR in the set: it has a single feature area, clear files, and a coherent change scope. The others are different categories of work.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different scopes: continuous batching multimodal support vs. adding the HunYuan VL model; no shared code-path bug or mergeable duplicate." + "reason": "Continuous batching multimodal support and a new HunYuan VL model are unrelated changes with different code paths and goals." }, { "left": "pull_request:46376", "right": "pull_request:46425", "accept": false, - "reason": "Different model/system work: continuous batching internals vs. RADIO model implementation; not the same underlying change." + "reason": "Multimodal continuous batching support is not the same as adding RADIO model support; they touch different subsystems and model families." }, { "left": "pull_request:46425", "right": "pull_request:46509", "accept": false, - "reason": "Both are model additions, but for different models and codepaths (RADIO vs. Nemotron Omni); not duplicates." + "reason": "Both are model-support PRs, but for different models and implementations; they are not the same bug or change." }, { "left": "pull_request:46425", - "right": "pull_request:46917", + "right": "pull_request:46850", "accept": false, - "reason": "RADIO model support and deprecated training-args cleanup are unrelated; similarity is only superficial via shared framework files." + "reason": "RADIO model support and Gemma attention-mask fixes are distinct changes with no shared concrete code-path problem." }, { "left": "pull_request:46425", - "right": "pull_request:46850", + "right": "pull_request:46917", "accept": false, - "reason": "RADIO model support and Gemma masking fix are unrelated; one adds a model, the other fixes attention masking logic." + "reason": "Adding RADIO model support is unrelated to removing deprecated training args; the overlap is only broad repository maintenance." }, { "left": "pull_request:46850", "right": "pull_request:46917", "accept": false, - "reason": "Attention-masking bug fix vs. deprecation removal are different changes and would not be merged into one PR." + "reason": "Gemma sliding-window masking fixes and deprecation cleanup in training/image-processing args are unrelated." } ] }, @@ -24636,12 +24786,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "0a37585bf90df6fa8059a0b68c957d6622f711597e1c93d03634a7b6e91a968e", + "prepared_review_unit_hash": "2edfc06d6da4a295e5cdf6b733006ffe3b2e422fb0472308c7a7a4f180073ca5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -24649,7 +24799,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -24658,18 +24808,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated PRs in tokenizer loading/decoding: one fixes CodeLlama decode stripping real leading spaces, the other fixes DeepSeek checkpoints resolving to the wrong tokenizer class. They share a broad subsystem but not the same bug or change.", - "confidence": 0.98, + "summary": "These are two unrelated pull requests in the tokenizer area: one fixes CodeLlama decode stripping real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM checkpoint-to-tokenizer class selection in AutoTokenizer.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No strong canonical PR for a duplicate cluster here; if forced, #46574 is the more self-contained fix with a single code-path change and targeted tests, while #46580 is a broader registry override for a different loading problem.", + "canonical_pr_reason": "No canonical PR for the cluster: the PRs address different bugs in different code paths and should not be merged as duplicates.", "best_issue_reason": null, - "best_pr_reason": "#46574 is the better representative of a focused bug fix: it corrects a specific decode-path regression in CodeLlama and has a narrow scope. #46580 addresses a separate checkpoint-classification issue and is not a better canonical representative of this pair.", + "best_pr_reason": "Neither PR is a good global representative for the whole cluster because they target separate model families and separate failure modes.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying bugs and code paths: CodeLlama decoder stripping on decode vs DeepSeek auto-tokenizer class selection on load. They are not plausibly mergeable into one PR as a duplicate." + "reason": "Reject: CodeLlama decode behavior vs DeepSeek tokenizer-class routing are different underlying problems, with no shared code path or mergeable common fix." } ] }, @@ -24699,7 +24849,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "69f0444257f28b131f46ef4c8bd38dc987d04ce24b0467a6b9eccdffeeb11382", + "prepared_review_unit_hash": "f002b4022fd86d3ac948c5cc4058e179ed5731ae75c60c80d9ca3a0c14dc82ea", "component_budget": { "node_count": 2, "item_count": 2, @@ -24721,18 +24871,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Mistral tokenizer PRs, but they cover different changes: #46603 is a refactor that moves `MistralConverter` into `integrations/mistral/`, while #46604 adds tekken tokenizer detection, conversion, and save utilities. Shared files do not imply the same underlying change.", - "confidence": 0.96, + "summary": "Two Mistral tokenizer PRs overlap heavily in files, but they address different changes: one refactors/extracts MistralConverter, the other adds tekken tokenizer detection/conversion/save support. They are related but not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: #46603 is a packaging/refactor move, and #46604 is a separate feature PR for tokenizer detection/conversion/save behavior.", + "canonical_pr_reason": "PR 46604 is the better canonical PR because it represents the broader functional tokenizer work, while 46603 is a smaller refactor/extraction step.", "best_issue_reason": null, - "best_pr_reason": "#46604 is the better representative of the cluster because it is the more substantial end-user change; #46603 is mostly an internal refactor relocating code.", + "best_pr_reason": "PR 46604 is the most representative artifact in this cluster: it introduces the main user-facing tokenizer capability, whereas 46603 is primarily an internal code move.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Different concrete changes: move of `MistralConverter` vs adding tekken tokenizer detection/conversion/save utilities. They are related but not the same bug/fix or a single mergeable PR." + "reason": "Do not merge: 46603 moves MistralConverter into an integrations package, while 46604 adds tekken tokenizer detection/conversion/save utilities. Shared Mistral files reflect subsystem overlap, not the same fix/change." } ] }, @@ -24766,52 +24916,52 @@ "pull_request:46741|pull_request:46781", "pull_request:46773|pull_request:46937" ], - "prepared_review_unit_hash": "ced8aa090c19bd711884a88d784eb6ec5e68a766c5edf310438b7047679880e5", + "prepared_review_unit_hash": "4c3df1ab530a92aca96c7f7772509dd8de40c6c22b03c26e3204586e2c88794e", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 11148, - "estimated_input_tokens": 2787, - "estimated_eval_tokens": 5830 + "serialized_chars": 11149, + "estimated_input_tokens": 2788, + "estimated_eval_tokens": 5832 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 11148, - "estimated_input_tokens": 2787, - "estimated_eval_tokens": 5830 + "serialized_chars": 11149, + "estimated_input_tokens": 2788, + "estimated_eval_tokens": 5832 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three distinct PRs in adjacent linear-attention/hybrid-model areas, but they address different bugs: state handling for chunked prefill/speculative decoding, padding-mask application at batch size 1, quantized-cache construction for hybrid models, and assisted-generation statefulness. The overlap is mostly in affected model families, not the concrete code paths.", - "confidence": 0.96, + "summary": "All four PRs are thematically related to hybrid/linear-attention or stateful generation paths, but they address different bugs and code paths, so none of the soft edges should be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46741 is the broadest representative of the cluster because it spans multiple hybrid/state-cache model implementations and the most central shared theme is cache/state handling in those models.", + "canonical_pr_reason": "PR 46741 is the broadest and most central representative of the cluster because it targets a core cache/speculative-decoding path across several hybrid models and has the largest cross-model impact.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46741 is the best single representative of the group, but it should not be merged with the others because its fix is specifically about chunked-prefill/speculative decoding state reuse rather than padding masks, quantized cache layout, or assisted generation.", + "best_pr_reason": "PR 46741 is the best anchor for the cluster because it is the most substantive multi-model fix; the other PRs are narrower, unrelated corrections in padding-mask handling, quantized-cache construction, and assisted-generation statefulness.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "Both touch some of the same model files, but 46741 fixes cache/state reuse for chunked prefill/speculative decoding while 46773 fixes padding-mask application for batch size 1. Different bugs and code paths." + "reason": "Different bugs: 46741 fixes precomputed-state handling for chunked-prefill/speculative decoding, while 46773 fixes padding mask application when batch size is 1. Same files/model families, but not the same underlying change." }, { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "46741 is about hybrid-model cache state during decoding; 46781 is about QuantizedCache initialization for hybrid SSM+attention models. Same broad area, but not the same concrete failure." + "reason": "Different failure modes: 46741 is about cache reuse in hybrid model decoding paths, whereas 46781 fixes QuantizedCache construction for hybrid SSM+attention models. Related subsystem, but not one duplicate bug." }, { "left": "pull_request:46773", "right": "pull_request:46937", "accept": false, - "reason": "46773 fixes padding-mask behavior in linear-attention models; 46937 marks LFM2/LFM2-MoE as stateful to reject assisted generation. Different underlying issues and no plausible single merged PR." + "reason": "46773 corrects padding-mask skipping in linear-attention models; 46937 marks LFM2/LFM2-MoE as stateful to reject assisted generation. These are separate behaviors and could not plausibly be merged as one PR." } ] }, @@ -24833,70 +24983,88 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46895-3", + "cluster_id": "cluster-46895-4", "nodes": [ "pull_request:46895", "pull_request:46898", - "pull_request:46916" + "pull_request:46916", + "pull_request:46947" ], "soft_pairs": [ "pull_request:46895|pull_request:46898", "pull_request:46895|pull_request:46916", - "pull_request:46898|pull_request:46916" + "pull_request:46898|pull_request:46916", + "pull_request:46898|pull_request:46947", + "pull_request:46895|pull_request:46947" ], - "prepared_review_unit_hash": "6a0e7216559272ae4dabb7e780f989b36257cae0badab3774566b0ce1394b96d", + "prepared_review_unit_hash": "7307fd7d4591806e32f0f7821507eee433159b01f0e7f7de7155692caa4cc895", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 7714, - "estimated_input_tokens": 1929, - "estimated_eval_tokens": 4114 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 10726, + "estimated_input_tokens": 2682, + "estimated_eval_tokens": 5620 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 7714, - "estimated_input_tokens": 1929, - "estimated_eval_tokens": 4114 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 10726, + "estimated_input_tokens": 2682, + "estimated_eval_tokens": 5620 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs address the same general training-loss double-shift pattern, but they are model-specific fixes rather than true duplicates of the same concrete change.", - "confidence": 0.87, + "summary": "Two clear CohereASR duplicates and one broader multi-model PR that subsumes both a CohereASR and a Florence2 fix; the cross-model pairs are not duplicates because they address different model code paths.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46916 is the best representative because it is the most complete patch, covering both CohereASR and Florence2, while the other two are narrower single-model variants.", + "canonical_pr_reason": "pull_request:46916 is the best umbrella representative: it covers the same training-loss double-shift bug pattern in both CohereASR and Florence2, while the other PRs are narrower single-model variants or alternative implementations.", "best_issue_reason": null, - "best_pr_reason": "PR #46916 is the strongest standalone candidate since it combines both fixes and directly matches the common theme across the cluster.", + "best_pr_reason": "pull_request:46916 is the strongest cluster representative because it consolidates the shared loss-shift fix across the two affected model families, making it the broadest and most complete patch in the set.", "soft_edge_verdicts": [ { "left": "pull_request:46895", "right": "pull_request:46898", "accept": false, - "reason": "Same bug pattern, but different model code paths and different files; this is not the same concrete change." + "reason": "Same symptom, but different models and different forward/loss code paths; not the same concrete bug/change." }, { "left": "pull_request:46895", "right": "pull_request:46916", - "accept": false, - "reason": "#46916 includes the CohereASR fix plus an additional Florence2 change, so it is broader than #46895 and not a duplicate of the same exact change." + "accept": true, + "reason": "Both fix the same CohereASR training-loss double-shift bug in the same model path; 46916 is a broader variant that includes this fix." }, { "left": "pull_request:46898", "right": "pull_request:46916", + "accept": true, + "reason": "Both address the Florence2 training-loss double-shift bug in the same model path; 46916 additionally bundles the CohereASR fix." + }, + { + "left": "pull_request:46898", + "right": "pull_request:46947", "accept": false, - "reason": "#46916 includes the Florence2 fix plus an additional CohereASR change; shared tracking issue is not enough to treat them as duplicates." + "reason": "Different models and different affected code paths; they share only a generic pattern, not the same underlying change." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46947", + "accept": true, + "reason": "Same CohereASR bug and same loss-shift fix area; these are effectively duplicate implementations of the same change." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The umbrella PR assessment is supported by the packet, and the pairwise verdicts are appropriately cautious: cross-model pairs are rejected, while same-model CohereASR pairs and the Florence2 umbrella pair are accepted." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -24937,7 +25105,7 @@ "pull_request:46927|pull_request:46928", "pull_request:46928|pull_request:46941" ], - "prepared_review_unit_hash": "cf6163cc7d6bbf9031156c33fdde11bf53eed83bb23b0864a7f30febf3a129c7", + "prepared_review_unit_hash": "e5b7565e3ee5d6ef79c8e9dc0030f15f5abf0bcae6dc8d36cbb60aaa0cae38f5", "component_budget": { "node_count": 6, "item_count": 6, @@ -24959,102 +25127,102 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all small fixups, but they span different models and failure modes; none are true duplicates of one another.", + "summary": "These PRs are all model-specific or test-specific fixes and do not look like duplicates of one underlying change. The cluster is heterogeneous: several are test workarounds, while others are unrelated code fixes in different models.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the changes target different code paths and models, so they should not be collapsed into one duplicate cluster.", + "canonical_pr_reason": "No single duplicate PR stands out; if one must be selected as the anchor, PR #46941 is the best standalone representative because it makes a direct code-path fix in the DAC model rather than only adjusting tests or registry metadata.", "best_issue_reason": null, - "best_pr_reason": "PR 46907 is the best global representative only in the loose sense that it is a concrete model-code fix; the others are mostly test-only workarounds or unrelated changes.", + "best_pr_reason": "PR #46941 is the strongest individual fix in the set: it changes the DAC latent-distance computation itself, which is a concrete bug fix and more representative than the test-only load/offload PRs or the tokenizer registry update.", "soft_edge_verdicts": [ { "left": "pull_request:46907", "right": "pull_request:46927", "accept": false, - "reason": "Different models and bugs: edgetam kwarg cleanup vs glm46v input_ids casting." + "reason": "Different models and different fixes: Edgetam drops an invalid kwarg, while GLM46V casts input_ids to long. Same broad theme of test failures, but not the same bug or mergeable change." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "Edgetam model code fix vs minimax_m3_vl test load workaround; unrelated underlying issues." + "reason": "Both are test-failure fixes, but one is Edgetam code cleanup and the other is a MiniMax test-only offload_folder workaround; unrelated artifacts." }, { "left": "pull_request:46907", "right": "pull_request:46941", "accept": false, - "reason": "Edgetam processor-kwarg cleanup vs DAC distance-formula fix; different code paths." + "reason": "Edgetam kwarg handling and DAC distance math are different code paths in different models; not the same underlying issue." }, { "left": "pull_request:46907", "right": "pull_request:46908", "accept": false, - "reason": "Edgetam model fix vs deepseek_v32 test offload-folder workaround; not the same bug." + "reason": "Edgetam model code fix vs Deepseek test-only offload_folder change; same symptom class, different root cause." }, { "left": "pull_request:46907", "right": "pull_request:46928", "accept": false, - "reason": "Edgetam kwarg handling vs BLIP-2 tokenizer registration; unrelated changes." + "reason": "Edgetam forward-kwarg cleanup is unrelated to BLIP-2 tokenizer registry expansion." }, { "left": "pull_request:46908", "right": "pull_request:46926", "accept": false, - "reason": "Both are test-load workarounds, but for different models and setups, so not the same underlying change." + "reason": "Both add temp offload folders in tests, but they target different models and likely separate load issues; not enough to treat as the same duplicate fix." }, { "left": "pull_request:46908", "right": "pull_request:46927", "accept": false, - "reason": "Deepseek load_error test workaround vs glm46v type-casting fix; different problems." + "reason": "Deepseek test harness change vs GLM46V model casting fix; different root causes and code paths." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "Deepseek test workaround vs BLIP-2 tokenizer mapping update; unrelated." + "reason": "Deepseek offload-folder test workaround is unrelated to BLIP-2 tokenizer support list update." }, { "left": "pull_request:46908", "right": "pull_request:46941", "accept": false, - "reason": "Deepseek test workaround vs DAC numerical fix; different code paths and failure modes." + "reason": "A test-only load workaround for Deepseek is not the same as the DAC model math correction." }, { "left": "pull_request:46926", "right": "pull_request:46927", "accept": false, - "reason": "Minimax_m3_vl offload-folder test fix vs glm46v input casting fix; not duplicates." + "reason": "MiniMax test offload-folder workaround and GLM46V input cast fix are different artifacts and fixes." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "Minimax_m3_vl test workaround vs DAC latent-distance bug fix; unrelated." + "reason": "MiniMax test harness change and DAC code bug fix do not share the same underlying defect." }, { "left": "pull_request:46926", "right": "pull_request:46928", "accept": false, - "reason": "Minimax_m3_vl test load workaround vs BLIP-2 tokenizer registry change; different issues." + "reason": "MiniMax offload-folder workaround is unrelated to BLIP-2 tokenizer auto-mapping." }, { "left": "pull_request:46927", "right": "pull_request:46941", "accept": false, - "reason": "Different model implementations and defects: glm46v input_ids casting vs DAC distance computation." + "reason": "Both are code fixes, but they touch different models and distinct logic: GLM46V input dtype handling vs DAC distance calculation." }, { "left": "pull_request:46927", "right": "pull_request:46928", "accept": false, - "reason": "GLM46V forward fix vs BLIP-2 tokenizer prefix addition; unrelated." + "reason": "GLM46V forward casting and BLIP-2 tokenizer registry changes are unrelated." }, { "left": "pull_request:46928", "right": "pull_request:46941", "accept": false, - "reason": "BLIP-2 tokenizer mapping update vs DAC math fix; no shared underlying bug." + "reason": "Tokenizer auto-model pattern update for BLIP-2 is not the same bug as DAC's latent-distance formula fix." } ] }, @@ -25084,12 +25252,12 @@ "soft_pairs": [ "pull_request:46933|pull_request:46942" ], - "prepared_review_unit_hash": "be0ee69db687e26654324f7e1fa4fdec0f32809d18d80eb4d735ca6bf59064d6", + "prepared_review_unit_hash": "dbeec1b40e8d053204e37964c2d7523a54b8e9fe56c2934895ef430e0fc37f03", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4372, + "serialized_chars": 4371, "estimated_input_tokens": 1093, "estimated_eval_tokens": 2442 }, @@ -25097,7 +25265,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4372, + "serialized_chars": 4371, "estimated_input_tokens": 1093, "estimated_eval_tokens": 2442 }, @@ -25106,18 +25274,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate PRs with the same general anti-pattern fix (avoid casting quantized weights to non-float dtypes), but they affect different model families and different forward paths, so they are not duplicates.", - "confidence": 0.96, + "summary": "These PRs share a similar quantization-related casting theme, but they fix different model code paths (Gemma4 vision/audio embedders vs. TimesFM 2.5 ResidualBlock), so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46933 is the better cluster representative because it has an explicit issue target and a clear, focused fix in Gemma4's vision/audio embedder code path.", + "canonical_pr_reason": "No single canonical PR: 46933 and 46942 address separate bugs in different model families and should remain distinct.", "best_issue_reason": null, - "best_pr_reason": "PR #46933 is the best representative PR for this cluster: it is narrowly scoped, has an explicit linked issue, and cleanly captures the dtype-casting bug pattern shown here.", + "best_pr_reason": "PR #46933 is the slightly stronger representative within this cluster because it has an explicit issue link and patches both the modeling and modular Gemma4 implementations, but it does not subsume #46942.", "soft_edge_verdicts": [ { - "left": "pull_request:46933", - "right": "pull_request:46942", + "left": "pull_request:46933 ([Gemma4] Fix dtype casting for quantized vision/audio embedders)", + "right": "pull_request:46942 (Fix dtype cast in TimesFM 2.5 ResidualBlock for quantized weights)", "accept": false, - "reason": "Both PRs fix dtype casting under quantization, but one is for Gemma4 vision/audio embedders and the other is for TimesFM 2.5 ResidualBlock layers. They are different model-specific code paths and not the same underlying bug or mergeable into one PR." + "reason": "Different models and different execution paths; same general dtype-casting pattern, but not the same underlying bug or mergeable PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index f64543d245294fb7fff7352bd3efa5acd63c294b..6a5d4fd0fb28af452c10403b6094e976d2b8283c 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260628t180015z", + "analysis_id": "hybrid-model-20260629t000014z", "archived_artifacts": { - "hybrid": "snapshots/20260628T180015Z/analysis-runs/hybrid-model-20260628t180015z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260628T180015Z/analysis-runs/hybrid-model-20260628t180015z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260629T000014Z/analysis-runs/hybrid-model-20260629t000014z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260629T000014Z/analysis-runs/hybrid-model-20260629t000014z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-28T18:06:12Z", + "published_at": "2026-06-29T00:06:29Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260628T180015Z", + "snapshot_id": "20260629T000014Z", "variant": "hybrid" } diff --git a/snapshots/20260629T000014Z/analysis-runs/hybrid-model-20260629t000014z/analysis-report-hybrid.json b/snapshots/20260629T000014Z/analysis-runs/hybrid-model-20260629t000014z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..3a7ddce01e675886f3a087c3d39bd48833da2cf6 --- /dev/null +++ b/snapshots/20260629T000014Z/analysis-runs/hybrid-model-20260629t000014z/analysis-report-hybrid.json @@ -0,0 +1,2666 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260629T000014Z", + "generated_at": "2026-06-29T00:06:28Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-46894-8", + "summary": "Cluster of 3 issues and 5 PRs centered on issue #46894.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46894, + "canonical_pr_number": 46903, + "issue_numbers": [ + 46894, + 46897, + 46901 + ], + "pr_numbers": [ + 46895, + 46898, + 46903, + 46916, + 46947 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46895, + "right_pr_number": 46898, + "code_similarity": 0.117, + "size_similarity": 0.467, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.156, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46895, + "right_pr_number": 46903, + "code_similarity": 0.24, + "size_similarity": 0.844, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.476, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46895, + "right_pr_number": 46916, + "code_similarity": 0.335, + "size_similarity": 0.622, + "file_overlap": 0.4, + "area_overlap": 0.194, + "patch_similarity": 0.154, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 615, + 627 + ], + [ + 639, + 654 + ] + ], + "right_ranges": [ + [ + 637, + 644 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 478, + 490 + ], + [ + 502, + 517 + ] + ], + "right_ranges": [ + [ + 500, + 507 + ] + ] + } + ] + }, + { + "left_pr_number": 46895, + "right_pr_number": 46947, + "code_similarity": 0.715, + "size_similarity": 0.833, + "file_overlap": 1.0, + "area_overlap": 0.366, + "patch_similarity": 0.802, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 615, + 627 + ], + [ + 639, + 654 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 478, + 490 + ], + [ + 502, + 517 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ + [ + 35, + 41 + ], + [ + 176, + 214 + ] + ], + "right_ranges": [ + [ + 15, + 21 + ], + [ + 180, + 221 + ] + ] + } + ] + }, + { + "left_pr_number": 46898, + "right_pr_number": 46903, + "code_similarity": 0.125, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.099, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46898, + "right_pr_number": 46916, + "code_similarity": 0.42, + "size_similarity": 0.75, + "file_overlap": 0.5, + "area_overlap": 0.194, + "patch_similarity": 0.35, + "shared_filenames": [ + "src/transformers/models/florence2/modeling_florence2.py", + "src/transformers/models/florence2/modular_florence2.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/florence2/modeling_florence2.py", + "left_ranges": [ + [ + 872, + 878 + ], + [ + 881, + 887 + ], + [ + 904, + 918 + ] + ], + "right_ranges": [ + [ + 902, + 909 + ] + ] + }, + { + "filename": "src/transformers/models/florence2/modular_florence2.py", + "left_ranges": [ + [ + 1580, + 1586 + ], + [ + 1589, + 1595 + ], + [ + 1612, + 1626 + ] + ], + "right_ranges": [ + [ + 1610, + 1617 + ] + ] + } + ] + }, + { + "left_pr_number": 46898, + "right_pr_number": 46947, + "code_similarity": 0.126, + "size_similarity": 0.56, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.092, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46903, + "right_pr_number": 46916, + "code_similarity": 0.17, + "size_similarity": 0.737, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.154, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46903, + "right_pr_number": 46947, + "code_similarity": 0.269, + "size_similarity": 0.987, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.475, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46916, + "right_pr_number": 46947, + "code_similarity": 0.447, + "size_similarity": 0.747, + "file_overlap": 0.4, + "area_overlap": 0.438, + "patch_similarity": 0.167, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 644 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 507 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46869-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46869, + "canonical_pr_number": 46886, + "issue_numbers": [ + 46869 + ], + "pr_numbers": [ + 46886, + 46922 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46886, + "right_pr_number": 46922, + "code_similarity": 0.711, + "size_similarity": 0.857, + "file_overlap": 1.0, + "area_overlap": 0.5, + "patch_similarity": 0.429, + "shared_filenames": [ + "src/transformers/models/yolos/modeling_yolos.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/yolos/modeling_yolos.py", + "left_ranges": [ + [ + 446, + 452 + ] + ], + "right_ranges": [ + [ + 434, + 440 + ], + [ + 446, + 452 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46159-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46159.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46159, + "canonical_pr_number": 46174, + "issue_numbers": [ + 46159 + ], + "pr_numbers": [ + 46174, + 46780 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46174, + "right_pr_number": 46780, + "code_similarity": 0.841, + "size_similarity": 0.87, + "file_overlap": 1.0, + "area_overlap": 0.767, + "patch_similarity": 0.657, + "shared_filenames": [ + "src/transformers/models/aimv2/modeling_aimv2.py", + "src/transformers/models/d_fine/modeling_d_fine.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", + "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", + "src/transformers/models/rt_detr/modeling_rt_detr.py", + "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "src/transformers/models/vit_mae/modeling_vit_mae.py", + "src/transformers/models/vit_mae/modular_vit_mae.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/aimv2/modeling_aimv2.py", + "left_ranges": [ + [ + 134, + 141 + ], + [ + 144, + 154 + ], + [ + 157, + 165 + ] + ], + "right_ranges": [ + [ + 134, + 140 + ], + [ + 143, + 153 + ], + [ + 156, + 162 + ] + ] + }, + { + "filename": "src/transformers/models/d_fine/modeling_d_fine.py", + "left_ranges": [ + [ + 631, + 638 + ], + [ + 641, + 651 + ], + [ + 654, + 662 + ] + ], + "right_ranges": [ + [ + 631, + 637 + ], + [ + 640, + 650 + ], + [ + 653, + 659 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/modeling_deimv2.py", + "left_ranges": [ + [ + 703, + 710 + ], + [ + 713, + 723 + ], + [ + 726, + 734 + ] + ], + "right_ranges": [ + [ + 703, + 709 + ], + [ + 712, + 722 + ], + [ + 725, + 731 + ] + ] + }, + { + "filename": "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", + "left_ranges": [ + [ + 1551, + 1558 + ], + [ + 1561, + 1571 + ], + [ + 1574, + 1582 + ] + ], + "right_ranges": [ + [ + 1551, + 1557 + ], + [ + 1560, + 1570 + ], + [ + 1573, + 1579 + ] + ] + }, + { + "filename": "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", + "left_ranges": [ + [ + 804, + 811 + ], + [ + 814, + 824 + ], + [ + 827, + 835 + ] + ], + "right_ranges": [ + [ + 804, + 810 + ], + [ + 813, + 823 + ], + [ + 826, + 832 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr/modeling_rt_detr.py", + "left_ranges": [ + [ + 847, + 854 + ], + [ + 857, + 867 + ], + [ + 870, + 878 + ] + ], + "right_ranges": [ + [ + 847, + 853 + ], + [ + 856, + 866 + ], + [ + 869, + 875 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "left_ranges": [ + [ + 976, + 983 + ], + [ + 986, + 996 + ], + [ + 999, + 1007 + ] + ], + "right_ranges": [ + [ + 976, + 982 + ], + [ + 985, + 995 + ], + [ + 998, + 1004 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modeling_vit_mae.py", + "left_ranges": [ + [ + 152, + 159 + ], + [ + 162, + 172 + ], + [ + 175, + 183 + ] + ], + "right_ranges": [ + [ + 152, + 158 + ], + [ + 161, + 171 + ], + [ + 174, + 180 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", + "left_ranges": [ + [ + 62, + 69 + ], + [ + 72, + 82 + ], + [ + 85, + 93 + ] + ], + "right_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.721, + "size_similarity": 0.973, + "file_overlap": 0.75, + "area_overlap": 0.563, + "patch_similarity": 0.696, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py", + "utils/notification_service.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3611, + 3618 + ], + [ + 3835, + 3869 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 144 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + }, + { + "filename": "utils/notification_service.py", + "left_ranges": [ + [ + 935, + 967 + ] + ], + "right_ranges": [ + [ + 935, + 967 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46305-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46305, + "canonical_pr_number": 46546, + "issue_numbers": [ + 46305 + ], + "pr_numbers": [ + 46310, + 46546 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46310, + "right_pr_number": 46546, + "code_similarity": 0.566, + "size_similarity": 0.444, + "file_overlap": 0.5, + "area_overlap": 0.867, + "patch_similarity": 0.16, + "shared_filenames": [ + "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "left_ranges": [ + [ + 356, + 362 + ] + ], + "right_ranges": [ + [ + 355, + 361 + ] + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [ + { + "cluster_id": "cluster-46894-8", + "canonical_issue_number": 46894, + "duplicate_issue_numbers": [ + 46897, + 46901 + ], + "reason": "Issues in cluster-46894-8 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "duplicate_prs": [ + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 46546, + "duplicate_pr_numbers": [ + 46310 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46894-8", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46898, + 46916, + 46947 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-8 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-8", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 8 artifacts, and carries 0 discussion comments plus 9 inbound references.", + "score": 189.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260629T000014Z/analysis-runs/hybrid-model-20260629t000014z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260629T000014Z/analysis-runs/hybrid-model-20260629t000014z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..5d57b995f69636b1c25d2115d91ed6f4e545926a --- /dev/null +++ b/snapshots/20260629T000014Z/analysis-runs/hybrid-model-20260629t000014z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,25300 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260629T000014Z", + "generated_at": "2026-06-29T00:06:28Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:43716|issue:46869", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45859|issue:45902", + "issue:45685|issue:46869", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:43716|issue:45685", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "e767242bbec37d6cddb7368d1ceb12cce1d08a007ffbda2b6cf28c69be425c54", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46578, + "estimated_input_tokens": 11645, + "estimated_eval_tokens": 23546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Two clear duplicate pairs stand out: the Bert/ZeRO-3 index-out-of-bounds reports and the torch 2.4.1 compatibility reports. Most other pairs are only broad similarity matches and look like distinct bugs or doc issues.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the strongest duplicate cluster: it names the exact failure (index 0 out of bounds), the trigger (DeepSpeed ZeRO-3 init), and the model family (BertModel) without extra noise.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best overall issue representative here because it is specific, readable, and central to a true duplicate pair; it is the most actionable title among the accepted matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a missing-config attribute error and the other is a streaming API failure; different code paths." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend failures: AMD GPU support vs MPS histogram on Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different symptoms and models: dtype mismatch in Mistral-3 vs GPT-OSS failing on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch and AMD GPU failure are not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Both are model-specific failures, but there is no shared concrete failure mode." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different MoE issues on different platforms; no shared code-path problem." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Collective mismatch during ZeRO-3 training vs ModernBERT ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and failures: ONNX export vs FineGrainedFP8 runtime." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export bug and Qwen3 device-map CUDA assert are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and RAG docs issues are different topics." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but one is removed pipeline tasks and the other is the removed run command." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export issue vs GenerationMixin import error are different failures." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking and resume-training with trust_remote_code are unrelated." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training problem and YOLO multi-GPU device-map failure are different bugs." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape IndexError and Gemma4 device mismatch are not the same defect." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but one is ZeRO-3 Bert init and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Bert ZeRO-3 init bug and remote-code resume-training bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same general error class, but different trigger and stack context." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask-shape mismatch and Qwen3.5 video-token mismatch are different multimodal issues." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Indexing shape error and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Training-resume issue and broken Nemotron example do not share the same failure." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template StopIteration and remote-code resume-training are distinct." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but the collective mismatch and Bert zero3 index error are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/Bert index-out-of-bounds failure; 43638 is just the non-pretrained Bert variant." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy call and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different issues: detokenization bug vs LoRA merge/save reload mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and LoRA save/reload inconsistency are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and symptoms: image-preprocessor dtype mismatch vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the weight dimensionality error and collective mismatch are different problems." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recomputation mismatch is not the same as mask-shape IndexError." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same class name, but one is CPU-offload forward incompatibility and the other is uninitialized inv_freq after materialization." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram int error and YOLO multi-GPU device-map failure are unrelated backend issues." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel failure are different distributed-training bugs." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and CustomTrainer compute_loss signature breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 init error and GPT-OSS TP failure are different distributed execution bugs." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and failure modes; no shared code-path." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 runtime error and AMD GPU failure are distinct hardware/model issues." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding_window_pattern attribute error and Mistral regex patch crash are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility regression; the titles differ only in how much version context they include." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and Gemma4 inputs_embeds reverse-lookup cost are different issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch incompatibility and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are different distributed failures." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but one is removed pipeline-task references and the other is the removed run command." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram int limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy usage and autocast dtype mismatch are different training/runtime bugs." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch in ZeRO-3 and CustomTrainer signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP issue and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call and mask-shape IndexError are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the summary correctly identifies the two deterministic duplicate pairs (43596/43638 and 45800/46515), and the canonical choice is defensible from the titles. The soft-edge rejections are generally conservative and do not overstate evidence. No mergeability issues apply here because 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": 24, + "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-10000-502", + "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:44589|issue:46304", + "issue:43901|issue:44512", + "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:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "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:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "67a402c937aec6787733c8fdfc2b3e98712c296f856d5977d08eb4eef53751db", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40040, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with two plausible duplicate subfamilies: a v5 AutoTokenizer token-ID regression and a DeepSpeed ZeRO-3 out-of-bounds load failure. The rest look like unrelated model-specific regressions or docs/version-compatibility reports.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45920 is the broadest and clearest report of the AutoTokenizer v5 regression across many model families; issue:45812 looks like the Granite-specific manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue here because it has the widest stated impact and the cleanest duplicate scope for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but they point to different breakages and different failure modes." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loading problems; no shared underlying bug is evident." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support are unrelated failures." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 loading/indexing failure pattern with the same out-of-bounds symptom; model names differ but the underlying bug appears shared." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Both are runtime/model-compatibility failures, but the Gemma3 config attribute error and Qwen3 device-map CUDA assert are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the torch/distributed compatibility issue." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they cover different documentation regressions and are not duplicates." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different task/model areas and different failure classes; not the same underlying issue." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger-kernel cross_entropy behavior and Qwen3-VL video StopIteration are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device mismatch in Gemma4 PLE and video-token/template mismatch in Qwen3.5 are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device mismatch do not share the same code path." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint and ModelOpt compatibility are different failure types." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code regressions and USE_DISTRIBUTED=0 support are different compatibility problems." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 token-ID regression; 45920 is the broader multi-model report and 45812 is a narrower Granite-specific instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to the torch/distributed breakage." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime failure and RAG docs issues are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window, but they are different model/config failures with different symptoms." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar index-related errors, but the mask-shape mismatch and zero-sized index error are not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-specific loading problems with no shared code-path evidence." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are separate issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and table QA crashes are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and pydantic model breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are version-sensitive regressions, but they affect different subsystems and failure modes." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures in different API paths; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Grouped_mm tracing error and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model runtime failure and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window config and Gemma4 device-mapping mismatch are different model bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram kernel limitation are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Import path breakage for GenerationMixin is unrelated to the Gemma3 sliding-window config error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend failures and different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and autocast dtype mismatch are different MoE issues." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template-node compilation error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Different model implementations and different failure modes." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 and corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index-style errors, but the mask length mismatch and the ZeRO-3 zero-sized index failure do not look like the same bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Fallback selection for flash-attn2 and remote-code model_class config_class errors are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig breakage are separate config issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the two accepted duplicate subfamilies are well supported by the issue titles (`AutoTokenizer` v5 regression and the ZeRO-3 out-of-bounds load failure), and the rest are described conservatively as heterogeneous. I didn\u2019t see any 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": 24, + "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-10000-502", + "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:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "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:44530|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491" + ], + "prepared_review_unit_hash": "0bc764704107f9b736da82efa8bdcaa3c036ee50c96d4029282f04bad564ca24", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36886, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mix of unrelated issue topics that only look similar by wording. I\u2019d accept only a few true duplicate pairs: the remote-code cache/path collision, the siglip2 regression reports, and the decoder-input validation error-message reports.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45698 is the best canonical issue because it is the broadest and most actionable report in the remote-code/custom-module loading area, with ongoing discussion and inbound references; issue:45632 looks like a narrower manifestation of the same underlying path-collision bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 best represents the cluster\u2019s most general duplicate-worthy bug: from_pretrained loading the wrong custom module after save_pretrained under trust_remote_code.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL load failure in vLLM vs adding GGUF support for gpt-oss." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both mention model behavior in v5, but one is int4/OOM and the other is tied-weights handling on translation models; not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are index/shape errors, but one is a mask-length mismatch and the other is TRL unpacking embeddings for Qwen3.5; no clear shared code path." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and GPT-OSS tensor-parallel/MoE support are different execution paths and symptoms." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3.5-0.8B streaming inference are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and pydantic PretrainedConfig breakage are separate v5 regressions." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic config-field regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexError reports, but the mask-shape mismatch and Zero3/BertModel empty-shard access are different failures." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage across recent transformers versions is broader than the specific torch 2.4.1/transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal bugs: Mistral-3 image preprocessor dtype mismatch vs Qwen3.5-9B video-token/template mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying Siglip2 regression: both report bad/nonsensical outputs for google/siglip2-base-patch16-224, just via different entry points/symptoms." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Qwen3.5 video-input regression and Qwen3.5-9B chat-template video mismatch are related in model family, but the reported failure modes differ enough to keep separate." + }, + { + "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 Qwen config unwrapping and uninitialized rotary embedding memory are separate model-init bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3/BertModel empty-index failure and resume-training with local trust_remote_code are different code paths." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different subsystems: Mistral-3 image preprocessing vs Qwen3.5 embedding unpacking in TRL SFT." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error is unrelated to the Qwen3.5 TRL embedding unpacking failure." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are different model/regression reports." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and flash-attn2 fallback gating are separate regressions." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Same underlying remote-code cache/path collision: the wrong custom module is being loaded because the saved/cached path identity is ambiguous." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both touch tied weights, but Mistral3 image-text lm_head tying and translation-model tied-weights handling are not clearly the same defect." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 load failure and flash-attn2 fallback checks are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading/OOM and tied-weights translation-model behavior are different issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied-weights issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion and docs mentioning a removed run command are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the v5 docs command removal." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are different bugs." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are about incorrect input validation/error messaging for input_ids vs inputs_embeds on decoder/T5-family models, likely the same validation helper path." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions on different models: DeepSeek-Coder v1 output changes vs CodeLlama leading-space round-trip loss." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: the canonical issue choice is well supported by the higher activity/inbound refs on issue:45698, and the accepted soft-edge pairs are conservative and plausibly describe the same underlying bug families. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 4, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:45987|issue:46858", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43643|issue:45020", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960", + "issue:43881|issue:43883" + ], + "prepared_review_unit_hash": "1f20b86bb4438ed83852e685499dd300bcb7a3cb2e40fdf5b1c7c94d0c8663e2", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37091, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers regression reports, with a small duplicate cluster around the v5 non-persistent buffer corruption bug plus a few separate duplicate pairs for tokenizer output, cache length, and Gemma4 quantized embedder dtype casting. I corrected the over-rejected 43644/43950 soft edge: that pair is not a duplicate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43950 is the clearest central report for the non-persistent-buffer regression: it states the underlying v5 corruption bug broadly, and the nearby reports 44534 and 45902 describe the same failure in more specific forms.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative because it is the broadest and most concrete statement of the shared regression, and it has the strongest duplicate linkage within the buffer-corruption subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: Qwen3.5 SFT embedding unpacking vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Both are model/loading bugs, but they point to different code paths and symptoms; no shared underlying defect is clear." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 non-persistent-buffer corruption regression; 44534 is a title-level rephrasing of the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is docs/example mismatch plus quantization failure and the other is an embedding quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "issue:43644 is about trust_remote_code missing fields in AutoConfig, while issue:43950 is about non-persistent buffers being corrupted; different defects." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different issues: custom compute_loss signature change vs Gemma3 DeepSpeed ZeRO-3 loading failure." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities: bitsandbytes init kwarg vs missing Float8 storage object." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 is a follow-up/duplicate report." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both involve dtype/precision, but the concrete failure modes and models differ substantially." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Same tokenizer-output regression in v5+, with 46489 describing a specific model manifestation of the broader issue." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache length contract bug: get_seq_length returns a tensor/device value instead of an int, breaking downstream arithmetic." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 embedding quality issue; the other is a tokenizer-version change report for different models." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2 results, but zero probabilities and worse text embeddings are not the same concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer regression; 45902 is a specific uninitialized-memory manifestation after meta -> to_empty(cuda)." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and failure modes; no same underlying bug is apparent." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but the reported defects are not concrete duplicates from the titles alone." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different subsystems: Flash Attention packed-sequence crash vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training inefficiencies: LoRA gradient checkpointing behavior vs int4 quantization reserved-memory/OOM regression." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_state KeyError is unrelated to the non-persistent buffer materialization bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failure modes; no same underlying bug is apparent." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Noise on loading vs a specific model-loading failure; not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Again, loading noise is not the same as the specific model-loading failure reported here." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training/runtime shape error vs early-stopping metric lookup; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different performance problems in different training setups; no duplicate evidence." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/configuration failures: DeepSpeed ZeRO-3 loading vs FineGrainedFP8Config failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code, but one is missing fields in AutoConfig and the other is a broader model-loading regression." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export failure for a model class vs bitsandbytes parameter constructor incompatibility." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs GLM5 issue; no shared bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different failures on different models: glm-4v-9b load failure vs missing all_tied_weights_keys attribute." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: one soft-edge verdict is not grounded/conservative. The pair issue:43644 vs issue:43950 is a strong match on the packet titles alone (\u2018fills non-persistent buffers with junk\u2019 vs \u2018silently corrupts non-persistent buffers\u2019), but the analyst rejected it and even cited the wrong issue (\u201ctrust_remote_code field loss,\u201d which is issue:43643). That indicates a precision error in the verdict set, so the response should not be accepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "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:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "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:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43872|issue:46869", + "issue:46894|issue:46897", + "issue:45759|issue:46661", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:41553|issue:44488", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:44530|issue:44863" + ], + "prepared_review_unit_hash": "9698c54941d2bdb083cf01155dcb228e0cbeaeee3d5e10770d3ecbe06b2a4e1a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 37092, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mix of unrelated transformer regressions, with a handful of true duplicate pairs around docs, tokenizer/model loading, DeepSpeed loading, video regressions, and one clear training-loss bug.", + "confidence": 0.61, + "canonical_issue_reason": "issue:46894 is the clearest duplicate anchor in the set: it explicitly names the training-loss double-shift bug and pairs cleanly with issue:46897, making it the best representative issue among the actual duplicate candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46894 is the strongest overall issue representative because its title is specific, the symptom is well-scoped, and it matches a near-identical twin issue directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures in different subsystems: MPS histogram/int handling vs a PLE device-map mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn fallback blocking are separate code paths." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "One is a broad remote-code loading regression; the other is a device placement bug in Gemma4 PLE." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Related area, but not the same bug: tokenizer-mapping registration failure vs generic remote-code breakage." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen/LoRA, but one is hf4.x/hf5.x compatibility and the other is a warning about tie_word_embeddings." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device-map mismatch are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are recent-version regressions, but one is remote-code loading and the other is tokenizer codec handling." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but convert_ids_to_tokens and convert_tokens_to_ids are distinct code paths." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Both point to the same tokenizer regression affecting DeepSeek-family models in v5+, likely fixable in one tokenizer-conversion PR." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs bug: stale pipeline-task references after v5 pipeline removals." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Bitsandbytes constructor-arg incompatibility is unrelated to a YOLO multi-GPU device-map failure." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same underlying training-loss double-shift bug, just reported on two different model families." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve model loading and remote-code-ish configs, but the failure modes are different." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "LM head tying and non-persistent buffer corruption are separate model-state bugs." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same `_is_hf_initialized` constructor-argument incompatibility during v5 model initialization/loading." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Generic remote-code breakage and missing config_class on model_class are related but not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Same Whisper front-end failure path; one issue names the concrete `_torch_extract_fbank_features()` problem." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "DeepSpeed weight-loading failure and DeepSpeed gradient averaging bug are different issues." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load problems, but the models and root causes are different." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg and mask/tensor shape mismatch are unrelated errors." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA behavior while the other is a missing capability flag on a remote-code variant." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; no shared concrete bug is evident." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Same class of DeepSpeed ZeRO-3 weight-loading failure on Qwen variants, likely the same loader bug across models." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related, but one is a bad error message and the other is an actual load failure for a different model." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Attention/Nan instability in Qwen3.5 RLHF is not the same as the sink-less flash_attention crash." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask/index length mismatch error signature; these look like duplicate reports of the same underlying indexing bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both describe the same Qwen3.5-era video regression in 5.3.0 affecting video input handling." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error and void segmentation-map processing failure are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are phrased cautiously enough given only title/body signals. The canonical issue choice for 46894/46897 is well-supported by the near-identical titles, and the rejection calls for clearly unrelated failures are conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "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:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "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:44863|issue:46402", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:44910|issue:46858", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:42617|issue:43366", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:45672|issue:46899", + "issue:44877|issue:45030", + "issue:43632|issue:45834", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:43317|issue:44756", + "issue:38175|issue:39692" + ], + "prepared_review_unit_hash": "47252df6e28e31ec3b716433e5b53f54b1d385e5b81f1fdd326ac09614ae0b86", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38366, + "estimated_input_tokens": 9592, + "estimated_eval_tokens": 19440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct bug reports with a few true duplicates: the custom-model init regression, a BertModel/ZeRO3 IndexError, and the Gemma4 4-bit multimodal dtype-cast bug. Most other high-similarity pairs are only loosely related by model family or subsystem.", + "confidence": 0.78, + "canonical_issue_reason": "43646 is the broadest, clearest statement of the custom-model initialization regression; 43645 is just the Jupyter-specific manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the strongest standalone issue report here: concise, general, and clearly scoped to a single v5 regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failure modes: NemotronH checkpoint loading vs Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated bugs: GGUF gpt-oss support vs Phi-tiny-MoE dtype mismatch under autocast." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different root cause; one is a ZeRO3/BertModel IndexError, the other is a generic torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different model families and code paths: Qwen2.5-VL rope indexing vs Qwen3_5Moe rotary embedding materialization." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Same broad family (Qwen3-MoE) but different changes: GGUF gpt-oss support vs sliding_window behavior." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The Bert/ZeRO3 IndexError is specific; the torch 2.4.1 issue is broader and not the same concrete bug." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both Gemma4-related, but one is an FSDP2 shared_kv_states bug and the other is a device_map forward mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared underlying bug; gpt-oss GGUF support is unrelated to the Float8 storage error." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a specific class vs a meta-device loading regression; not the same code path." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-input index errors are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 loading failure is not the same as the generic meta-device loading regression." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and failures: Mistral-3 image dtype mismatch vs Qwen3-vl embedding StopIteration." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache mechanics, but the concrete failures are different: packed 3D position_ids vs non-CUDA static-cache slice arithmetic." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model initialization regression; 43645 is the notebook-specific case of 43646's broader bug." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated issues: Qwen3-vl video StopIteration vs an MPS histogram implementation gap for int tensors." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Qwen3.5 Flash Attention position_ids misinterpretation." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Not the same bug; a 3d_parallel.py runtime issue is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is a specific attention/compiler regression, not a general torch 2.4.1 incompatibility." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both Qwen3.5-related but different failures: video StopIteration vs trl SFT embedding unpacking." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3-MoE FP8 failure are unrelated issues." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both tokenizer-related, but Granite token-ID corruption and DeepSeek-Coder tokenizer output mismatch are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is not the same as a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different areas: tokenizer-mapping model registration vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes and likely different model stacks; video StopIteration is not the same as a mask-shape IndexError." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports are too broad/ambiguous to be confident they are the same concrete bug." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal dtype-cast problem; 45672 is the audio-specific manifestation of 46899's broader bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation failures on different models; not the same underlying issue." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO3 BertModel IndexError and add-new-model-like/tokenizer-mapping behavior are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: BertModel ZeRO3 IndexError vs model-registration logic in add-new-model-like." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping registration failure and mask-shape IndexError are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/Qwen3 MoE compatibility on hf5.x is not the same as BitNet packed-weight loading under accelerate." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map/offload loading failure and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related SigLIP2 model area, but one is bad output probabilities and the other is docs-example/model-processor/quantization errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Overall grounded and conservative. The accepted duplicate pairs are well supported by the titles, and most rejected pairs are safely distinct at the level of evidence in the packet. The summary is also broadly consistent with the issue set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43425", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "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:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:42491|issue:45292", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:41720|issue:44155" + ], + "prepared_review_unit_hash": "a0179525bdca418c4c057d3987fe8a3d05863697fb53bfef388bd2032ea05d03", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36954, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with one well-supported duplicate pair: the Transformers v5 non-persistent-buffer junk regression reported first in 43644 and again in 44534. The remaining soft pairs look like different bugs, models, or code paths.", + "confidence": 0.9, + "canonical_issue_reason": "43644 is the cleanest canonical issue because it is the earlier report of the same Transformers v5 non-persistent-buffer junk regression later repeated in 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best representative issue since it is the earlier report of the same v5 non-persistent-buffer junk regression seen again in 44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 non-persistent-buffer junk regression; 44534 reads like a later duplicate report of 43644." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 failures: auto device mapping cudaErrorAssert vs Qwen3Moe FineGrainedFP8Config." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Both mention Qwen/embedding-related problems, but the underlying bugs are different: LoRA hf4.x/hf5.x compatibility vs resize_token_embeddings behavior." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and mmap OOM on Strix Halo are unrelated problems." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they refer to different checkpoints and no shared concrete cause is evident." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM5 versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan omissions are separate code paths." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype, but one is ignored during composite checkpoint loading while the other leaves config.dtype stale during from_config." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 save/load regressions, but one is ZeRO-3 weight loading and the other is incorrect visual-encoder key saving." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method calls and the Nemotron example breakage are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/loading issues for different models; no concrete same bug is shown." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is a Jupyter custom-model initialization issue." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different resize/compatibility issues: LoRA hf4.x/hf5.x versus output_embeddings not updating." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs example mismatch/quantization failure and the other is a nonsensical AutoModel/pipeline output bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE offloading/deepspeed training and GLM-4.7 model loading are different issues." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory inefficiency and offloading-with-quantization behavior are distinct." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer max_steps resume logic and SGD optimizer args not being used are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is not the same as the general int4 CUDA reserved-memory regression." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading problems: unit-test load failure versus Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "LoRA model incompatibility and t5gemma resize_token_embeddings not updating decoder embeddings are separate bugs." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 and sinq quantization save/load failures do not look like the same underlying bug." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are training-loss double-shift reports, but they target different model implementations and no shared concrete code path is evident." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and likely different fixes." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings complaints, but they affect different model classes and embedding targets." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor _tokenizer AttributeError are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate loading bugs." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a packed-sequence misinterpretation causing illegal memory access and the other is an AttributeError on s_aux=None." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Token vocab mismatch and a model-loading failure for a different checkpoint are not clearly the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device model loading breakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/model issues and GLM5 are unrelated model families and bugs." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping assert and AudioFlamingo3 batched inference token/embedding leakage are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call on issue:43644 \u2194 issue:44534 is well supported by the titles and chronology, and the overall cluster summary is conservative. However, the best_issue_reason overstates the packet evidence by calling 43644 \"specific\" and \"reproducible\"; those properties are not grounded in the provided packet. Please keep the justification limited to observable evidence (same v5 non-persistent-buffer junk regression, earlier report)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:36010", + "issue:39404", + "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:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "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", + "issue:46894", + "issue:46901" + ], + "soft_pairs": [ + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:44079|issue:46829", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:46894|issue:46901", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828" + ], + "prepared_review_unit_hash": "0696162d9c9d09d2fd80b310467adcc8e92ce8edb06281bff11057eda3f30c4e", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37129, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs, with a few clear duplicate families around `resize_token_embeddings`, tied `lm_head` weights, and a training-loss double-shift pattern.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #45276 is the strongest canonical issue: it is the broadest and most specific description of the clear `resize_token_embeddings` duplicate family, covering both output embedding and per-layer embedding failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45276 is also the best representative issue overall because it captures the shared underlying bug more completely than the narrower follow-ups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model areas and different failure modes: FSDP2 shared KV state rebuild vs multimodal `text_config` unwrapping." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both report tied `lm_head` weight failures in multimodal generation models, with the same user-visible symptom of bad text generation." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling and mmap/OOM on Strix Halo are unrelated code paths." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both involve output objects, but one is a generic `ModelOutput` key-assignment bug while the other is a model-specific field mapping issue." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA and an Apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but the concrete bugs differ: offloading behavior vs increased reserved memory/OOM." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/loading failures for different models and formats; not the same underlying bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path breakage and Whisper pipeline `return_language` regression are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "FSDP2 shared-KV rebuild and CPU offload incompatibility are different issues." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "One is int4 quantization memory growth, the other is mmap-related OOM; different causes and fixes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with LoRA and the other about eval-mode restrictions." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo batch leakage and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP2 KeyError are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` bug; #45276 is the broader report and #45292 is a narrower symptom." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example failure; not enough evidence they are the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict-config loading failure are different issues." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction and RLHF gradient explosion from 3D position IDs are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom model save/load, but permissions propagation and wrong-module loading are distinct bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink handling and Gemma4 shared-KV rebuild are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is `continue_final_message`; different bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model load failures in tests and Qwen3.5 checkpoint save regression are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` bug family affecting different tied embedding targets." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift bug pattern, with labels shifted one token too far." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are different failures." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and ScandiBERT load failure are not the same underlying issue." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in Transformers 5.0 and resume-from-checkpoint max_steps calculation are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization breakage and extra_state save/load handling are distinct." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and a model-specific autocast dtype mismatch are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the representative/canonical issue choice is supported by the packet, and the soft-edge decisions stay conservative. The accepted duplicate families are limited to clearly related `resize_token_embeddings`, `lm_head` tying, and training-loss double-shift reports; the rest are reasonably rejected as unrelated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 9, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "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" + ], + "soft_pairs": [ + "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:44683|issue:45823", + "issue:43425|issue:46869", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43299|issue:43931", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:45479|issue:46897", + "issue:44164|issue:46821", + "issue:44488|issue:44987", + "issue:44488|issue:45081" + ], + "prepared_review_unit_hash": "00952e201d9a6c23495b7461ca275d774ee0c0472fcaf3594bcb05a3626cb285", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly heterogeneous: a grab bag of unrelated Transformers bug reports, with some overlapping v5 tokenizer/loading regressions but many distinct model-specific failures. No PRs are present.", + "confidence": 0.21, + "canonical_issue_reason": "Issue 45812 is the broadest, clearest user-facing regression in the set: a silent v4\u2192v5 tokenizer break affecting all Granite models, which makes it the best representative issue among the tokenizer-regression subset.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 is the strongest standalone issue to anchor this cluster because it has a concrete, widely applicable failure mode and is more likely than the others to serve as a duplicate target for nearby tokenizer regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in slow tokenizers vs encode/decode round-trip space stripping; different symptoms and code paths." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models vs slow convert_tokens_to_ids in slow tokenizers; same area, but not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression vs generic tokenization changes; unrelated model and failure mode." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs template compilation error; completely different subsystems." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading breakage vs custom-model initialization in notebooks; both loading-related but distinct issues." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline regression vs from_pretrained behavior inside Python classes; not the same underlying problem." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "torch>=2.9 flex_attention compile failure vs Gemma4 device-map mismatch; unrelated code paths." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility report vs YOLO multi-GPU device_map failure; different model/runtime problem." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General torch version incompatibility vs Mistral-3 image-preprocessor dtype mismatch; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility issue vs Gemma4 PLE device mismatch; distinct causes and symptoms." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage object vs non-template node compilation error; unrelated failures." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs mask/tensor shape IndexError; different concrete bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of an older issue vs PagedAttentionCache linear_attention crash; no shared underlying defect." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs mismatch about return_all_scores vs docs still mentioning removed pipeline tasks; separate documentation issues." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression vs tokenizer loading failure for EMBEDDIA/est-roberta; different model behavior." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Wrong SigLIP2 outputs vs ModelOutput key assignment bug; distinct runtime paths." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens name conflict vs gguf_file loading breakage; unrelated tokenizer/model-loading problems." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure with torch_compilable_check vs Perceiver image-size interpolation failure; different export/inference bugs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression vs MXFP4 quantization fallback; unrelated functionality." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "save_pretrained/from_pretrained breakage for sinq-quantized models vs continue_final_message on mistral_common tokenizers; different failure modes." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling vs AutoModelForCausalLM.from_config text_config unwrapping; separate model-construction concerns." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Old issue reproduction vs mistral_common continue_final_message bug; no substantive overlap." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for est-roberta vs Mistral regex patch crashing on backend_tokenizer access; different tokenizers and causes." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3VL MoE loading regression in dev0 vs a specific Qwen3-VL-30B weight-shape mismatch; related family, but not the same defect." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 forward device mismatch vs 4-bit multimodal dtype-cast bug; same model family but different underlying error." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Sequence-classification zero-loss bug vs CohereASR training-loss double-shift bug; both training issues, not the same one." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage vs Strix Halo mmap OOM workaround; unrelated performance/memory reports." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed zero3/BertModel IndexError vs compiled flex_attention torch version failure; different stack and code path." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Degenerate zero loss in sequence classification vs Florence2 training-loss double-shift bug; similar training impact but different bug." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state persistence issue vs TimesFM window_size AttributeError; unrelated APIs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Loading cjvt/sleng-bert fails vs loading physical-intelligence/fast fails in v5.1.0; different models and breakages." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert fails vs Mistral regex patch crash; unrelated tokenizer-loading 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": 24, + "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-10000-502", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:44462|issue:46489", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:32090|issue:39404", + "issue:44661|issue:44683", + "issue:44737|issue:45859", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:43644|issue:43646", + "issue:43582|issue:43632", + "issue:42175|issue:46178", + "issue:34567|issue:40444", + "issue:40444|issue:46326", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43746|issue:46326" + ], + "prepared_review_unit_hash": "67c0462a66a9d3576ef6e68af830834b8f6dddc4d046c220eeb413043df50a1c", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36422, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly distinct issues from different code paths. I only accept the audio feature-extraction pair as likely the same underlying bug; the rest are too broad or target different failures. No PRs are present.", + "confidence": 0.8, + "canonical_issue_reason": "issue:44206 is the clearest representative of the accepted duplicate pair: it states the concrete regression and failure mode, while issue:44220 is the more generic function-level symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44206 is the strongest issue candidate overall because it is specific, actionable, and names the exact broken path and crash condition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is about ignoring tokenizer.json and the other is a specific DeepSeek-Coder v1 output regression; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they describe different failures: model loading/base_model_prefix vs junk non-persistent buffers." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated bugs in different model components." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "A T5 tokenizer method-name conflict is unrelated to a Qwen3Moe FP8 configuration failure." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Both involve model structure/loading, but CLIP text model inconsistency and Sam3 text-encoder weight loading are different defects." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is not the same as a template-compilation error." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline regression are separate code paths and symptoms." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model registration logic and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload-related, but one is XLNet CPU tensor creation and the other is Qwen3.5-MoE rotary embedding CPU offload support." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and Qwen3.5 PagedAttentionCache linear_attention crash are different problems." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two different model-loading regressions; nothing indicates the same underlying failure." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same as runtime post-processor updates in TokenizersBackend." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both mention Qwen models, but the FP8 config failure and the linear_attention cache crash are distinct issues." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm tracing failure and non-template-node compilation failure are different compiler/runtime bugs." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 breakages, but one is about buffers and the other about custom model initialization." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend availability, but pip extras omitting TensorFlow and a missing tensorflow_text BACKENDS_MAPPING entry are different issues." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failures are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image fine-tuning failure and mistral_common continue_final_message behavior are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction failure path; 44206 gives the concrete symptom and 44220 names the underlying helper function." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo and failure to load a specific BERT model are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different failures." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token attribute conflict is not the same as Jupyter custom-model initialization breakage." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF-related, but one is a general gguf_file API break and the other is a specific Qwen2.5-GGUF loading regression; not clearly the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU+CPU offload dequantization loading and Qwen2.5-GGUF loading failures are different code paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "A template compilation error and an invalid method call in GraniteMoEHybrid are not the same issue." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask output mismatch are separate bugs." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT adapter loading from local checkpoints and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:44987", + "accept": false, + "reason": "Ignoring tokenizer.json and failing to load a specific model are different tokenizer-loading issues with no clear shared root cause." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are grounded in the packet and stay conservative overall. The only accepted soft pair, issue:44206/issue:44220, is a plausible same-bug audio feature-extraction cluster; the rest are reasonably treated as distinct failure modes. No PR pairs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 11, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "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:45216", + "issue:45325", + "issue:45357", + "issue:45987", + "issue:46315", + "issue:46821", + "issue:46869", + "issue:46899" + ], + "soft_pairs": [ + "issue:45084|issue:46869", + "issue:43646|issue:44534", + "issue:43792|issue:46869", + "issue:43883|issue:44991", + "issue:44403|issue:45081", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:44464|issue:45987", + "issue:44987|issue:45081", + "issue:43994|issue:44610", + "issue:44451|issue:45081", + "issue:42915|issue:44291", + "issue:28530|issue:34567", + "issue:44008|issue:46899", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:42915|issue:44589", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43296|issue:43531" + ], + "prepared_review_unit_hash": "eb13255cc4c0658f56b466cf5dccd2136c40c38f91ad817a8d72634286d492a7", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36209, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is mostly a heterogeneous mix of unrelated regression reports. I would only accept the Qwen3.5 save_pretrained pair as a likely duplicate; the Qwen video/rope-index pair is too speculative from titles alone and should be kept separate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44479 is the broadest representative issue in the set: it is a user-facing Qwen VL regression report spanning multiple variants, making it the best overall issue anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most representative issue overall because it has the broadest regression framing and the clearest cross-model impact among the issues in this packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:46869", + "accept": false, + "reason": "Template compilation failure vs YOLO multi-GPU device-map failure are unrelated bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init breakage and non-persistent buffer serialization are different code paths." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO auto device-map failure are unrelated model bugs." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Tied-weights attribute error and tokenizer load failure are not the same defect." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Model-loading noise and tokenizer regex crash are different issues." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init breakage and junk buffer behavior are separate regressions." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen3.5 bug surface and different underlying symptom: hidden states vs rope-index scaling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different multimodal/audio correctness bugs with unrelated failure modes." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Weight tying in a model class and save_pretrained serialization inconsistency are not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache return-type mismatch are distinct problems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure and Mistral regex patch crash are unrelated tokenizer bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 inference corruption and OmDet processor size mismatch affect different subsystems." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT load failure and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both touch compatibility, but FP8 config failure and init_empty_weights argument handling are different bugs." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen updating are unrelated Trainer issues." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable collision and Gemma4 quantization dtype cast are different multimodal bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer method conflict and MobileLLM key error are unrelated loading errors." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer loading failure are distinct tokenizer defects." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export support issue and processor image-size mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Float8/quantization involvement is too broad; config failure and storage deserialization are not the same bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and cache length contract mismatch are different issues." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next load crash and Qwen3OmniMoe video ValueError are unrelated multimodal bugs." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen area, but titles point to different concrete bugs: a broad video-input regression across several models versus a still-image temporal position_ids scaling issue in Qwen2.5-VL." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Transformers v5 init-flag breakage and TimesFM window_size AttributeError are unrelated compatibility issues." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer conflict and YOLO auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and granite_speech config strictness are different model/config problems." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained checkpoint-content regression; the later report is a more specific continuation." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure and convert_tokens_to_ids performance regression are different defects." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility and loading noise are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding-window bug are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but one soft-edge acceptance is too speculative for the packet: issue:44479 vs issue:45325 is not clearly the same bug from the titles alone. 44479 is a broader video-input regression across several Qwen models, while 45325 is a still-image temporal position_ids scaling issue in Qwen2.5-VL. They may be related, but the evidence here does not firmly support a duplicate verdict. The Qwen3.5 save_pretrained pair looks more grounded, but the overstatement on the first pair makes the overall output too aggressive for a precision review." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:46909" + ], + "soft_pairs": [ + "issue:44220|issue:44683", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:43716|issue:46899", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:42796|issue:43746", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:44291|issue:44589", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43482|issue:45538", + "issue:41553|issue:43582", + "issue:43421|issue:44568", + "issue:43531|issue:44291", + "issue:43632|issue:44534", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:44079|issue:44534", + "issue:44509|issue:46909", + "issue:43296|issue:46821" + ], + "prepared_review_unit_hash": "2add4e729103df5147c008fb44b4d8011d2c20e4bc1c2999e51b68ff86b98507", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35740, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers issues; the proposed soft pairs share only broad topical similarity (often just \"tokenizer\", \"v5\", or a model family) and do not look like the same underlying bug. No soft edge should be merged.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45812 is the strongest representative: it is a concrete, silent, high-impact tokenizer regression with broad model-family impact and inbound references, making it more central than the narrower or more idiosyncratic reports here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the most actionable and broadly relevant issue in the set, with the clearest regression framing and the widest apparent blast radius.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different failures in different subsystems: feature extraction vs compiled flex_attention on torch 2.9." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is about loading models with base_model_prefix and the other about non-persistent buffers being filled incorrectly." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Same model family, but different bugs: iterable-dataset multi-image finetuning vs still-image rope/position id scaling." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype issues, but they involve different models and different code paths." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Different problems: noisy loading logs vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Related to gradient checkpointing, but one is eval-mode behavior and the other is a missing capability flag on a trust_remote_code model." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Completely different issues: an initialization flag regression vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT checkpoint loading are unrelated bugs." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Whisper model runtime failure vs missing Float8 storage type." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both concern VL training, but one is multi-GPU training and the other is multi-image iterable-dataset finetuning." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated: perplexity regression on a language model vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different v5-related errors in different code paths: init_empty_weights argument mismatch vs Float8 storage lookup." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling and an accuracy regression after upgrade are not the same underlying bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Both are model-loading issues, but they affect different models and distinct missing-attribute paths." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training failures with no shared code-path evidence." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "One is ModelOutput key assignment, the other is a Gemma4 FSDP2 attention bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "One is GGUF model loading, the other is CLIPTokenizer max length configuration." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "No meaningful overlap: tokenizer error messaging vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is backend post-processor updates and the other is a model-specific BOS/EOS regression." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different issues: Qwen3-MoE sliding window logic vs init_empty_weights argument handling." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Separate regressions: _is_hf_initialized flag handling vs non-persistent buffer initialization." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow packaging, but one is missing backend inclusion and the other is undefined backend behavior with tensorboard-only installs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different areas entirely: device-mapping CUDA assert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer problems, but one is ignoring tokenizer.json and the other is wrong Granite token IDs; not enough evidence they are the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Distinct problems: device_map offload loading vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and buffer initialization regressions are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-related only at a very broad level; different docs and different concrete issues." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different model/loading failures with no shared underlying code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "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" + ], + "soft_pairs": [ + "issue:43377|issue:45491", + "issue:43611|issue:43646", + "issue:43818|issue:46402", + "issue:44829|issue:45479", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:43818|issue:45357", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43881|issue:44488", + "issue:39692|issue:40444", + "issue:43454|issue:43550", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "0084545d1a6808bb9ebad1ad6ce92e752ff6ceba0fda657e6556b7fb20e02a82", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36579, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate; the list is a collection of unrelated bugs/regressions across different models and APIs. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue is a safe canonical anchor: the items span unrelated code paths, and the similar-looking pairs still differ in concrete failure mode or subsystem.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as a global duplicate target; the set is too heterogeneous to collapse into one representative bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different models and different failures: padding-mask batching mismatch vs NaN embeddings in sliding-window attention." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but the concrete bugs differ: loading with base_model_prefix vs custom model initialization." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Unrelated models and root causes: Video-LLaVA tower/weights issue vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both touch training behavior, but one is flash_attention_3 regression and the other is a single-label classification loss edge case." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Different domains entirely: pip backend dependency packaging vs vLLM loading failure for a specific model." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different internals: non-persistent buffer serialization junk vs ModelOutput key assignment behavior." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs in different models: Video-LLaVA architecture/weights vs Qwen3.5 save_pretrained visual encoder keys." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: torch.export with torch_compilable_check vs dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but not clearly the same bug: JAX/HF discrepancy vs nonsensical AutoModel/pipeline results." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal Qwen models, but one is finetuning with multiple images and the other is video position-id regression." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: Qwen2.5-VL rope/position-id scaling vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related family, but one is still-image temporal scaling and the other is video vision_position_ids; not the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a model config tie bug and the other is device-dependent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different loading/runtime failures: FineGrainedFP8Config on Qwen3Moe vs GGUF loading on Qwen2.5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different failures: unexpected _is_hf_initialized argument with init_empty_weights vs strict config rejection for granite_speech." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading behavior is unrelated to tokenizer changes across versions." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different tasks and failure modes: perplexity on WikiText-2 vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading for GraniteSpeech." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and root causes: Qwen video-input regression vs Gemma4 PLE device mismatch in forward." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size attribute handling." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model loading problems: glm-4v-9b vs cjvt/sleng-bert." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to Qwen2.5-VL multi-image finetuning failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head weight tying and Bamba SDPA torch.compile failures are different code-path issues." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents/forward mismatch are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue: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:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:46305|issue:46315", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43454|issue:43720", + "issue:42617|issue:42915", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43749|issue:44534", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:43526|issue:43883", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:43881|issue:44991", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:43065|issue:46402", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:44186|issue:45072", + "issue:26413|issue:28530" + ], + "prepared_review_unit_hash": "35325942fcf57d23909e65a8c14f36af221084b8ab1b7a0ea32ba3f72e260db1", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37352, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated model-, tokenizer-, loading-, or quantization-specific bugs that only share Transformers/v5 vocabulary. None of the soft pairs look like the same concrete bug/change, so no merges are justified.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the closest thing to an umbrella item because it is the broadest open report with multiple references around offloading/quantization, but it still does not actually cover the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative by breadth and discussion/activity, though it should not be treated as a true duplicate for most of these reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER/padding crash vs torch.export export failure; different components and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map/placement, but one is a Qwen3 cuda assert and the other is Gemma4 PLE forward device mismatch; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Batched-output masking issue in MIMI encoder vs image processor output-size mismatch; unrelated code paths." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window mask off-by-one vs tokenizer performance regression; different behavior entirely." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE weight conversion under accelerate/deepspeed vs missing gradient_checkpointing flag on trust_remote_code; not the same issue." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Specific BOS/EOS addition bug for one tokenizer vs incorrect token IDs across many tokenizers; too broad and different." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling vs FP8 inference failure on B200; unrelated subsystems." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied-weight serialization bug vs dtype mismatch in bfloat16 inference; different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-map forward mismatch vs TimesFM window_size AttributeError; no shared bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batched MIMI padding-mask issue vs Perceiver interpolation failure; different models and causes." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on one model/data pair vs gradient checkpointing ineffective with LoRA; not same underlying problem." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying/serialization vs packed-weight unpacking during accelerate loading; related theme but different defect." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure vs Qwen3Moe FP8 config failure; unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading complaint; not one concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs failure to unwrap text_config for composite Qwen configs; both config-related but distinct." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading bug vs non-persistent buffers filled with junk; different regressions." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault vs sinq quantized save/load breakage; unrelated failure modes." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different model-load failures: Qwen3 device-map cuda assert vs Llava Next segfault." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss keyword vs inability to run 3d_parallel.py; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs missing all_tied_weights_keys attribute on Molmo; different areas." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM vs apex RMSNorm memory leak; both memory-related but different root causes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 device-map cuda assert vs Qwen3.5 flash-attention generation issue; same family name but different code paths and symptoms." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure for glm-4v-9b vs tokenizer loading regression for est-roberta; unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature break vs Qwen3Moe FP8 config failure; not duplicates." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are save_pretrained regressions, but one is lm_head weight serialization and the other is incorrect visual encoder keys; not the same underlying change." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug vs tokenization behavior changing across versions; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech vs tokenizer loading regression; different problems." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs missing text encoder weight loading in Sam3Model; same model family but not the same defect." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model/data setup vs version-dependent tokenization differences; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Device-map cuda assert vs 3d_parallel.py execution failure; no concrete overlap." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batching vs dtype mismatch in bfloat16 inference; different subsystems." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint-resume epoch iterator failure vs early stopping missing metric warning; unrelated trainer behaviors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "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:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:44913", + "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" + ], + "soft_pairs": [ + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43646|issue:46665", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:44734|issue:46858", + "issue:36010|issue:42617", + "issue:44423|issue:45406", + "issue:46821|issue:46869", + "issue:44008|issue:45823", + "issue:45632|issue:45684", + "issue:44464|issue:46858", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:43316|issue:44913" + ], + "prepared_review_unit_hash": "4db0c37074c2e644c00637adcf2ab01913b221fbf5843580c8a56ecdbad418a9", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36203, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose semantic cluster of mostly unrelated Transformers bugs across offloading/quantization, cache handling, tokenizers, multimodal processors, and model-specific regressions; the soft pairs share broad subsystem vocabulary but not the same underlying defect.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 is the broadest and most connected item in the set (multiple inbound references, active discussion) and best represents the recurring offloading/quantization theme present in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest cluster representative because it is central, active, and general enough to anchor the offloading/device-mapping subset without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offloading, but one is quantization-offload behavior and the other is mmap/OOM on Strix Halo; different failure modes and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both touch compiled/loading paths, but Bamba SDPA compile failure and BitNet packed-weight unpacking are distinct code paths and bugs." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related generation bugs, but one is missing beam-search reorder hooks for specific models and the other is a static-cache device-tensor arithmetic issue." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a dtype propagation bug in Blip2 loading; the other is incorrect Trainer step calculation when resuming with a changed batch size." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention regressions/behavior changes after version upgrades, but one is processor/tokenizer API breakage and the other is a tokenization output change problem." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "These are unrelated: one is an MPS histogram kernel limitation in MoE, the other is a TimesFM configuration attribute error." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both involve device/offload execution, but Bamba torch.compile+SDPA and Bark CPU offload mismatch are separate model/runtime failures." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/tokenizer preprocessing bugs, but LayoutLMv2 NER/padding crashes and OmDet input-size mismatch are different processors and symptoms." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both are about model loading/initialization behavior, but one is custom model init broken by v5 and the other is inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model-specific save/load semantics, but one is tied lm_head weights and the other is incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both concern loading failures, but Qwen3MoE FineGrainedFP8 failure and dequantized model offload loading are different quantization/loading problems." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision input-shape issues, but OmDet's fixed-size processor/model mismatch is not the same as Perceiver non-default resolution interpolation failure." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache continuation, but serve KV-cache indexing and _prefill static-cache length arithmetic are separate bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "An import error for GenerationMixin and a failure to run 3d_parallel.py are unrelated issues." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal processor crashes, but they stem from different missing attributes and code paths." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated model/configuration issues." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement in multimodal models, but Gemma 3n variable-name collision and Gemma4 PLE device mismatch are different forward-pass defects." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is a cache-path collision for trust_remote_code, the other is permission propagation in save_pretrained; different filesystem behaviors." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both mention generation/compiled execution, but chunked generation inconsistencies and static-cache slice arithmetic failures are different issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are model parallelization/device-map issues, but Qwen3 auto device mapping crash and GPT-OSS tensor parallel failure are distinct problems." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated training concerns." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Both are Qwen3-related generation/model bugs, but CamemBERT MLM predictions and recurrent-state reset in modular_qwen3_5 are different models and defects." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated model configuration bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3MoE FP8 failure and import-time kernels version/revision requirement are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature breakage and Qwen3 device-map CUDA assert are separate API/runtime issues." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes in LayoutLMv2 and MLuke are both tokenization-related, but they affect different tokenizers and failure conditions." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b load failure are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload issue are different configuration serialization 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": 24, + "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-10000-502", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43425|issue:46821", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:43540|issue:43782", + "issue:43550|issue:43653", + "issue:44387|issue:45701", + "issue:43873|issue:45704", + "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43540|issue:46858", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44062|issue:44451" + ], + "prepared_review_unit_hash": "848822f64d8b753320def3ae6e3294fd5c60dd77c0feb6fec1849a6a8ce701f6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36088, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft links are mostly title-similarity matches across unrelated bugs rather than true duplicates. No PRs are present.", + "confidence": 0.24, + "canonical_issue_reason": "No issue cleanly represents the whole cluster, but issue:43644 is the closest broad regression-style report and the best umbrella candidate among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43644 is the strongest standalone representative because it is a general Transformers 5.x regression report and is closest to the only near-duplicate-style topic in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version incompatibility and a TimesFM window_size AttributeError are unrelated failures." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 loading and Llava Next segmentation faults are different code paths and symptoms." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and void segmentation map processing are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both involve tokenizers, but one is slow/fast behavior inconsistency and the other is a T5 add_special_tokens load conflict." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe and Qwen3VL weight_only loading are distinct failures." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA on Bamba and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory growth and tokenization changes are not the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and a T5 apex RMSNorm memory leak are separate issues." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Segmentation map processing and BarkProcessor voice_preset handling are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and unpacking packed weights during accelerate loading are different problems." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and removed pipeline-task docs are not duplicates." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "A Transformers 5 buffer-initialization regression and from_pretrained-in-classes behavior differ in scope and cause." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and composite config unwrapping are separate configuration bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping on A800 and GraniteSpeech PEFT local checkpoint loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined video-token code paths are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering truncation and SAM3 text/bounding-box behavior are different domains." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serve crashing on missing _tokenizer and streaming chat/completions failure are distinct issues." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Same broad area, but offload device mismatch is not the same as tokenizer special-token registration." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token counting and progressive generation with embeds/past KV are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but Qwen3-MoE sliding_window and TimesFM window_size errors are different code paths." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice preset and Qwen3 device mapping failures are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video processing in Qwen3OmniMoe and static-cache seq_length tensor arithmetic are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they concern different models and likely different root causes." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and CPU-offload rotary embedding compatibility are separate fixes." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual encoder save keys and missing text encoder weights are different multimodal serialization/load bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window configuration and missing Float8 storage are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init allowance and Qwen3.5 num_labels propagation are unrelated model-config issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "They both touch loading/init, but one is a buffer junk regression and the other is inconsistent from_pretrained behavior inside classes." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument conflict and ScandiBERT tokenizer loading failure are distinct tokenizer 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": 24, + "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-10000-502", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44186", + "issue:44368", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44995", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:44514|issue:44545", + "issue:45759|issue:45923", + "issue:43421|issue:43653", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:30064|issue:36010", + "issue:44995|issue:46858", + "issue:45081|issue:45356", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:39692|issue:43873", + "issue:43653|issue:43720" + ], + "prepared_review_unit_hash": "7f43ec35a62d90410576b36a1fc4c8d52bf3e587481404f25a72fabb3b7bd1e5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36659, + "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 loose semantic grouping of unrelated Transformer bugs. Only one soft edge looks like a true duplicate pair: the Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash. Everything else is adjacent by subsystem or model family, but not the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44545 is the best canonical issue: it is the clearer, later report of the exact Qwen2_5_VLProcessor.apply_chat_template batched-input crash, with the strongest evidence of being the duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44545 is the best representative issue for the only confirmed duplicate pair in the set; its title is precise and it captures the concrete failing code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Both are vision/model bugs, but they involve different models and different failure modes (Perceiver position encoding vs dtype mismatch in SwitchTransformers/TimmWrapperModel)." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Both relate to loading/image processing, but one is a model-load regression and the other is an unwanted torchvision dependency in PIL backends; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both concern classification config/labels, but one is missing num_labels propagation in Qwen3.5 and the other is degenerate zero loss across many models; different concrete issues." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are unrelated problems with different triggers and code paths." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a warning about tied word embeddings during LoRA fine-tuning; the other is a save_pretrained bug in multimodal visual encoder keys." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision model/processor mismatches, but they involve different models and different defects (SigLIP2 docs example vs OmDet-Turbo resolution mismatch)." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "One is a video processor padding-calculation bug; the other is a performance regression in long-context generation with FA2." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both touch tokenization/special-token handling, but one is runtime post-processor updates and the other is save/load of custom token IDs; not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "A CUDA assert during Qwen3 auto device mapping is unrelated to T5 silently using apex.FusedRMSNorm and leaking memory." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both are load/save related, but they affect different model families and different mechanics (PEFT local checkpoint loading vs sinq quantized model round-trip)." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode checkpointing and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline tokenization behavior, but 44843 is a specific unconditional model_info() call in _patch_mistral_regex; 42886 is broader cache-loading failure and not clearly the same code path." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 Apex memory leak is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code model variant." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Unpacking Qwen3.5 input embeddings in TRL SFT and trainer.evaluate() failing after trainer.train() are different trainer/model lifecycle bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False. The titles describe the same failing path." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen 3.5/3.6 config unwrapping and a missing gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates are broader than BigBirdTokenizer mask-token registration; same area, but not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local PEFT checkpoint loading and quantization/offloading behavior are different failures." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family (SigLIP2) but different concrete problems: docs example/model-processor mismatch and quantization error vs HF/JAX implementation discrepancy." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 cache correctness with use_cache is unrelated to a T5 decoder-input error-message bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are different multimodal loading/positioning bugs." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both concern tokenizers, but one is runtime special-token/post-processor behavior and the other is LayoutLMv2 NER batching/padding crashes." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/state, but one is a stale indexer cache in GlmMoeDsa and the other is a device-tensor seq-length issue in static cache prefill." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer/mistral-regex behavior, but one is an AttributeError in fix_mistral_regex and the other is a codec-handling regression with a warning issue; not clearly the same bug." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "A tokenizer regression and a list_repo_files revision-forwarding CI break are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading failure and DAC.from_latents missing STE mismatch are different model internals." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/model mismatch and quantization/offloading behavior are not the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight unpacking are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The single accepted duplicate pair, issue:44514 / issue:44545, is well-supported by the nearly identical titles and shared failing path. The rest of the soft edges are reasonably rejected as adjacent-but-distinct bugs rather than the same defect." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "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:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45834", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:45987|issue:46829", + "issue:46829|issue:46832", + "issue:43295|issue:45834", + "issue:43550|issue:44361", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:43596|issue:44220", + "issue:45381|issue:46693", + "issue:43540|issue:46294", + "issue:43531|issue:43643", + "issue:44008|issue:46858", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:45987|issue:46932", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:43618|issue:43697", + "issue:43643|issue:44877", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:39692|issue:45834", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:34634|issue:36010" + ], + "prepared_review_unit_hash": "11bd03183ea3f09b4c8f24600cf7a89b54b464c87132bbefb68c693f343d3f71", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36008, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: almost all pairs are unrelated despite superficial similarity. I found no strong duplicate PRs, and only a weak shared theme around tokenizer loading/regression issues, but not enough to merge any pair as the same bug. The closest representative issue is the Mistral regex/loading regression report.", + "confidence": 0.61, + "canonical_issue_reason": "Issue #44843 is the closest cluster representative because it names the shared _patch_mistral_regex loading path and is the broadest root-cause style report among the few tokenizer-loading related items.", + "canonical_pr_reason": null, + "best_issue_reason": "#44843 is the most useful single issue to keep as the representative report; it is generic enough to cover the shared tokenizer-regression surface better than the more specific follow-up reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache.get_seq_length contract bug vs VideoPrism hidden-state/output-field bug; unrelated components and failure modes." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Video classifier output-field mismatch vs RT-DETR forward TypeError; different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs Kosmos2.5 OCR long-input index error; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs MLukeTokenizer AttributeError; different subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba compile bug vs DiaConfig save/load token-ID regression; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument bug vs tokenizer loading failure for a different model; not the same underlying issue." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel index error vs audio fbank feature extraction issue; different code paths." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs FA2 long-context performance regression; not duplicate." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs Qwen3.5 video chat-template token/feature mismatch; different defects." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs AutoConfig trust_remote_code missing-fields regression; unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision vs StaticCache seq-length device-tensor bug; different failure sources." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading regression vs inconsistent from_pretrained behavior inside Python classes; similar area, different bug." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "_torch_extract_fbank_features problem vs add-new-model-like/TOKENIZER_MAPPING_NAMES issue; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs DAC.from_latents mismatch; different models and logic." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs Perceiver non-default-resolution failure; not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache seq-length contract bug vs Gemma4 quantized embedder dtype-casting fix; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert vs tokenizer loading failure for est-roberta; different problems." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing failure vs CustomTrainer compute_loss signature regression; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment regression vs RTDetrV2 output differences; different model/output issues." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing fields vs strict granite_speech config rejection; both config-related but distinct failures." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA bug vs DAC latent reconstruction mismatch; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer selection bug; different models and logic." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; related helper, different bugs." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading issue vs template-node compilation error; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs FastSpeech2Conformer tokenizer loading failure; different tokenizer paths." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation example errors vs Kosmos2.5 OCR index error; not the same underlying bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch vs CamemBERT masked-LM prediction regression; different model behaviors." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3.5 video-template mismatch vs Gemma3n audio-mask variable collision; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset issue vs GenerationMixin import error; different failures entirely." + } + ] + }, + "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": 24, + "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-10000-502", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "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:45701", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846" + ], + "soft_pairs": [ + "issue:43644|issue:43749", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:43606|issue:45072", + "issue:43322|issue:45685", + "issue:43550|issue:45072", + "issue:43782|issue:44977", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:44561|issue:45020", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:46294|issue:46463", + "issue:28218|issue:29159", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43540|issue:45381", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582" + ], + "prepared_review_unit_hash": "b3ac402a8f816192d3680f2ac0a5ddb415d1779fb170b7b8fd110fc14fcb8a7b", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly separate regressions across tokenization, model loading, dtype/device handling, video inputs, and pipeline removals. The soft links are mostly thematic rather than true duplicates, so I would not merge any of them.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella report here and best represents the recurring 'recent transformers versions break models using remote_code' regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most central, high-level issue in this set and is the best candidate to anchor discussion of the broader v5 regression class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different loading failures: junk non-persistent buffers vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription behavior and Kosmos2.5 long-OCR indexing are unrelated bugs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging and single-label classification zero-loss are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch is not the same failure as bfloat16 dtype mismatch." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS int histogram error are unrelated runtime issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure is a different bug than dtype mismatch in inference." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL load-time weight_only error and flash-attention generation failure are distinct." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric batching label truncation is unrelated to Mamba2 use_cache correctness." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression and long OCR index error are different model/input problems." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error messaging and SigLIP2 bad outputs do not share the same root cause." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure and kernels-version import failure are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "AppleSilicon warmup TypeError is not the same as stale config dtype after from_config." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing bugs are different." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor refresh at runtime and Whisper batch_decode token skipping are separate issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "44561 is one specific remote_code breakage cause; 45020 is a broader umbrella report, not the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor dtype mismatch and Gemma3n variable-name collision are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch and missing tp_plan entries are different model-loading defects." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video-template mismatch and T5 decoder validation messaging are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Extra-space after added token is a specific tokenizer bug; slow/fast inconsistency is broader and not the same defect." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape mismatch is not the same as train-then-evaluate failure." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and dtype mismatch are different issues." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video processing failure and qwen2.5-vl vision_position_ids regression are distinct." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message problem; the other is docs still referencing removed pipeline APIs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading bugs." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization and from_pretrained-inside-classes inconsistency are not the same failure." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and version-dependent tokenization changes are related only broadly, not a shared concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype persistence and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video token/template mismatch and T5 decoder-input validation are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention pipeline removals, but one concerns a runtime error message and the other docs references; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:46697|issue:46728", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43550|issue:44912", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43452|issue:44991", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43257|issue:43329", + "issue:43906|issue:46209", + "issue:43526|issue:44554", + "issue:36010|issue:36331", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:43638|issue:44936", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "2a8cdb0420b7eb9454abccdbc7964a29f2d197da5e6741569667f56b4edbcfff", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36868, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs are mostly broad-similarity false positives across unrelated loading, tokenizer, processor, training, and backend bugs. No pair looks safely mergeable as the same concrete fix.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest, most upstream-facing regression report in the set and the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best overall representative because it captures a broad class of recent version breakages, unlike the many one-off model-specific reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: missing TensorFlow in a torch install vs a Mistral tokenizer backend attribute error." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated code paths: BarkProcessor voice_preset vs Trainer.compute_loss kwarg handling." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge one-hot vision embedding and the other is quantized dtype casting; different bugs." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access in modeling_utils is a different issue from the CLIP text model structure inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both concern image processing, but one is over-padding and the other is patch-count calculation for Aria resolution logic." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different VL model bugs: weight_only loading error vs rope-index temporal scaling." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC latent reconstruction mismatch are separate code paths." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different model classes and failures: Mistral tokenizer backend_tokenizer vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to LwDetrImageLoss AMP crashes on CUDA." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Gemma4 import failure due to ReasoningEffort and mistral_common continue_final_message are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is not the same as MXFP4 quantization fallback." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading-related, but one is a MobileLLM key error and the other is a broad remote_code regression; not the same concrete bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-branch helpers in multimodal token counting is unrelated to stale auto_mappings references." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length bug are different failures." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file from_pretrained breakage is a different loading path than tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but the concrete model behavior differs: incorrect layer-wise tie warning vs repeated tie_word_embeddings warning during LoRA fine-tuning." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "reduce_labels truncation and RTDetrV2 output drift are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to multimodal video token counting." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue is unrelated to an FP8 inference failure on B200." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction and MPS attention correctness are different subsystems and bugs." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import error and custom trainer loss signature mismatch do not share a code path." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent mismatch and DiaConfig token-ID persistence are separate model/config issues." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is not the same as notebook-based custom model initialization breakage." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and PIL/torchvision dependency handling are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow extra and kernels v0.15 version/revision requirement are different packaging/import problems." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed zero3 index error with Bert initialization is not the same as evaluate() failing after train()." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warning and Qwen3 MoE weight conversion 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": 24, + "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-10000-502", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43525", + "issue:43540", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43720|issue:44610", + "issue:39692|issue:44912", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:43257|issue:43696", + "issue:38175|issue:44610", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:45459|issue:45803", + "issue:43329|issue:43450", + "issue:46421|issue:46424", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:43650|issue:43906", + "issue:43749|issue:44756", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43606|issue:45859", + "issue:43927|issue:44912", + "issue:28282|issue:29870", + "issue:43540|issue:46701", + "issue:43525|issue:46291", + "issue:44568|issue:45356" + ], + "prepared_review_unit_hash": "1e1af46286dc716501d66a8dc063fe39651bc4e5ad806d6e4c811830570e96e6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35419, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These candidates are mostly unrelated issues that only share broad themes like loading, quantization, video, or tokenizer behavior. I found no strong duplicate pair worth merging; all soft edges should be rejected. For a representative issue, I\u2019d pick the broad FSDP loading bug as the most central/infrastructure-like item in the set.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43749 is the most broadly relevant infrastructure bug here (FSDP / RAM-efficient loading), with substantial discussion and inbound references, so it is the best representative issue in this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the strongest single issue to anchor the cluster because it is central, high-impact, and more likely than the others to summarize a reusable bug pattern across loading/runtime paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems and failure modes: accelerate loading of packed BitNet weights vs image processor input-size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "One is a documentation/example problem; the other is a model quantization/loading regression. No shared bug path." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different runtime behavior: unit-test model loading vs flash-attention generation regression." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local checkpoint loading bug vs Whisper batch_decode token-skipping behavior; unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model construction, but the concrete bugs differ: missing fields from AutoConfig vs unwrapping text_config in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading bug is unrelated to a GPT-oss CUDA OOM." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both mention vision models and 224px, but one is zero probabilities and the other is a processor/model input-size mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM reports, but the causes are different: int4 quantization reserved-memory regression vs a model-specific video OOM." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen model-loading failures: missing MOE weight conversion vs weight-shape mismatch in Qwen3-VL." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different functions and different bugs; not the same underlying issue." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined helper variables in multimodal token counting vs incorrect batched video processor output shape are distinct bugs." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for quantized cache." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and different loading/quantization failures." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related to video inputs, but one is undefined variables in token counting and the other is a broader video-input regression; not the same concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token accounting vs GPT-oss perplexity are unrelated issues." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different areas: init_empty_weights argument incompatibility vs PIL image processors needing torchvision." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No real bug overlap; one is a low-signal issue title and the other is an isolated reproduction of a different issue." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory pressure, but one is FSDP loading and the other is mmap on Strix Halo; different root causes." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "A model quantization/load failure is unrelated to AutoImageProcessor-from-URL loading." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer behavior inconsistency vs TrainerState token counter not updating; different components and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both touch CPU offload, but they affect different models and different code paths." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID loss is unrelated to GPT-oss MXFP4 fallback behavior." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch missing ImportError vs Bart generate() decoder_attention_mask initialization bug are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipelines and different failure modes: Qwen3OmniMoe video input ValueError vs DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4 config missing pad_token_id is unrelated to pipelines import failing on kernels version/revision requirements." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Two separate tokenizer regressions affecting different models and different mechanics (special-token insertion vs codec handling/warning behavior)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44792", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869" + ], + "soft_pairs": [ + "issue:44987|issue:45538", + "issue:43454|issue:43577", + "issue:28282|issue:34689", + "issue:45538|issue:46869", + "issue:44857|issue:46832", + "issue:43425|issue:46291", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:43404|issue:45127", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:44062|issue:44991", + "issue:44479|issue:46693", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:44849|issue:45701", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:44987|issue:45907", + "issue:41720|issue:43540", + "issue:42175|issue:44488", + "issue:44568|issue:45488", + "issue:44792|issue:44964" + ], + "prepared_review_unit_hash": "5081faae3b861fb498f7a8892a575ac45ae8c727f3785c16d73a40f04987e539", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36026, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated; the soft-similarity pairs do not look like true duplicates or the same concrete bug/change, so I would not merge any of them.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the strongest standalone representative here: it has the most discussion, inbound references, and a clear, concrete regression affecting tokenizer behavior in a widely used model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different failures in different subsystems: model loading for one specific repo vs CLIPTokenizer max-length handling." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "One is about untied lm_head weights in Mistral3; the other is a dtype-loading problem in Blip2. Different bugs and code paths." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic AutoModel PyTorch import error vs a specific Llama 3.2 Vision loading regression; not the same issue." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length misconfiguration is unrelated to YOLO multi-GPU device_map auto failures." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are detection-model crashes, but one is an AMP/float16 loss crash and the other is a forward-shape mismatch; different underlying bugs." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels' version/revision requirement are separate dependency problems." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output drift in v5 vs incorrect save_pretrained visual encoder keys for Qwen3.5 are different code paths." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model loading is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention weight tying, but one is a missing tie in Mistral3 generation and the other is LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 failure and CLIPTokenizer max-length are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and a PEFT version bump are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow missing from a torch extra install is unrelated to a missing Qwen2.5-VL symbol import error." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import detection failure and a LayoutLMv3 box-content error are distinct problems." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg TypeError is not clearly the same as a model-specific tokenizer load failure; too little evidence to merge." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression in several Qwen models vs FA2 long-context performance regression are different failures." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key loading error and init_empty_weights unexpected argument are separate loading-path bugs." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train failure is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "One is weights staying float32 in Blip2; the other is stale config.dtype after from_config. Similar theme, different bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8Config failure and FSDP CPU RAM efficient loading are different features and failures." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage and Apple Silicon caching_allocator_warmup TypeError are not the same issue." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and AutoModel PyTorch import errors are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and list_repo_files not forwarding revision are different API issues." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and Qwen3OmniMoe video-processing ValueError are different runtime paths." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to a specific model loading failure." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens not adding BOS/EOS and the other is LlamaTokenizer overriding ByteLevel with Metaspace; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and different failure modes; no evidence they share the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:44479|issue:45381", + "issue:38175|issue:44898", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43582|issue:46821", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43531|issue:44821", + "issue:45672|issue:45674", + "issue:43716|issue:46701", + "issue:43577|issue:45072", + "issue:43906|issue:46468", + "issue:24643|issue:29870", + "issue:44737|issue:46463", + "issue:43906|issue:46693", + "issue:45823|issue:46463", + "issue:43452|issue:44488", + "issue:44625|issue:44877", + "issue:43697|issue:46829", + "issue:43540|issue:46693", + "issue:45663|issue:46846" + ], + "prepared_review_unit_hash": "3a9b83811481ae97741d0252c9bfb9b6190be9d8c600e3494ed809971add1f34", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36780, + "estimated_input_tokens": 9195, + "estimated_eval_tokens": 18646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: the soft pairs share broad themes like model loading, tokenizers, vision/video regressions, or dtype issues, but they do not describe the same concrete bug/change. I found no true duplicate pair to accept.", + "confidence": 0.89, + "canonical_issue_reason": "No actual duplicate subcluster stands out; issue 44479 is the broadest representative because it describes a clear, multi-model Qwen video regression and overlaps most with the other Qwen video-related items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the most representative/central issue in this set: it has the clearest user-facing regression, spans multiple related Qwen models, and is the closest match to the few video-input soft-similarity candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input failures, but they affect different model families and report different exceptions/code paths." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "One is about init_empty_weights and an unexpected argument; the other is about loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen video regressions, but 44479 is a broader multi-model v5.3.0 regression while 45381 is a specific vision_position_ids bug for Qwen2.5-VL." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failure modes; one is SigLIP2 zero probabilities, the other is Perceiver resolution/interpolation handling." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve Qwen video inputs, but they target different model lines and symptoms, so they are not clearly the same bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer API-related, but one is token counting state not updating and the other is a compute_loss signature incompatibility." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and different issues: MoE weight conversion vs RoPE layer dropping." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they are unrelated bugs with different tokenizers and exceptions." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression versus a Mistral tokenizer patch crash; no shared code-path bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both fail on load, but one is a config/key error and the other is a storage-type lookup problem during quantized loading." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Completely different domains: Apple Silicon warmup helper vs TimesFM window_size attribute handling." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rotary-related code, but they are different models and different failure mechanisms." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-related models and different rotary/position-id logic bugs." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer regressions, but one drops BOS/EOS on add_special_tokens and the other strips a leading space on round-trip." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency-version bump problem and a stale auto_mappings CI break are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE has nothing to do with AutoImageProcessor URL loading." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit/BitsAndBytes-adjacent, but they are distinct bugs in different validation/quantization paths." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal models and different problems: dtype mismatch versus pipeline wiring/output handling." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype mismatches, but they occur in different architectures and likely different conversion paths." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of one issue is not the same as a broken official example for a different model." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Completely different training-time errors: DeepSpeed weight shape vs Bart generate decoder_attention_mask initialization." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug versus a T5 decoder-input validation error; unrelated code paths." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is a reproduction of a specific bug; the other is a generation performance regression." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Different model families and different failure types: Gemma4 device mismatch vs T5 error messaging." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but one is about gguf_file handling in auto classes and the other is a specific model load regression." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config propagation/strictness, but they are separate model-specific loading bugs." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and different symptoms: output drift in RTDetrV2 vs wrong hidden_states field in VideoPrism." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Both mention performance or video/generation contexts only at a high level; they are unrelated bugs." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Both are Gemma/Qwen-related training issues, but one is a shared_kv_states FSDP2 KeyError and the other is missing TP plan entries." + } + ] + }, + "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": 24, + "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-10000-502", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45542", + "issue:45588", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44913|issue:46121", + "issue:45357|issue:45920", + "issue:44737|issue:45588", + "issue:28282|issue:32090", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:43526|issue:45479", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:43761|issue:46829", + "issue:44361|issue:44442", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:41762|issue:44936", + "issue:43452|issue:44843", + "issue:38175|issue:43295", + "issue:43688|issue:43749", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:43525|issue:46701", + "issue:46832|issue:46932", + "issue:45372|issue:46170", + "issue:45542|issue:46178", + "issue:43295|issue:45356" + ], + "prepared_review_unit_hash": "c3210018bdf04ae55241dc8d4ed39341365d0abfe6db5dfc0ee7c4edb1a1e72b", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36226, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs are false duplicates: they share some surface similarity, but each issue points to a different model, backend, or code path. No PRs are present in this cluster.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45920 is the strongest representative issue here because it describes a concrete, broad regression with clear user impact across multiple models and is the most actionable tokenizer-related report in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best standalone issue to anchor the cluster: it has the widest scope, a clear symptom, and the most general regression framing among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Different bugs: one is GPTNeoX config reload losing rotary_pct, the other is rope-validation type handling for JSON-loaded lists." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both involve Qwen/AutoTokenizer save/load behavior, but one is about incorrect visual encoder keys in save_pretrained while the other is a broader wrong-token-ID regression across many models." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: XLNet CPU device placement in relative positional encoding vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated failures: missing PyTorch ImportError for AutoModel vs Trainer GPU broadcast TypeError on NoneType." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder input validation error message vs Gemma4 quantized multimodal embedder dtype-cast failure." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Distinct regressions: RTDetrV2 output differences in v5 vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to sequence-classification zero-loss behavior across multiple models." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is not the same as Perceiver non-default-resolution interpolation failure." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is a config-serialization problem; Qwen3_5MoeVisionConfig missing deepstack_visual_indexes is a different model schema omission." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting vs T5 decoder-input error-message issue; different models and different behaviors." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights/serialization, but one is model-device-dependent lm_head.weight serialization while the other is translation-model tied-weight issues in v5; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Different outputs/fields: CLIPVisionModel hidden_states=None regression vs VideoPrism returning last_hidden_state in hidden_states." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task-time AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are separate tokenizer-loading failures." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings and sinq quantized model save/load corruption are different serialization/quantization issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after train are different training/loading paths." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve AutoTokenizer, but one is gguf_file breaking tokenizer/model loading and the other is an offline-mode break caused by an unconditional model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero-probabilities is a model output bug; processor.tokenizer/image passthrough regression is a processor API compatibility issue." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING being broken." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents mismatch with missing STE is a generation/codec bug, not the Whisper batch_decode skip_special_tokens issue." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs via AutoModel/pipeline are not the same as Perceiver interpolation failure at non-default resolution." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config missing pad_token_id is a config attribute bug; DiffusionGemmaGenerationOutput pipeline failure is a pipeline/integration issue." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch TypeError is not the same as Gemma4 quantized embedders dtype casting; different models and failures." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma4 processor ImportError from mistral_common is unrelated to Windows ROCm/PyTorch torch.distributed dependency issues." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard without TensorFlow causing backend errors is a different backend-detection problem from an undefined BACKENDS_MAPPING tensorflow_text error." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions around processor/tokenizer behavior, but one is processor.tokenizer/image handling in v4.57.5 and the other is Kimi-K2.5 tokenizer codec + warning behavior; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 25, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:29159|issue:33357", + "issue:42898|issue:46491", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:44843|issue:44991", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:44484|issue:44704", + "issue:43688|issue:45701", + "issue:45491|issue:46002", + "issue:44479|issue:44625", + "issue:44821|issue:46821", + "issue:43688|issue:45440", + "issue:33666|issue:36010", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44734|issue:46612", + "issue:44977|issue:46693", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:43643|issue:44561", + "issue:43577|issue:44554", + "issue:43720|issue:43927" + ], + "prepared_review_unit_hash": "e66ae832e617c56edf9afb30d61cec655754c394707ddf7612adbaac095594b3", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35843, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is over-broad: the items span unrelated tokenizer, model-loading, generation, and device/runtime regressions. None of the soft edges look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and failure modes: Qwen3-MoE sliding-window behavior vs a key error loading MobileLLM." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs MacOS bus error in a CLIP model; no shared code-path bug." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is general cleanup-space behavior and the other is CodeLlama leading-space round-trip loss." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but BigBird mask-token registration and mDeBERTa BOS/EOS insertion are distinct bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Remote-code config field loss vs FSDP CPU RAM efficient loading; unrelated failure paths." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different loading issues for different models: Smollm3 RoPE-layer metadata vs Sam3 text encoder weights not loaded." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both hit tokenizer loading, but offline model_info() access and EMBEDDIA tokenizer regression are separate causes." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug in MoE models vs T5 apex RMSNorm memory leak; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token handling differs: BigBird mask token registration vs DiaConfig custom token IDs being dropped on save/load." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading breakage vs BLIP2 dtype propagation bug; different subsystems." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation state, but compiled-forward chunked generation and Qwen3.5 recurrent-state reset are different defects." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question vs AutoProcessor kwargs forwarding bug; not the same issue." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Both mention transformers behavior changes, but auxiliary-loss normalization and tokenization changes are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both involve NaNs, but one is Gemma3 sliding-window GPU embeddings and the other is classification head init/checkout." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5; different code paths." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss bug vs DeepseekV3MoE divergence from remote implementation; not the same concrete defect." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue vs GenerationMixin import error; no overlap in bug mechanism." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is different from Qwen2-VL multi-GPU training behavior." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both affect save/load, but tied-weight serialization and sinq quantization restore are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing in serve vs beam-search cache reorder omission across model classes; not mergeable into one fix." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention correctness bug vs FA2 long-context performance regression; different symptoms and fixes." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading failure vs BitNet packed-weight unpacking during accelerate loading; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit preset loading bug vs Bamba torch.compile/SDPA failure; different model/runtime paths." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked generation inconsistency vs Qwen3.5 flash-attention generation failure; not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "A800 auto device mapping cudaErrorAssert is unrelated to compiled-forward chunked generation output mismatch." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code/v5 breakage, but missing config fields and removed is_torch_fx_available are distinct failure causes." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype loading bug vs MPS attention correctness issue; no shared fix." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading bug and DiaConfig custom-token-ID loss are different loading regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43611", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46693", + "issue:46710", + "issue:46846" + ], + "soft_pairs": [ + "issue:43611|issue:46846", + "issue:33666|issue:36331", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:43262|issue:43295", + "issue:43720|issue:44361", + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:43525|issue:43572", + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:28218|issue:33357", + "issue:45823|issue:46050", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44849|issue:46209", + "issue:33357|issue:33666", + "issue:43278|issue:43701", + "issue:44568|issue:46489" + ], + "prepared_review_unit_hash": "f2d3dc61849554faed68a55faa1844a299188802800985746eeafce21f596af7", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions, model-specific bugs, or docs/config issues. None of the soft pairs look like true duplicates, so there is no strong canonical artifact here.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the set spans unrelated tokenizer, loading, config, training, and performance problems, so the cluster appears noisy rather than duplicate-heavy.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the broadest user-facing regression in the set because it breaks core `from_pretrained` loading for both tokenizers and causal LMs, making it the closest thing to a cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Different bugs: one is a `base_model_prefix` loading regression, the other is a Qwen3.5 TP-plan omission causing OOM/shape errors." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated: multi-GPU training on Qwen2-VL vs a `compute_loss` signature mismatch in a custom trainer." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Different failure modes and models: CPU offload device mismatch vs lost custom token IDs after save/load." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated model-loading legacy-field bug vs processor output size mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different regressions: dtype drift in eval vs auxiliary-loss normalization error." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "One is a `from_pretrained` weight-only load error; the other is a long-context FA2 performance regression." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Different processor/chat-template bugs: wrong default sampling rate vs regression accessing `processor.tokenizer` and image inputs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems: packed-weight loading in BitNet vs tokenizer attribute error in MLuke." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve `apply_chat_template`, but the triggers differ: batched padding=False crash vs tool-call assistant message with no content." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Different issues: model loading failure vs an unreleased `MIN_PEFT_VERSION` bump." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Unrelated: SigLIP2 implementation discrepancy vs pipeline error-message wording for translation tasks." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar shape, but not the same bug: missing `pad_token_id` in Llama4 vs missing `pad_token_idx` in StableLm." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: flash-attention generation bug vs FP8 inference failure on B200." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Completely unrelated: MPS attention correctness issue vs Trainer import conflict with `datasets`." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different model behaviors: Qwen3.5 `num_labels` propagation vs Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Broad loading regressions, but not the same bug: `gguf_file` breaks core APIs while ScandiBERT load failure is model-specific." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated: tokenizer spacing after added token vs a MacOS bus error in CLIP loading." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different device/load paths: Gemma4 PLE device mismatch vs quantized-model save/load breakage." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Different concerns: SigLIP2 output quality bug vs `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different classes of bug: model discrepancy vs DeepSpeed ZeRO-3 gradient growth regression." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are not the same as a processor API regression in custom multimodal code." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different training regressions: eval dtype change vs gradient explosion under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Different issues: custom model init regression vs device-dependent `lm_head.weight` serialization inconsistency." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both are version regressions, but one is FP8 inference on B200 and the other is accuracy drift in DeepSeek-R1-Distill-Llama-8B." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated: Qwen3.5 hidden-state bug vs FP8/B200 inference failure." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely unrelated issues: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different regressions: eval dtype mismatch vs resume-from-checkpoint key mismatch." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in v5+, but they affect different models and 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": 24, + "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-10000-502", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:44488|issue:44843", + "issue:43927|issue:44361", + "issue:44792|issue:45405", + "issue:44568|issue:45812", + "issue:43824|issue:44589", + "issue:43575|issue:45405", + "issue:44849|issue:45357", + "issue:43504|issue:43606", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:44589|issue:45520", + "issue:45245|issue:46710", + "issue:46821|issue:46832", + "issue:43334|issue:45759", + "issue:43606|issue:44112", + "issue:44493|issue:46285", + "issue:46399|issue:46846", + "issue:43572|issue:44291", + "issue:43504|issue:43653", + "issue:45072|issue:46832", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45200|issue:45229", + "issue:44869|issue:46752", + "issue:43994|issue:44493" + ], + "prepared_review_unit_hash": "ec0015bb900241ff3903c9a084430762ddeb5321780f32bb2e2b19d63b7fc68e", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and largely heterogeneous: the items span unrelated model-loading, tokenizer/config, quantization/offload, and CI failures. No soft duplicate edges look safe to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster does not share one underlying bug, so any single issue would be a misleading representative.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the paired artifacts describe different code paths and different models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is a specific model load failure while the other is an offline-mode hub lookup bug; different underlying causes." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both are runtime errors, but they affect different tokenizers/configs and different failure points; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus test failure and a PEFT version pin problem are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both mention token IDs, but one is mDeBERTa add_special_tokens behavior and the other is a Granite tokenizer regression; different model-specific issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "An import error for Qwen2.5-VL and a Float8 storage lookup error are distinct failures." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM and a dependency version bump are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output behavior and incorrect visual encoder save keys are different Qwen3.5 bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit legacy-field loading and Bark CPU offload device mismatch are unrelated code paths." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MOE loading regressions, but they hit different model variants and different load paths; not close enough to merge." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different models and different missing config fields (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup and flash_attn import key errors are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime limits and an accuracy regression after upgrade are not the same problem." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size handling and RT-DETR feature-level forwarding are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch multimodal/composite configs, but one is a missing `pad_token_id` attribute and the other is `text_config` unwrapping; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A CPU offload device mismatch and a stale CI test in GraniteSpeech are different issues." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys across many models is not the same as CLIP text model structure divergence." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3.5 kernel registration failure and missing TP-plan entries are different Qwen3.5 code paths." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "A missing config field in StableLm and an unexpected `_is_hf_initialized` argument during empty-weight init are different regressions." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit pretrained-load legacy-field handling and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatches and RT-DETR feature-level handling are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward is not the same as cache-length behavior for quantized cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GLM-5 generation config validation and DiffusionGemma pipeline failure are different problems." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal load failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offload behavior and broken quantized save/load are adjacent themes but distinct bugs and code paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after a failed job are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting `mm_token_type_ids` and multi-GPU CUDA OOM are different Gemma 4 issues." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding and empty chat-template input handling are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 incorrect outputs and unexpected position-id keys are different model/loading regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:45229|issue:45823", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:44977|issue:46701", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:44423|issue:44734", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:43572|issue:46821", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:29870|issue:29942", + "issue:43550|issue:43844", + "issue:45520|issue:46178" + ], + "prepared_review_unit_hash": "a1bfb3f3dbd255cfe753cdc4c90a6afaefc3b5d670be9289920943da80e2a0bd", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36165, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports that only look superficially similar by keywords or subsystem; none of the soft pairs describe the same underlying bug/change closely enough to merge 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:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is a multi-GPU CUDA OOM and the other is a device-mapping/forward mismatch; different failure modes and likely different fixes." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention None-handling crash vs. quantization save/load breakage are unrelated code paths and bugs." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss CUDA OOM are clearly unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and Trainer _gpu_broadcast_one NoneType error involve different subsystems and symptoms." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Both mention generation, but one is a flash-attention bug for Qwen3.5 and the other is an image-text pipeline issue for DiffusionGemma; not the same code path." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compile/template-node error and flash_attn import KeyError are different import/compile failures with no shared underlying fix." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs. SAM3 litetext memory overflow are different model-specific issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims and a PyTorch version check for flex_attention import are not the same bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is a multimodal continuous-batching attribute error and the other is KV-cache tensor indexing; different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and DeepSeek accuracy regression after upgrade are not the same defect." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and rope-parameter JSON list handling are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure and model accuracy regression are distinct issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch inference failures and Wav2Vec2 save_pretrained/tokenization failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and video batch shape bug are different multimodal processing problems." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention helper import error and meta-device model loading breakage are different initialization issues." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Sink-less flash_attention crash and missing text_config unwrapping are separate issues." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading issue do not share the same root cause." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and return_tensors being ignored are both tokenizer bugs, but they affect different APIs and failure modes." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size AttributeError are unrelated config bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression and OmDet-Turbo image-size mismatch are different model/processor issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch during forward and return_tensors being ignored are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart decoder_attention_mask generate error and Flash Attention 2 test failures are not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and gradient growth with ZeRO-3 are unrelated training/runtime issues." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError on Python 3.13 and BACKENDS_MAPPING error for tensorflow_text are different backend-import 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": 24, + "review_unit_index": 29, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45563", + "issue:45823", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43450|issue:43575", + "issue:45200|issue:45823", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:43232|issue:44849", + "issue:43295|issue:43493", + "issue:44466|issue:45127", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:43653|issue:44112", + "issue:45381|issue:46209", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:44737|issue:46894", + "issue:42915|issue:43824", + "issue:43824|issue:43975", + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:45200|issue:46899", + "issue:43819|issue:44112" + ], + "prepared_review_unit_hash": "2c393e5b523b4ab637f54c44669e8616cac9c3f66ea569939629e9a4fff7738c", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35590, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks like a false-positive mix of unrelated issues; none of the soft pairs appear to be the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the set spans unrelated tokenizer, model-loading, multimodal, and training bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong representative because the cluster is too heterogeneous to collapse safely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batched-shape bug vs Qwen2-57B TP OOM; different models and failure modes." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting to zeros vs Gemma4 PLE device mismatch in forward; distinct code paths." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx vs a transformers>=5.1.0 loading failure for a specific model; unrelated regressions." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness bug vs Kimi-K2.5 tokenizer codec/warning regression; different subsystems entirely." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing flash-attention helper export vs missing Qwen2_5_VL import; both import errors, but not the same symbol or fix." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local path warning vs SigLIP2 implementation discrepancy; unrelated issues." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs Qwen3.5 hidden-states bug; different generation problems." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "processor.tokenizer/image input regression vs SigLIP2 HF/JAX discrepancy; different bug surfaces." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization depends on device vs LoRA merge collapse after vocab extension; not the same defect." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Broken documentation example vs return_tensors being ignored when text_kwargs is passed; example issue vs API behavior." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs vs crash on tool-call assistant messages with no content; different apply_chat_template bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration/decode issue vs GraniteSpeech CI device-override test; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs FP8 inference failure on B200; unrelated model/runtime problems." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token vs embedding reinit on resize with untied weights; different tokenizer/model-init behavior." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16-to-FP32 dtype change in evaluate vs Qwen3 MoE training memory usage; not the same issue." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU arange placement bug vs CohereASR double-shift training loss bug; unrelated code paths." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen2_5_VL import error; different models and errors." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import error for Qwen2_5_VL vs DeepSeek detokenization regression; different tokenizer/model behavior." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained vs CLIP class structure inconsistency; distinct model-loading issues." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage vs stale config dtype after from_config; both loading-related, but different code paths." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id vs Llama4Config missing pad_token_id; same symptom class, but different models and fixes." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs video batched-shape return bug; different modalities and defects." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer load failure for FastSpeech2ConformerTokenizer vs Wav2Vec2 save/tokenization failure; related domain but not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 mm_token_type_ids default zeros vs Gemma4 quantized vision/audio embedder dtype casting; same family, different underlying problems." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "janus image-generation test failure vs stale paged-generate warning; unrelated." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Text-only multimodal token defaults vs unsafe dtype cast in quantized embedders; different defects, even if both are Gemma4." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch/STE issue vs GraniteSpeech stale device-override CI failure; 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": 24, + "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-10000-502", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:43388|issue:43526", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:44610|issue:44857", + "issue:46424|issue:46858", + "issue:45759|issue:46285", + "issue:45520|issue:46170", + "issue:46512|issue:46821", + "issue:43606|issue:45083", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:44448|issue:44743", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "8097215f3680fd54850a80440d9c8c616267c0e9980554dacb978fd6b5af23fa", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These look like a noisy mix of unrelated Transformers issues, not a duplicate cluster. The soft pairs mostly share broad themes like v5 regressions, model loading, or model-specific failures, but not the same underlying bug or mergeable fix.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44561 is the best representative because it is a concrete, broadly impactful v5 compatibility regression tied to a specific removed utility and affects trust_remote_code models; among the set, it is one of the most central API-breakage reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44561 is the most broadly representative and actionable issue in the set, with a clear runtime regression and wider compatibility impact than the narrower model- or docs-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different model families and failure modes: Perceiver resolution handling vs RT-DETR memory cleanup." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Unrelated bugs in different code paths: BEiT label reduction vs processor argument handling." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal config bugs: defaulting mm_token_type_ids vs rope index scaling for video/image positions." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they target different pages and different API changes; not the same bug/change." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/runtime failures: cudaErrorAssert on A800 vs FP8 inference failure on B200." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Separate model-specific defects: SwitchTransformers config construction vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both concern missing utilities in import_utils, but they are distinct symbols and distinct breakages." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different utilities and symptoms: gather_for_metrics batch truncation vs BEiT image processor label reduction." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Both involve helper functions, but they affect different models and different logic paths." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection-model losses and different root causes; not the same underlying bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Input-size mismatch in OmDet-Turbo vs AMP/CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is a config option bug and the other is a device-tensor length arithmetic bug." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different composite-model loading issues: unwrapping text_config vs CLIP text model structure inconsistency." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/dependency problems, but on different platforms and with different causes: flash_attn key vs torch.distributed on Windows ROCm." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different configuration/state bugs: stale dtype after from_config vs missing window_size support." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different regressions: feature extractor center argument crash vs Whisper empty transcription after special-token alignment." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Separate symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory release." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs in different components: SwitchTransformers sparse layer creation vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both mention version incompatibility, but one is a missing private helper import and the other is a broader torch 2.10 incompatibility report." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures in unrelated areas: Flash Attention 2 tests vs Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "One is a runtime model/compile bug, the other is a CI test flake from stale device override; not the same issue." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch missing import error on setup vs MacOS bus error with CLIP; no shared underlying bug." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading problems, but they stem from different model architectures and incompatible checkpoints, not one shared defect." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different BEiT/SwitchTransformers bugs with different legacy fields and config behavior." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 decorator parsing issue vs qwen3_omni_moe helper behavior; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behavior regressions: Pegasus output drift across versions vs Qwen3_5 recurrent-state reset." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype mismatch during eval vs pipeline error-message wording; different layers and different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43335", + "issue:43526", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:37428|issue:44351", + "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44514|issue:44521", + "issue:45290|issue:46326", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:46431|issue:46566", + "issue:45127|issue:45245", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:26413|issue:31501", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:44617|issue:46697", + "issue:43701|issue:45083", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44857|issue:45072", + "issue:44360|issue:44561" + ], + "prepared_review_unit_hash": "4a39681ea45ef9157c38c9ef46cc48940a212c59f12a0f4f5dc8d8bd6fd3d250", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36457, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: most pairs are only superficially similar (same subsystem or keyword overlap) but describe different bugs. The only clear duplicate is the Qwen3.5 MoE from_pretrained regression (45310/45478).", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the clearest canonical because issue:45478 has the same title and appears to be the same Qwen3.5 MoE from_pretrained failure report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative of the only true duplicate pair; the rest of the cluster is unrelated noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related breakages, but they are different missing symbols in different modules and do not look like the same fix." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model bugs: sparse-layer construction in SwitchTransformers vs a helper-lengths behavior issue in qwen3_omni_moe." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated problems: LayoutLMv3 error-message clarity vs a Trainer GPU broadcast NoneType crash." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Same broad area of model/runtime bugs, but the concrete failures and code paths are different." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model-specific logic bugs with no clear shared underlying defect." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading vs a GraniteSpeech CI device override issue are separate failures." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batched padding=False crash and the other is zero assistant masks; not clearly the same bug." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but one is a tool-call/no-content crash and the other is continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading breakage and embedding reinitialization are distinct issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different components and failure modes: flash_attention sink handling vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash import warning is not the same as failing to load GLM-4.7-Flash in tests." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template vs weights staying on meta with device_map=auto are unrelated loader problems." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Extended-vocabulary LoRA collapse and category-count overflow are unrelated bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate reports of the same Qwen3.5 MoE from_pretrained error; same title and same failure mode." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer/model output regressions for different models and symptoms." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/STE mismatch and unexpected position-id keys are separate issues." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss are different code paths." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch-iterator failure is not the same as FineWeb SLM training not starting." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior and Trainer GPU broadcast NoneType crash are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and a missing import_utils availability helper are different issues." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch and qwen3_omni_moe feature-length behavior are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation issues and unexpected position-id keys do not share the same underlying defect." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "A NoneType GPU broadcast error is unrelated to the MacOS bus error on CLIP model loading." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct tp OOM are different failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP crash in a loss module and dtype mismatches in inference are not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation discussion and trust_remote_code breakage from removed helper are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the only accepted soft pair is the exact-title duplicate 45310/45478, and the remaining verdicts stay conservative by distinguishing clearly different failure modes despite superficial keyword overlap. No unsupported mergeability claims or overstatements stand out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:43550|issue:45083", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:38175|issue:44493", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:29870|issue:33290", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:40444|issue:43526", + "issue:37428|issue:42175", + "issue:44857|issue:45588", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:44561|issue:44779", + "issue:44448|issue:44466", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:43278|issue:43575", + "issue:44871|issue:44977" + ], + "prepared_review_unit_hash": "fa7dd04e8e8ee740388812340f3e97272bde4e5ff5b80c17ad90d0342faa52e6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37078, + "estimated_input_tokens": 9270, + "estimated_eval_tokens": 18796 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the candidate edges link unrelated bugs across models, tokenizers, flash-attention, caching, save/load, and training. I would not merge any of the soft pairs as duplicates. If a single issue must represent the cluster, issue 43873 is the most active/open thread, but the set does not form a coherent duplicate group.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most active open issue with inbound references, so it is the best single representative if one must be chosen; however, it is not a true canonical duplicate for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems: torch.compile/SDPA vs a qwen3_omni_moe helper bug." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated problems: Flash Attention 2 support for XLMRoberta vs a Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as post_init reinitializing embeddings after resize." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 is unrelated to unexpected position-id keys in model configs." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is distinct from Trainer GPU broadcast NoneType handling." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Mixed precision dtype drift during eval is unrelated to undefined video-token helper variables." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift is a different bug from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across multiple models is not the same as return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash is unrelated to Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "DistilBert German model issue and torch.jit GeneratorExp export failure are different code paths." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation mask bug does not match deepspeed Adafactor OOM behavior." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 decorator parsing/import error is not the same as a missing decorator in Qwen3.5 registration." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is config token IDs and the other is custom module resolution; different bugs." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Assistant tool-call chat-template crash is unrelated to SmolVLM video padding calculation." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash-attention import breakage is unrelated to missing tensorflow in the torch extra install." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr AMP crash and flash_attention.py s_aux=None crash are different failure modes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error is not the same underlying issue as deepspeed Adafactor OOM." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/compile, but one is spurious recompilation and the other is device-tensor slice arithmetic in _prefill." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression are different v5 breakages." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output mismatch and lm_head.weight serialization differ in symptom and code path." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading problems are not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer broadcast NoneType errors." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue is unrelated to DeepseekV3MoE divergence from remote code." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43526", + "right": "issue:43575", + "accept": false, + "reason": "BeitImageProcessorFast label handling is unrelated to Qwen2-57B-A14B TP load OOM." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different bug classes: eos_token_id config mismatch vs flash-attention generation failure." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Related area but not duplicate: cache initialization recompilation vs cache seq-length tensor arithmetic." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different affected components: remote-code helper removal vs tokenizer regression." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Training/eval dtype change is unrelated to TP load OOM on a large Qwen model." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer/config eos_token mismatch is not the same as flash-attention generation 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": 24, + "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-10000-502", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:41720|issue:45229", + "issue:45588|issue:45823", + "issue:29127|issue:34567", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:43653|issue:44743", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:45372|issue:45588", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:29942|issue:30064", + "issue:44206|issue:44479", + "issue:43412|issue:45588", + "issue:45459|issue:45712", + "issue:45372|issue:45406", + "issue:45491|issue:46693", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:45245|issue:45563", + "issue:43575|issue:43701", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:42490|issue:43381" + ], + "prepared_review_unit_hash": "516e587abf1b6f8dd4c01af481b89c0e0cd3d460d6f6c6def614f6f1a13e8468", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36992, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicate pairs are convincing enough to accept; the set is highly heterogeneous and the overlaps are mostly broad subsystem similarity rather than the same concrete bug. I picked one broadly scoped loading/tokenizer regression as the issue representative.", + "confidence": 0.62, + "canonical_issue_reason": "issue:44462 is a clear, user-facing core library regression with a concrete failure mode in the tokenizer loading path, making it a reasonable representative for this otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the strongest stand-in here because it describes a precise, broadly relevant loading bug rather than a model-specific or highly incidental failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and resume-from-checkpoint key mismatch are unrelated bugs with different code paths and symptoms." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a community CLIP model is unrelated to SigLIP2 documentation/example errors and quantization failure." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Gemma4 multi-GPU OOM are different failure modes, likely different root causes." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are separate runtime issues in different paths." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count updates are unrelated concerns." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and a stale paged-generate warning are not the same bug." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except bug in Fuyu tensor conversion are different issues despite both touching tokenization code." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization failure are distinct tokenizer/model-specific problems." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes do not match the Wav2Vec2 save/tokenization bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated model behaviors." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading breakage and rope-validation list handling are separate configuration/loading bugs." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate decoder_attention_mask initialization and Llama 3.2 model loading regression are different code paths and failures." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "ReasoningEffort import failure during Gemma 4 processor loading is unrelated to the flash-attention s_aux=None crash." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are both quantization-related but not the same concrete bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer misconfiguration and DeepseekV3MoE divergence from remote implementation are different model correctness issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated tokenizer problems." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different image/model pipeline bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen video-input regression are unrelated regressions." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export guard/erfinv support and flash-attention s_aux crash are distinct failures." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking when protobuf is absent and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 processor loading import error and Gemma4Processor missing _tokenizer in serve are different bugs in different call paths." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings on mixed-length batches and long-context FA2 performance regression are related to attention, but not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization breakage." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are completely different issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel/pipeline results do not share the same underlying bug." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A placeholder Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released on deletion." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and a stale paged-generate warning are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM and resume_from_checkpoint key mismatch are different failure modes." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are both tokenizer-related, but they are different loading/configuration bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific correctness issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import warning for local paths ending with a slash and gradient-checkpointing eval-mode behavior 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": 24, + "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-10000-502", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45412", + "issue:45459", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:29127|issue:35141", + "issue:45372|issue:45459", + "issue:43421|issue:45491", + "issue:43994|issue:45412", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "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:29127", + "issue:27957|issue:33290", + "issue:45250|issue:46640", + "issue:43994|issue:46369", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:45588|issue:45600", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898" + ], + "prepared_review_unit_hash": "719781c5352da14dc2f93ac412c821fecb41a4c8617ff913d473b1c518a695c1", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35729, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; several items mention Flash Attention 2, but the paired issues describe different concrete failures. No soft edge looks like a true duplicate.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 46693 is the clearest and most specific representative of the recurring Flash Attention 2 theme; the rest of the cluster is too mixed to justify a stronger canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "46693 is the best issue to anchor the cluster because it describes a concrete FA2 regression with a clear failure mode and version boundary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: unclear LayoutLMv3 error messaging vs token-embedding resize reinitialization." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Both involve loading/tokenizer errors, but the root causes are unrelated imports vs protobuf exception masking." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update behavior is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems and symptoms: SigLIP2 inference quality vs RT-DETR memory release." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but they are different models and different failure mechanisms." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "OOM in tensor-parallel loading is not the same as int4 quantization reserved-memory regression." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: compiled-forward inconsistency vs empty-transcription handling in Whisper." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8 config failure and Qwen3-VL weight-shape mismatch are different loading issues." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific missing export is not the same as a broad dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Image processor label handling is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support question and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta+FA2 and Adafactor+DeepSpeed OOM are different failures." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic FA2 titles, but there is no evidence they describe the same concrete bug or change." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different model-specific memory/behavior problems with no shared code path." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM and model-loading breakage are distinct issues." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM during training is unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Image label reduction and LayoutLMv2 tokenizer crashes are different bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL is unrelated to sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both are rope-related, but one is a type conversion bug and the other is a kernel registration/decorator failure." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention runtime crash and stale auto-mapping references are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are different issues." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template padding crash is not the same as wrong video vision_position_ids." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Framework-level custom model init regression and a specific model's post_init restriction are not duplicates." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "FA2 generation issue and category-cardinality RuntimeError have no shared bug." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state reset and Whisper batch_decode token skipping are different code paths." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to Perceiver interpolation behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45440", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:43316|issue:43525", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:46829|issue:46932", + "issue:44190|issue:44496", + "issue:44987|issue:46178", + "issue:43761|issue:44188", + "issue:44442|issue:45803", + "issue:43761|issue:44079", + "issue:43931|issue:45216", + "issue:43232|issue:43388", + "issue:43701|issue:46506", + "issue:42907|issue:45698" + ], + "prepared_review_unit_hash": "db36ae5feb084e106b2712641857d4fe2b5cbd09a3dc9f90ce3ea1df50ab1775", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35809, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated bug reports spanning different models, loaders, processors, and utilities. None of the soft-similarity pairs look like the same underlying issue or a mergeable duplicate PR.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 is the strongest representative: it has the most discussion/inbound references and describes a broad, clearly actionable save/load regression affecting custom modules.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best global issue choice because it is active, well-scoped, and broadly relevant to model loading behavior rather than a narrowly model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different failure modes in different audio/image preprocessing paths; no shared bug mechanism." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning is unrelated to recurrent-state reset in modular Qwen code." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access is not the same as DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading failure are separate code paths." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend packaging omission and missing import_utils symbol are unrelated packaging/import issues." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to BART generation mask initialization." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but they concern different models and different missing fields." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Model implementation parity issue vs documentation reference cleanup; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Token conversion bug and hub API forwarding bug are different utilities with different fixes." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy and video-input regression are unrelated model-specific problems." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "RoPE temporal \u0564\u056b\u0580 handling in Qwen VL is unrelated to Swin2SR over-padding." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are distinct issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing error and DeepSpeed ZeRO3 deque underflow are unrelated runtime failures." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload regression affect different config machinery." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are separate loading problems." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Qwen composite-config unwrap bug are not the same behavior." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output-field bug and Gemma4 quantized embedder dtype casting are unrelated model changes." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure and unrecognized model config error do not share a concrete cause." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading failure for one repo and backend mapping error for tensorflow_text are different root causes." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are separate code paths." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer class loading failure is unrelated to Fuyu's broad except swallowing errors." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Missing hidden_states output and ModelOutput key assignment bug are different output-handling defects." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Shape mismatch while loading a model and incorrect save_pretrained checkpoint serialization are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update bug and metrics label truncation are separate trainer/generation behaviors." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated training/runtime issues." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module are different save/load regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 36, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45542", + "issue:45584", + "issue:45632", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46894", + "issue:46932" + ], + "soft_pairs": [ + "issue:42617|issue:43575", + "issue:27957|issue:32090", + "issue:43575|issue:43742", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:44464|issue:46421", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43452|issue:44496", + "issue:44242|issue:46894", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:44610|issue:46369", + "issue:43761|issue:46932", + "issue:45542|issue:46234" + ], + "prepared_review_unit_hash": "34222b9ee4953d56e2b641d9516f257b952ec52bae4419d0efc029e13f1de6c2", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35841, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change; the cluster is heterogeneous across unrelated models, loaders, config issues, runtime errors, and environment/setup problems.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different problems: a script/runtime failure for 3d_parallel.py vs an OOM while loading a specific Qwen2 model with tensor parallelism." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated code paths: FlashAttention support for XLM-Roberta vs a Trainer distributed broadcast TypeError." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures for different models and causes: tensor-parallel OOM vs a KeyError on MobileLLM config loading." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "One is a torch.compile/SDPA model failure, the other is a checkpoint resume key mismatch; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key naming." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape regression is unrelated to a missing PyTorch ImportError." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Different import failures: a missing utility symbol vs kernels package version/revision requirements." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as an incorrect pipeline error message about translation tasks." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Unrelated topics: model_max_length discussion vs missing transformers.onnx module." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Both involve v5-era model/processor behavior, but one is about processor.tokenizer access and image passing; the other is an eos_token_id config inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: Gemma eos_token configuration vs Whisper empty-transcription generation after special-token alignment." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/compile, but one reports inconsistent outputs and the other spurious recompilation from cache initialization; not the same concrete bug." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is unrelated to a Mistral-3 dtype mismatch between preprocessor and model." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend installation/package dependency issue is unrelated to a config API discrepancy." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to non-persistent buffer initialization junk." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and sinq save/load quantization breakage are different persistence/config problems." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad Transformers 5 custom initialization regression is not the same as GPTNeoXConfig rotary_pct not round-tripping." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF tokenizer/model loading bug is unrelated to an unrecognized-model/config.json model_type issue." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both concern training losses, but they are different models and different loss bugs with no shared concrete code path." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 weight tying and Ministral-3 FlashAttention failures are distinct model issues." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collisions for trust_remote_code are unrelated to max_cache_length handling for quantized cache." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu exception handling is unrelated to a Windows/ROCm torch.distributed dependency import error." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A vague data request is unrelated to Gemma pipeline roundtrip behavior on the \u2581 token." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch is unrelated to a SAM3 LiteText memory overflow." + }, + { + "left": "issue:43761", + "right": "issue:46932", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Tensorboard/TensorFlow backend packaging issue is unrelated to a missing import_utils symbol." + } + ] + }, + "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": 24, + "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-10000-502", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45406", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46082", + "issue:46178", + "issue:46421", + "issue:46617", + "issue:46640", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:43504|issue:45698", + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:43352|issue:46640", + "issue:43065|issue:44617", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:43388|issue:43688", + "issue:45127|issue:45200", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:44190|issue:44964", + "issue:43525|issue:43531", + "issue:35141|issue:42490", + "issue:44534|issue:44913", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:45072|issue:46932", + "issue:44855|issue:45588", + "issue:45245|issue:46858", + "issue:44869|issue:46832", + "issue:43827|issue:43994", + "issue:43673|issue:46421", + "issue:43931|issue:44060" + ], + "prepared_review_unit_hash": "be148a14e57863e634be03d4b9cbcebe265eb355457e241699b7d93d7a2573ad", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35396, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports across different subsystems; I found no convincing duplicate pairs among the suggested soft edges. The strongest single issue to anchor on is the broad, high-impact custom-module loading regression.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45698 has the broadest user impact and the richest discussion/inbound-references among the set, so it is the best representative issue to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most salient issue here: it is active, user-facing, and describes a clear loading regression with wide applicability.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Different bugs: Beit preset legacy-field loading vs wrong custom module resolution after save/load." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video input validation vs batched chat-template padding behavior in Qwen2.5-VL." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated: StableLm config field rename vs missing backend registration for tensorflow_text." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Too broad to merge: one is Nemotron-specific FA2 unsupported error, the other is a generic flash-attention issue." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3 pixel decoder dummy conv vs Sam3Video OOM are different failures and fixes." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different regressions: janus image-generation test failure vs removed auto_mappings config references." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different model/problem: janus test failure vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/eval bugs: metric gathering drops labels vs auxiliary-loss normalization." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different issues: LoRA merge with extended vocab on tied embeddings vs missing mm_token_type_ids default." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both cache-related, but one is missing GenerationMixin cache in chunked prefill and the other resets recurrent states for a specific modular model." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different subsystems: video-classification pipeline processor lookup vs SAM3 video encoder output attribute error." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading failures: local dataset handling in a training script vs multimodal model loading." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated config bugs: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different bugs: embedding resize reinitialization vs trailing-slash local model path warning." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different persistence issues: junk-filled non-persistent buffers vs GPTNeoX rotary_pct not round-tripping." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: KV-cache continuation indexing in serve vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated: LlamaConfig head_dim validation vs Swin2SR image over-padding." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code cache behavior, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache loading; not the same concrete bug." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Different dtype problems in different models/components; not a single mergeable fix." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: Python 3.13 import parsing issue in DebertaV2Model vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Different errors: category-count limit vs cache seq-length tensor arithmetic on non-CUDA backends." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Different models and failure modes: Whisper timestamp decode crash vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline API vs wrong/nonsensical SigLIP2 inference results are not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different loading/weight-shape mismatch vs tied-weights warning bug in Qwen3-Next." + } + ] + }, + "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": 24, + "review_unit_index": 38, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45907", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46897" + ], + "soft_pairs": [ + "issue:44242|issue:46897", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:43976|issue:44855", + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:44112|issue:45600", + "issue:44617|issue:46369", + "issue:44779|issue:46489", + "issue:43295|issue:45276", + "issue:44462|issue:45907", + "issue:45290|issue:46752", + "issue:43526|issue:46697", + "issue:45276|issue:45584", + "issue:44938|issue:45542" + ], + "prepared_review_unit_hash": "28953c0020b4a3d4f446094d86c8fbed95d71956e8b90f0a1ae05b0ef1a8b576", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35534, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated single issues. The only plausible duplicate pair is the DeepSeek tokenizer regression reports (#44779 and #46489), which appear to describe the same v5 tokenizer breakage from different angles.", + "confidence": 0.89, + "canonical_issue_reason": "#44779 is the broader, cleaner root report: it describes the tokenizer regression generically across DeepSeek models and is easier to use as the umbrella issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#44779 best represents the cluster because it states the underlying regression most generally and can absorb the more specific DeepSeek-Coder v1 follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both are loss-related bugs, but they affect different models and different failure modes; not the same underlying change." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() decoder mask error and embedding reinitialization on resize are unrelated code paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "One is a SAM3Video OOM issue; the other is a Whisper empty-transcription crash." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both concern model/config persistence, but one is junk non-persistent buffers and the other is rotary_pct not round-tripping." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils is unrelated to a Qwen3.5 chat crash." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting and XLMRoberta Flash Attention 2 are unrelated issues." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python-version-related, but one is a package compatibility problem and the other is a JIT parsing/IndentationError bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale generation warning and an empty-transcription crash are different defects." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure and local dataset loading are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but the specific validation problems are different." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen video vision-position bug and Sam3-LiteText memory overflow are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression and KV-cache continuation crash are different generation/serving bugs." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and dataset loading are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet processor size mismatch are different model bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled chunked generation inconsistency and a stale warning are not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/quantization example issues are unrelated to image classification dataset loading." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge/extended vocab collapse and incorrect visual encoder save keys are different serialization/training bugs." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they point to different processors and different bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI failures in adjacent areas, but the root causes differ." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same family name, but OOM in Sam3Video and memory overflow in Sam3-LiteText are not the same bug." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report the same DeepSeek tokenizer regression in transformers v5+, with #46489 explicitly described as a gap in the fix from PR #44801." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression and resize_token_embeddings not updating outputs are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different repository-access bugs." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Chat-template tool-call crash and empty-list IndexError are different input-shape failures." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Swin2SR over-padding are unrelated processor bugs." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding-resize propagation and Whisper alignment crash are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend due to tensorboard-only install are unrelated compatibility issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet, and the only accepted pair (#44779/#46489) is conservatively justified by the issue titles and the explicit reference to a gap in the prior fix. The other soft-edge verdicts stay appropriately cautious and do not overstate duplication evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45381", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:44737|issue:45803", + "issue:43540|issue:44734", + "issue:25251|issue:29870", + "issue:44521|issue:45381", + "issue:43673|issue:46858", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:45632|issue:46234", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:46082|issue:46121", + "issue:36246|issue:41628", + "issue:42796|issue:44521", + "issue:36246|issue:38617", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43531|issue:45600", + "issue:43650|issue:44220", + "issue:43673|issue:46424", + "issue:43582|issue:46932", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44016|issue:44220", + "issue:45083|issue:46506" + ], + "prepared_review_unit_hash": "f7f8ae2f4b641187e812df00aeba3e3e515ab9bd4f25fdfe4bc5dc0470f162ef", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36584, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft links mostly reflect broad topical similarity (model loading, cache handling, multimodal processing, import errors) rather than true duplicate reports. I did not find any soft edge that safely looks like the same underlying bug or change.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44964 is the most connected and representative artifact here: a concrete, user-facing model-loading failure with multiple nearby soft links to other loading/config issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the best single representative of the set because it is specific, actionable, and has the strongest connectivity among otherwise loosely related issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different bugs: XLNet device placement in relative positional encoding vs FuyuBatchFeature exception handling." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video-input validation vs serve KV-cache continuation indexing." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated failures: pipeline top_k nesting change vs BART generate() decoder_attention_mask assignment error." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but one is assistant_masks generation and the other is vision_position_ids; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache handling, but one is missing cache in chunked_prefill and the other is a device-tensor seq_length arithmetic bug." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures affecting different checkpoints and error modes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "One is import-time slowness; the other is unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Different import/trust_remote_code issues: cache-path collision vs missing import_utils symbol." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both are model/config related, but one is a Phi-4 multimodal load failure and the other is a broken auto_mappings reference." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading bugs: missing fields from trusted remote config vs unrecognized model missing model_type." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test flake in GraniteSpeech is not the same as a runtime model-loading failure." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated: FlashAttention2 support vs embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging dependency issue from pip extras is not the same as a generic transformers dependency problem." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different validation paths: LlamaConfig head_dim checks vs rope-param dict conversion from JSON-loaded lists." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_masks being all zeros." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they are for different names and unrelated code paths." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType and embedding reinitialization are unrelated bugs." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model-specific regressions: untied lm_head weights vs incorrect save_pretrained checkpoint output." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "A position_ids buffer access error is not the same as CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug and notebook syntax error are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings references." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The first report is too vague to match the specific _torch_extract_fbank_features() bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache config, but one is chunked_prefill cache availability and the other is max_cache_length honoring for quantized cache only." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "AppleSilicon allocator warmup failure and Gemma4 quantized embedder casting are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and a specific model-loading regression are not the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma decoder embedding resize behavior are different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to the fbank feature extraction bug." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different problems: qwen3_omni_moe feature-length helper behavior vs device-dependent output mismatch in PPDocLayoutV3." + } + ] + }, + "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": 24, + "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-10000-502", + "nodes": [ + "issue:39692", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45042", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43479|issue:45375", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:44792|issue:46424", + "issue:44016|issue:44062", + "issue:44496|issue:45759", + "issue:43824|issue:44933", + "issue:43441|issue:45588", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:43299|issue:45216", + "issue:44279|issue:45405", + "issue:46082|issue:46399", + "issue:43295|issue:44779", + "issue:44075|issue:44368", + "issue:39692|issue:43901", + "issue:43976|issue:45405", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:42796|issue:43650" + ], + "prepared_review_unit_hash": "37282c31f369fd32cb1757a358eee7367b6085203566859ed9cdca80d89c2f66", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36347, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous: the soft pairs share broad themes like model loading, config, or flash attention, but not the same concrete bug/change. I would reject every soft edge and treat these as separate issues.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone representative because it is open, has the most inbound references, and describes a clearly scoped multimodal chat-template bug; however, it is not a duplicate anchor for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral, but one is about saving dequantized models and the other is a FlashAttention runtime failure; different code paths and symptoms." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are flex_attention-related, but one is a torch>=2.9 compiled-kernel failure and the other is a version-check bug for AuxRequest import; not the same fix." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Unrelated areas: BeitImageProcessorFast label reduction vs TextClassificationPipeline docs/behavior wording." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a specific Python version incompatibility, the other is a vague dependency issue; no shared underlying bug is evident." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are separate training/runtime issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config bugs, but they affect different multimodal model families and different fields/defaults." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "A model-type registration/import problem is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling and ANSI output formatting are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs drift for text classification is not the same bug as unrecognized model loading for OLMo." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A failing janus image-generation test and cache length semantics are different issues." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword-argument conflict are unrelated failures." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both concern model/config loading, but one is a missing model_type recognition and the other is AutoModelForCausalLM unwrap logic for composite Qwen configs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and modules with no shared root cause." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention/Ministral-adjacent code, but the concrete failures differ: a model-specific FA crash vs a sink-less-model AttributeError on s_aux=None." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch result dropping and sam3-litetext memory overflow are different pipeline/runtime problems." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds error and empty apply_chat_template list crash are distinct edge cases." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "One is multimodal chat-template assistant-mask generation; the other is a long-context FA2 performance regression." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic transformers dependency issue and a torch-version incompatibility are not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings behavior in t5gemma is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but one is Qwen3VL loading and the other is save_pretrained checkpoint correctness; different code paths." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "The broad import-errors report may include many symptoms, but it is not the same specific missing HybridCache export." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling and a placeholder 'ADD THE DATA' issue are clearly 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": 24, + "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-10000-502", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45357", + "issue:45372", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512", + "issue:46851" + ], + "soft_pairs": [ + "issue:46082|issue:46512", + "issue:44779|issue:45812", + "issue:41950|issue:45020", + "issue:43299|issue:45357", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:44242|issue:45200", + "issue:43650|issue:46209", + "issue:44297|issue:44462", + "issue:44683|issue:45542", + "issue:43479|issue:43525", + "issue:44016|issue:44291", + "issue:44361|issue:45593", + "issue:45081|issue:45907", + "issue:33290|issue:45656", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:44336|issue:46851", + "issue:44261|issue:44263", + "issue:45103|issue:45372", + "issue:45600|issue:45712", + "issue:45859|issue:46851", + "issue:42175|issue:43976" + ], + "prepared_review_unit_hash": "398f3109952cbe80b7f854583785eb205781feaa709f5850dd4dd13e59186d16", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35651, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster: the issues span unrelated topics (tokenizers, model loading, configs, quantization, DeepSpeed, docs, CI, and runtime compatibility). The soft pairs only share broad subsystem vocabulary, not the same underlying bug or change, so none should be merged.", + "confidence": 0.99, + "canonical_issue_reason": "No real duplicate center emerges; if a representative is needed, issue 44261 is the most concrete and discussion-rich, but it does not match the rest of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44261 is the strongest standalone report by specificity and discussion activity, but it is still not a good canonical for this heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Different bugs: LlamaConfig head_dim validation vs stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup vs remote_code model loading breakage are unrelated problems." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "One is Qwen3VL MoE loading; the other is Qwen3.5 visual key serialization. Same family, different bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve model weights, but one is save/serialization inconsistency and the other is resize_token_embeddings not propagating." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failures: Qwen3VL load breakage vs GLM-4.7-Flash unit-test loading issue." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration vs D-FINE auxiliary-loss behavior; no shared underlying bug." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor selection and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Both are MoE/multimodal training issues, but they concern different architectures and different missing-loss/input-handling bugs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder data request vs FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs AutoTokenizer ignoring tokenizer.json are adjacent but distinct save/load bugs." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 vs missing TensorFlow backend error from tensorboard install are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and failures: default sub-config init vs missing pad_token_id." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights unexpected-argument loading failure." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs repository file listing not forwarding revision; completely different code paths." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizer behavior, but OOM with Adafactor and double optimizer.step are different bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 vs OCR index error in Kosmos2.5; no shared underlying defect." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving quantized models and loading dequantized models with device_map=auto are different save/load problems." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor.save_pretrained missing files vs performance regression after upgrade are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI color output in loading_report vs variable-length position_ids bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Precision mismatch from missing rms_norm_eps vs torch.split return handling in GlmMoeDsaIndexer are different issues." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling vs mistral_common import failure in Gemma 4 loading are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/maintenance issues, but one is stale mappings and the other is leftover dummy classes." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3.5 CPU-offload rotary embedding issue vs variable-length position_ids bug are different failures." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend dependency packaging and Python-version compatibility 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": 24, + "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-10000-502", + "nodes": [ + "issue:41628", + "issue:42796", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44779", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:45542|issue:45800", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:42796|issue:43441", + "issue:46291|issue:46399", + "issue:44188|issue:44336", + "issue:44016|issue:45823", + "issue:44336|issue:44373", + "issue:44589|issue:45362", + "issue:43525|issue:43643", + "issue:46655|issue:46726", + "issue:45325|issue:46851", + "issue:41628|issue:43976", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:45083|issue:46851", + "issue:44246|issue:44496", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45072|issue:46829", + "issue:46614|issue:46665" + ], + "prepared_review_unit_hash": "6be5f49776d79cd6e92b6b23337a3530763b6bc72b9c34f11bdf0892668ec859", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36377, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous: most items are distinct loading, tokenizer, model, or docs issues rather than true duplicates. I would not merge any of the soft pairs.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43824 has the strongest activity/references and a clear, user-visible import failure, so it is the best representative anchor among this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the most central/high-traffic issue in the group, but the surrounding items do not look like the same underlying bug class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different failure modes: missing processor save files vs Zero3/from_pretrained loading on Gemma4." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different models and bugs: CamemBERT MLM predictions vs Deepseek tokenizer output." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Generic tokenizer-loading regression vs model-specific ESM2 breakage; not the same underlying issue." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs intermittent import latency; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked prefill cache regression vs CLIPVision hidden_states regression; different code paths." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend misdetection vs torch-transformers version incompatibility." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a model class vs Python version compatibility problem; not duplicates." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-specific config/loading errors: missing pad_token_id vs GLM-4V load failure." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs FlashAttention failure in a related model family, but not the same bug." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernels dependency import issue vs Qwen3.5 kernel registration crash; distinct causes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs ANSI codes in loading report; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device_map mismatch; no shared root cause." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape output issue vs docstring correction; different artifact types." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error vs Qwen3.5 chat crash; different symptoms and paths." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are config/loading-related, but one is a missing attribute and the other is missing fields with trust_remote_code; too different." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation bug vs missing-vision-backend processor error; not the same issue." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but they affect different Qwen models and different logic." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor vs Python version support; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization bug vs Gemma4 loading bug; distinct." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers failure vs TensorBoard backend issue; no overlap." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen variants and different helper/positioning bugs; not mergeable as one PR." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Performance of importing transformers vs unrecognized model config; unrelated." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration crash vs variable-length position_ids bug; different root causes." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Parallel test race on captured_info.txt vs stale warning in generate(); unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Docstring/annotation parsing crash vs Qwen3.5 kernel decorator issue; different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug vs unsafe sys.modules access; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe vs empty-chat-list IndexError; different bugs." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch inference issue vs output field mix-up; different code paths." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state vs inconsistent from_pretrained behavior in Python classes; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43475", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44749", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46752", + "issue:46821", + "issue:46851" + ], + "soft_pairs": [ + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:42491|issue:43299", + "issue:44246|issue:44871", + "issue:44242|issue:45593", + "issue:44336|issue:44485", + "issue:45588|issue:46851", + "issue:45003|issue:46821", + "issue:42886|issue:46132", + "issue:44451|issue:46752", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:44162|issue:45200", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44295|issue:44749", + "issue:44479|issue:46655", + "issue:43475|issue:46369", + "issue:45859|issue:46399", + "issue:45137|issue:45600" + ], + "prepared_review_unit_hash": "8c4e416b0a4b5f37238b1f3a90993ff63ad54bfa984b45e19cd46647487f758d", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35985, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a mix of unrelated model-specific regressions and import/config bugs. I did not find any pair that clearly represents the same underlying defect, so I rejected all soft edges.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the most representative issue in the set: a concrete v5.3.0 video-input regression affecting multiple Qwen video model families with a shared failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the broadest impact and clearest code-path signal among the issues, making it the best single issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Both mention model loading/runtime errors, but one is about reading position_ids after buffer registration and the other is a Gemma-4 ZeRO3 from_pretrained failure; different bugs and code paths." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are different symptoms with different triggers." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE variants, but one is LoRA compatibility across HF versions while the other is a model-loading breakage in v5.0.0.dev0; not the same defect." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "One is a performance/logic issue in import initialization; the other is a Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing auxiliary losses, but they are in different models and different conditions (router logits vs denoising); too different to merge." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI escape output in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sink-less-model crash and Qwen3.5 variable-length position_ids failure are different code paths." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access safety and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are different features with different failures." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading for ScandiBERT and apply_chat_template on an empty list are unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are distinct issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are separate bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are both import errors, but for different symbols and different modules." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name errors, but Qwen2_5_VLImageProcessor vs HybridCache are unrelated exports." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors and a torch_extract_fbank_features issue are different pipeline bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "TextClassificationPipeline docs mismatch and sys.modules access safety are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and ZeRO3 deque underflow are different failures." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a pytest-xdist captured_info.txt race are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized OLMo-Hybrid model loading and sys.modules access are different root causes." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM video padding calculation are both video-related but model-specific and not clearly the same bug." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 broken and Gemma 4 mm_token_type_ids defaults are unrelated model issues." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing deepstack_visual_indexes in config and from_config not unwrapping text_config are both Qwen multimodal config problems, but they are distinct code paths and symptoms." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and load balancing loss omission are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and slow filtering after upgrade are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input regressions, but 44479 is a broad Qwen family regression while 46655 is a SmolVLM padding bug; not enough evidence of one underlying defect." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 vision encoder attribute error and SAM3 LiteText memory overflow are different SAM issues." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU-offload incompatibility in Qwen3.5-MoE rotary embedding and a missing decorator for apply_rotary_pos_emb registration are different implementation bugs." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references to removed Sam3LiteText configs 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": 24, + "review_unit_index": 44, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43295", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43723", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45656", + "issue:46123", + "issue:46170", + "issue:46506", + "issue:46710", + "issue:46726", + "issue:46832", + "issue:46851", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:43295|issue:45292", + "issue:45292|issue:45584", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43352|issue:45250", + "issue:42199|issue:46851", + "issue:43526|issue:46894", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45412|issue:46123", + "issue:44479|issue:46170", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:44368|issue:45563" + ], + "prepared_review_unit_hash": "4f7538ee2a44af5f06b4ed37482c0a45185c66a71dcf6df422701fe083ce2d9f", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35923, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; the items span many unrelated bugs and regressions across different models, loaders, and runtime paths. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "If one issue must represent the set, issue:45229 is the most detailed and highest-activity report, but it is not a real duplicate anchor for the rest of the items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45229 has the richest repro discussion and broad user impact, so it is the most useful representative issue in an otherwise heterogeneous group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different failures: a missing Qwen2_5_VLImageProcessor import versus an index error in BertModel under deepspeed zero3." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config handling, but they are distinct bugs in different models and code paths: granite_speech loading vs Qwen3_5MoeVisionConfig strict-field dropping." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Related to processor/embedding regressions, but not the same bug: processor.tokenizer/images regression versus resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Different model behaviors: token embedding resize mismatch versus Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied/resized embeddings, but one is a device-dependent serialization issue and the other is t5gemma decoder.embed_tokens not being updated." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "One is processor.save_pretrained missing files; the other is AutoProcessor raising unrecognized image processor when a vision backend is missing." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different concrete bugs: MoE load-balancing loss omission versus LwDetrImageLoss crashing under float16 AMP on CUDA." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "Different domains and code paths: BEiTImageProcessorFast reduce_labels bug versus CohereASR training-loss double-shift." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe/transformers v5 loading bug is unrelated to PPDocLayoutV3 CPU vs CUDA output divergence." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to protobuf-related tokenizer error masking." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate() unboundlocalerror and MLflow job-state reporting are unrelated failures." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model-specific unsupported Flash Attention error; the other is a generic Flash Attention 2.0 topic with no matching concrete bug." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality logic and Qwen3.5 variable-length position_ids are distinct model issues." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Different bugs despite a superficial loss-shift similarity: BEiT label reduction versus ASR training-loss double-shift." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "One is an incorrect tied-weights warning; the other is a restriction on optional post_init in patchtsmixer." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3.5 tied-embeddings warning is not the same as a flash-attention generation failure." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode behavior and ESM2 breakage are unrelated issues." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory release on RT-DETR deletion is unrelated to MaskGenerationPipeline dropping a final partial batch result." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A Qwen video-input regression is unrelated to a Windows ROCm torch.distributed import/type error." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different problems." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained issues are not the same as deepspeed causing optimizer.step() to run twice." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to a model-type mismatch warning between sam3_video and sam3_tracker." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM 3 video output is unrelated to Qwen3OmniMoe video-input validation errors." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and Windows ROCm dependency failures are unrelated." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows ROCm import/type errors and RTDetrModel num_feature_levels/backbone-output mismatch are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to the DeepSeek-R1-Distill-Llama-8B accuracy regression." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-embeddings warning and a stale paged-generate warning for num_return_sequences are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "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:44933", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45230", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46726", + "issue:46752", + "issue:46851", + "issue:46858" + ], + "soft_pairs": [ + "issue:44995|issue:45200", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:45987|issue:46082", + "issue:44995|issue:45588", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:43441|issue:46752", + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:43232|issue:43673", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:45230|issue:45397" + ], + "prepared_review_unit_hash": "a70c540094aa6ce69df566f0e441080d2cc131800a028aec2b2a37ecb68dbca0", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "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": "This cluster is mostly a loose set of unrelated Transformers regressions, not a single duplicate family. Only a couple of pairs look like true same-bug matches; most are broader \u201csame subsystem\u201d but different concrete failures and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43646 is the best umbrella-style issue here because it is the broadest, most central v5 regression report and could naturally subsume closely related model-initialization breakages. The rest are more specialized and not true duplicates of one another.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the most useful canonical issue for triage: it describes a clear, user-facing Transformers v5 breakage with broad scope, unlike the more narrow model-specific or API-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: stale indexer cache on second forward pass vs Gemma 4 multimodal token-type handling." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Unrelated failures: Qwen3-VL weight-shape mismatch vs a warning about tie_word_embeddings during LoRA fine-tuning." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Different code paths: torch.compile attention-kernel divergence vs Gemma pipeline roundtrip behavior." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API endpoint rejection and tokenizer/pipeline roundtrip are not the same underlying bug." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another issue is not the same as a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache length contract bug vs LlamaConfig validation; unrelated symptoms and fixes." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache/indexer bug is unrelated to flash_attention s_aux=None handling." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compile concerns, but the concrete failures differ: kernel branching vs spurious recompilation from lazy cache init." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram error and missing chat template are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring annotation crash is unrelated to cache.get_seq_length() returning a device tensor." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but tokenizer config mismatch and processor file omission are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and partial-batch MaskGenerationPipeline behavior are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError vs a severe throughput regression after upgrade; not the same issue." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Siglip2 wrong outputs and AutoProcessor backend-missing import error are different problems." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade is not the same as deepspeed double optimizer steps." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and runtime slowdown are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency has nothing to do with AttentionInterface.register behavior changes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission bug is unrelated to deepspeed optimizer stepping twice." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Broad v5 custom-init regression and ESM2-specific breakage are too different to merge." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and empty-chat-template IndexError are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "These look like the same Qwen3.5-MoE config-loading regression: one report says a field is dropped by strict config handling, the other surfaces as from_pretrained failure on v5.4.0." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are different stages and different code paths." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 video output attribute error is unrelated to trust_remote_code returning incomplete AutoConfig fields." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both concern generation/cache internals, but one is sync_gpus _update_model_kwargs behavior and the other is chunked_prefill cache absence." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel branching is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError is not the same as Sentence Transformers hanging during load." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": true, + "reason": "Both point to the same missing/nonexistent image-processor import/export problem: one reports the top-level import error, the other identifies the bad image_utils import." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A vague bug report and Gemma-4 ZeRO-3 from_pretrained failure are not concrete duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet: it treats the set as mostly unrelated regressions and does not over-merge broad subsystem similarities into duplicates. The two accepted soft-edge pairs are plausible same-bug matches from their titles/body framing, and the rejected pairs are reasoned at a conservative level without overstating evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44792", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46701", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:44964|issue:45137", + "issue:45310|issue:45375", + "issue:43475|issue:46821", + "issue:43986|issue:46726", + "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:39692|issue:46726", + "issue:44373|issue:46851", + "issue:46463|issue:46877", + "issue:42994|issue:43525", + "issue:42371|issue:45092", + "issue:43723|issue:46326", + "issue:43873|issue:44945", + "issue:45406|issue:46202", + "issue:43784|issue:46399", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:42673|issue:43704", + "issue:44038|issue:45310", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:43278|issue:45137", + "issue:42994|issue:43824", + "issue:46202|issue:46701", + "issue:45081|issue:45103", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:42175|issue:44933" + ], + "prepared_review_unit_hash": "183eb71b8ad1fedf665b360ad0fbbc34cae31bc502e4d03c4df82fc36f3432ef", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36480, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One genuine duplicate pair appears here (the Qwen3ForCausalLM VRAM leak); the rest are false positives spanning unrelated import/API, tokenizer, quantization, and model-specific regressions.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 42673 is the earliest, more complete report of the exact same Qwen3ForCausalLM VRAM leak; 43704 repeats the identical title and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "42673 is the best issue representative because it is the clearest true duplicate anchor in this cluster and has the fuller original bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different bugs: one is a model loading regression, the other is a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but not the same concrete failure; one is a from_pretrained error, the other is a missing vision config field." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated models and code paths; SAM 3 vision output attribute error is not the TimesFM window_size attribute bug." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve optional vision backend handling, but the concrete failures differ and do not look like one underlying bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Separate tokenizer/codec regressions in different models; no evidence they are the same code-path bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Quantized-install/backend packaging and processor.save_pretrained file emission are different issues." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Docs/example errors are not the same as AutoProcessor's missing-vision-backend runtime behavior." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "One is a docstring problem, the other is a runtime position_ids bug." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect error message and doc-lint stdout noise are unrelated issues." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is unrelated to the Llama4Config pad_token_id attribute error." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 v5 meta-init incompatibility are different problems." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and mistral_common continue_final_message behavior are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading with quantization and incorrect pipeline-parallel output are unrelated bugs." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different issues." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to Qwen3.5 kernel registration." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export regressions." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption is unrelated to the Qwen3.5 infinite-loop-on-image report." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss is unrelated to docstring lint diagnostics on import." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring stdout diagnostics." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Identical title and same VRAM leak symptom in Qwen3ForCausalLM; 43704 is a later duplicate of 42673." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe loading failure is not the same as the Qwen3.5-Moe from_pretrained/config issue." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention FP8/Moe models, but the actual failures are different and not one mergeable fix." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different exported symbols and different breakages." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift during evaluate is unrelated to the ZeRO3 deque crash." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save_pretrained failure and Qwen2_5_VL import failure are unrelated." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma tokenizer roundtrip failure and DiffusionGemmaGenerationOutput pipeline failure are different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash and auto_docstring annotation handling are separate subsystems." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and FP8 save_pretrained mo e are different FP8-related problems, not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwarg sync bug and janus image-generation test failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend installation packaging issue and missing image_utils import are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 42673/43704 have identical titles and clearly describe the same Qwen3ForCausalLM VRAM leak, and the rest of the pair verdicts stay conservative based on distinct titles/symptoms. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43295", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44295", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44625", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:45405|issue:46877", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:42898|issue:45812", + "issue:44016|issue:46231", + "issue:44625|issue:46877", + "issue:42898|issue:44779", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:44734|issue:45103", + "issue:30333|issue:34689", + "issue:42222|issue:45200", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44295|issue:45656" + ], + "prepared_review_unit_hash": "b857e673299bb2b42a87bbef8650ac7bd0c139055875cc39ea3aa925463486bb", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36949, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports spanning model loading, tokenization, docs, training, and infra issues. I found no safe duplicate/merge candidates among the soft pairs; the closest cluster center is the v5 tokenization-regression issue, but even that is not a true duplicate umbrella.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 42898 is the best cluster representative only in a loose sense: it is a broadly stated v5 tokenization-behavior regression, which is the closest thematic center among the otherwise heterogeneous issues. It is not a true canonical for the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42898 is the strongest single issue to anchor this cluster because it describes a general transformers v5 tokenization regression and is more central than the highly model-specific or environment-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Different bugs: pretrained preset loading with a legacy field vs an xdist race writing captured_info.txt." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "One is a pytest-xdist file race; the other is stale auto_mappings references causing CI failures. Different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated failures: Python version support regression vs a missing/nonexistent image_utils import." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config error vs test-utility file race; no shared underlying bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to DeepSpeed adafactor OOM behavior." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Released-version dependency pinning problem vs auto_docstring stdout noise at import time." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to embedding reinitialization in post_init." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different APIs and behaviors; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend dependency omission vs leftover dummy class cleanup; different maintenance issues." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config default initialization bug vs wrong hidden_states mapping in a classifier output." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction bug vs partial-batch pipeline bookkeeping bug; no common code-path." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak with multiple dataloader threads vs FA2 long-context generation performance regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default config initialization issue vs Whisper timestamp decode crash; different subsystems." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading failure in v5 is distinct from add_special_tokens not adding BOS/EOS for a specific tokenizer." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "General clean_up_tokenization_spaces behavior change vs wrong Granite token IDs from AutoTokenizer; separate regressions." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not duplicates." + }, + { + "left": "issue:44625", + "right": "issue:46877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is unrelated to auto_docstring import-time diagnostics." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but Deepseek codec handling is a different failure mode than clean_up_tokenization_spaces behavior." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they concern different models and different failure causes." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults vs ModelOutput key assignment bug; unrelated implementations." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch counting method and remote-code meta-init incompatibility are different model-loading issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import error in sentence-transformers vs missing Qwen2.5-VL export; different symbols and packages." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to MLFlow reporting after failed training jobs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache continuation crash vs auto_docstring crash under future annotations; different layers and code paths." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-job MLFlow reporting is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids handling are different multimodal issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs processor/tokenizer access regression; different breakages." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Kimi-K2.5 codec/warning regression is not the same as the generic clean_up_tokenization_spaces change." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer reading error is unrelated to DeepSpeed double optimizer-step behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:35141", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43116", + "issue:43122", + "issue:43232", + "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:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46710", + "issue:46762", + "issue:46932" + ], + "soft_pairs": [ + "issue:43116|issue:44190", + "issue:30333|issue:35141", + "issue:44222|issue:44297", + "issue:45405|issue:45712", + "issue:22355|issue:28282", + "issue:44060|issue:45125", + "issue:44075|issue:46231", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:46132|issue:46710", + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:46614|issue:46932", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:46209|issue:46431" + ], + "prepared_review_unit_hash": "b42a0a399ad94d414ebadf1a2fb9c87c310a87edb767ca70a468c7ffae9026b8", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36676, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the suggested soft pairs span unrelated tokenizer, generation, modeling, packaging, and training issues. None look like the same underlying bug or change, so no soft edges should be accepted.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failures: multi-label classification returns empty results vs local dataset loading in image classification." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to post_init reinitializing output embeddings." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained on MoE models is unrelated to tokenizer_class mismatches in tokenizer_config.json." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version gating is unrelated to leftover dummy classes leaking into imports and repo checks." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "transformers.onnx import failure and missing PyTorch for AutoModel are separate dependency/import problems." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen/MoE related, but one is a tied-weights warning and the other is missing tensor-parallel plan support." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer args not being used is not the same as a documentation parameter-name mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Nonexistent image_utils import and dummy_pt_objects leftovers are different import hygiene issues." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A missing ReLU in one DSA indexer path is unrelated to numerical differences in a different attention implementation." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy problems do not match missing files from processor.save_pretrained." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "MoE FP8 save_pretrained behavior is different from processor save_pretrained file omissions." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling in a specific tokenizer is different from AutoTokenizer loading/import behavior." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output drift across versions is unrelated to AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limit in an embedding/encoding path is unrelated to attention registration behavior." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default sub-config initialization and non-persistent buffer junk are different initialization bugs." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids is unrelated to GLM-5 RoPE implementation correctness." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface.register semantics and an accuracy regression after version upgrade are not the same concrete bug." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking regression is unrelated to LlamaConfig rejecting explicit head_dim." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and the default max_shard_size are different save_pretrained concerns." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading failure is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language state has nothing to do with Gemma4 quantized vision/audio dtype casting." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output changes across versions are unrelated to FP8 inference failure on B200 GPUs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in a DSA indexer is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Image classification dataset loading and LlamaConfig head_dim validation are different subsystems and bugs." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs sync behavior is unrelated to cache max length handling." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation sync_gpus logic and Kosmos2.5 OCR long-input indexing are unrelated code paths." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/readback issues are different from processor.save_pretrained missing artifacts." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 is unrelated to missing chat template support in a processor." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/readback issues are different from processor.save_pretrained missing artifacts." + } + ] + }, + "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": 24, + "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-10000-502", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43644", + "issue:43646", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46909" + ], + "soft_pairs": [ + "issue:43475|issue:46305", + "issue:44263|issue:44360", + "issue:46305|issue:46655", + "issue:44263|issue:44373", + "issue:30990|issue:38175", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:46369|issue:46909", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:45381|issue:46305", + "issue:44261|issue:45092", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:45381|issue:46909", + "issue:43540|issue:46909" + ], + "prepared_review_unit_hash": "97344cbc63fc098604b653e93db420a80e81b3a491d9e8ba210728976ecef9a8", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37069, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated issues across tokenizers, vision/video models, quantization, imports, and generation behavior. All soft pairs look like false positives rather than duplicates of the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different SAM3 video encoder attribute error vs MoonshineStreaming sliding-window off-by-one; unrelated code paths." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is torch.split return handling and the other is a missing ReLU; different bugs." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Different models/processors and different video-processing failures." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer tensor-splitting bug vs docstring issue for position_ids; not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs SigLIP2 zero probabilities; unrelated symptoms and subsystems." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Quantization accuracy regression vs Qwen3.5 MoE from_pretrained error; different failures." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve v5 model compatibility, but different model families and different save/load code paths." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 LiteText memory overflow vs a broken DIA documentation example; no underlying bug match." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Different quantization/save-load problems for different schemes and model families." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue vs a SequenceFeatureExtractor.pad performance bug; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs MoonshineStreaming mask off-by-one; different models and logic." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision problem vs remote-code/meta-init incompatibility; not the same issue." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx import vs XLMRoberta Flash Attention 2 issue; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request acceptance bug vs Gemma4Processor serve crash due to missing _tokenizer; different components." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "General FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe v5 bug; different problems." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 training degeneration vs NaNs in classification heads after checkout/init; not the same code-path." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Transformers 5.0 buffer initialization bug vs MoonshineStreaming attention-window bug; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Two separate import errors for different symbols; shared symptom only, not one underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "SAM3 tracker/model-type warning vs SAM3 model text-encoder weights not loaded; different failures." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Quantization accuracy issue vs Qwen3_5 infinite-loop image bug; unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Module import failure vs tokenizer spacing after added token; distinct issues." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset mapping bug vs BOS/EOS special-token insertion regression; different tokenizer behaviors." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure vs wrong decoder type in v5; different tokenizer issues." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline bug vs quantized model saving failure; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "huggingface_hub import error vs broad Transformers import errors after upgrade; too generic to be the same bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta vs Sentence Transformers loading hang; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs position_ids docstring typo; not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 tracker/model-type warning vs SAM3 LiteText memory overflow; different symptoms." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs D-FINE denoising/aux-loss behavior; different code paths." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE marker handling vs version-to-version tokenization difference; related area but not the same concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage vs NaNs in classification heads on checkout/init; not enough evidence of one bug." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs vs broken DIA docs example; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs DIA documentation example; completely different." + } + ] + }, + "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": 24, + "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-10000-502", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:42907|issue:44964", + "issue:39401|issue:44488", + "issue:43976|issue:44945", + "issue:46172|issue:46762", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:44704|issue:45290", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:39401|issue:46614", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351" + ], + "prepared_review_unit_hash": "5c3b4c11aa856726afbe3e5b57aa81fe390c5e9731eaa1564945fd2ad0c90ef9", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36965, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are unrelated bug reports, with only broad thematic overlap around v5 regressions and import/tokenizer issues. None of the suggested soft edges look like true duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster\u2019s repeated v5 import/regression theme, so it is the best single issue to anchor triage even though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the strongest cluster representative because it captures the most general, user-facing failure mode among the mixed reports, especially the import-breakage subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different failure modes and subsystems: dequantized save/load vs pipeline-parallel output correctness." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated symptoms and code paths: loader hanging vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is a tensor/buffer access issue, the other is tokenizer metadata mismatch during save_pretrained." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different problems: env CLI breakage vs a NameError during sentence-transformers import." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning is unrelated to the GlmMoeDsaIndexer torch.split behavior." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failures: dequantized saving vs loading a specific multimodal checkpoint." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenization/model-loading bugs with no clear shared code path." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility issue vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical/model-quality complaints, but they concern different models and different attention implementations." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-family implementation issues: RoPE layer dropping vs tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "These overlap only at the broad level of import failures; the concrete missing symbols and root causes are not the same." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Save/dequantization bug is unrelated to invalid GenerationConfig handling." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None handling is a different code path from AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization, but one is offset mappings and the other is assistant mask generation for multimodal chat templates." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat/processor APIs, but one is kwargs propagation to cached_file and the other is a tokenize=True crash on tool-call messages." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 config propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 Video related, but one is a model-type warning and the other is a missing attribute bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Generic tokenizer regression and multimodal assistant-mask bug are different issues." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility and tokenizer_class save metadata mismatch are not the same defect." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer regressions affecting different behaviors and likely different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure is unrelated to gguf_file loading for AutoTokenizer/AutoModel." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug and position_ids buffer access bug are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 and version 5.4.0, but one is save_pretrained corruption while the other is from_pretrained failure; not the same concrete bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue and FP8 save_pretrained issue are different code paths and failure modes." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer offset mapping regression is unrelated to stale phonemizer language state." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules and likely different fixes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script classification output issue is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and do not appear to share the same root cause." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are separate import 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": 24, + "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-10000-502", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46710", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:46231|issue:46877", + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43066|issue:44779", + "issue:44038|issue:45478", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:44355|issue:46231", + "issue:43116|issue:43493", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:43992|issue:44704", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:28348|issue:46640" + ], + "prepared_review_unit_hash": "07af1d52db917d9eb73b127ae4139ccf673f692379d6f18e4580d12d760606a3", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35627, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are only loosely related by Transformers/v5 regression language. They span distinct bugs, features, model families, and documentation issues, so I would not deduplicate any of the soft pairs.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45278 is the broadest, most representative complaint in the set: a v5 upgrade causing multiple import failures. It is the closest fit for the small import-regression subset, even though the cluster as a whole is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best single representative because it captures the widest, most central failure mode among these issues: widespread import breakage after a version upgrade.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Different problems: tensor-parallel training instability vs an example script returning empty multi-label results." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "One is an eval dtype drift issue; the other is incorrect output under pipeline parallelism. Different code paths and symptoms." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Both are environment/version-related, but one is backend selection in extras install and the other is Python 3.14 load failure. Not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module import vs unclear LayoutLMv3 validation error messaging." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and failures: SigLIP2 implementation mismatch vs Qwen3_5 looping on a specific image." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Both are doc-related, but one is a parameter name mismatch and the other is import-time stdout logging. Different issues." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance regression." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but one is invalid GenerationConfig validation and the other is a RoPE implementation discussion. Not the same concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import problems after v5, but 38617 is one specific missing symbol while 45278 is a broader upgrade fallout. Too coarse to merge." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change is unrelated to stale phonemizer backend state." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but one is decoder type selection and the other is DeepSeek tokenization correctness. Different bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen/MoE loading, but they target different models and error modes. Not clearly one underlying defect." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Separate version-check problems: Python support regression vs incorrect PyTorch version gating for an import." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are unrelated to a documentation parameter typo." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "An example script classification bug and a SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in multi-threaded use is different from bf16 dtype mismatches in inference." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5/Moe, but one is save_pretrained key serialization and the other is from_pretrained loading failure. Different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance is unrelated to a missing multimodal helper method in GLM46V image processing." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-extraction length helper issue is unrelated to a PyTorch version guard bug." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to a broken documentation example." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing weight loading in UMT5Encoder is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer.evaluate() failure are different bugs." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field bugs, but they affect different models and different fields; not the same concrete issue." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "A classification example bug is unrelated to an incorrect pipeline error message about translation support." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to a DeepSeek accuracy regression." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "A feature request for GPT2 flash-attn support is not the same as a generic flash-attention bug report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46762" + ], + "soft_pairs": [ + "issue:44263|issue:46762", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:45092|issue:46762", + "issue:42222|issue:43441", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:42673|issue:42796", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298" + ], + "prepared_review_unit_hash": "b614bb38c34162dc556f2b6a4be4038f003079852fea96184267be9741240bec", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36702, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated regression reports. None of the soft pairs look like the same concrete bug/change, so they should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43122 is the broadest and most representative tokenization-regression report in the set, with clear v4\u2192v5 behavior change wording and existing inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best representative issue because it captures the most general and reusable failure mode here: tokenizer behavior changing across the v4\u2192v5 upgrade.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Different models and failure modes: GlmMoeDsaIndexer split handling vs Minimax attention numerical mismatch." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Cache/indexer crash in GLM-MoE is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is unrelated to Minimax attention numerics." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose import/broken model loading is unrelated to Ministral FlashAttention generation failure." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to a PyTorch version gate bug in flex_attention." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression is too broad to match a specific Qwen3 offset_mapping bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to GenerationMixin cache missing in chunked_prefill." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to Ministral tokenizer BPE-marker handling." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention backends, but one is scaling config ignored and the other is bidirectional masking built as causal; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing is unrelated to a SequenceFeatureExtractor padding performance issue." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3 VRAM leak in dataloader threads is unrelated to video padding calculation in SmolVLM." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage is unrelated to empty-list chat templating." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both touch v5 compatibility, but init_empty_weights argument handling and PretrainedConfig type checking are different failures." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version packaging issue is unrelated to flex_attention's import/version check." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offset_mapping and the other is general tokenization output; not the same concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head.weight serialization inconsistency is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 is a model-architecture issue, not the same as Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation are different issues." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes are unrelated to AutoProcessor crashing without torchvision." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor padding inefficiency are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug is not the same as the pytest-xdist captured_info.txt race." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Broken PretrainedConfig type checking is unrelated to stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping lookup failure is unrelated to Mistral regex patching crashing on backend_tokenizer access." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker config mismatch is unrelated to MobileLLM key errors." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization behavior change and a noisy logging message 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": 24, + "review_unit_index": 53, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46328", + "issue:46617", + "issue:46762", + "issue:46894" + ], + "soft_pairs": [ + "issue:42617|issue:45341", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:43208|issue:46894", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:42222|issue:45542", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:44483|issue:45464", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:27957|issue:43352", + "issue:43931|issue:44038" + ], + "prepared_review_unit_hash": "55c0210151c04c47062285fe6319311facc3991d5763fbe5768202c8cb6e86e7", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35394, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most pairs share only a loose Transformers/version/regression vibe, not the same concrete bug. I found no PRs, and I would not merge any of the soft edges as duplicates with high confidence.", + "confidence": 0.27, + "canonical_issue_reason": "issue:45278 is the broadest regression-style report in the set and the closest thing to an umbrella issue for the import/error breakage subset, though the cluster as a whole is not a clean duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best available representative because it is the most general and captures the widest surface area among these issues, but it still does not truly cover the whole heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated failures: running 3d_parallel.py vs a small testing_utils bug." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Different areas and symptoms: Qwen3.5 chat crash vs SequenceFeatureExtractor.pad inefficiency." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question is not the same as Qwen3.5-MoE from_pretrained failure." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA rms_norm_eps precision mismatch are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a docs parameter-name typo are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug and FP8 inference failure on B200 are different code paths." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM generation config validation and unrecognized model/model_type loading are distinct loading problems." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings and trust_remote_code cache loading are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5-MoE from_pretrained errors are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Layer-norm epsilon precision issue and Minimax MSA attention numerical differences are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific nonexistent import from image_utils is not the same concrete issue as a broad post-upgrade import-regression report." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are different model/training problems." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Configuration_utils import error and _torch_extract_fbank_features() issue are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args being ignored is not the same as optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and different tokenization outputs are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling and GLM-5 RoPE implementation are different defects." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are distinct regression reports." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading failures." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "GenerationMixin cache/chunked_prefill bug and a testing_utils bug are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and undefined tf backend from tensorboard-only installs are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking regression are different API breakages." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PreTrainedConfig type checking and TensorFlow backend detection are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size question and Qwen3.5-MoE loading error are not the same underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "chat/completions request rejection and streaming inference failure on Qwen3.5-0.8B are similar only by API surface, not the same concrete defect." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches and rms_norm_eps precision error are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer and DeepSeek comb transpose logic are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer missing ReLU and DeepSeek transpose issue do not match." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are model-specific support questions, not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL weight mismatch and Qwen3-VL-Moe loading bug are related by model family only, not the same 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": 24, + "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-10000-502", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897" + ], + "soft_pairs": [ + "issue:43012|issue:43577", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:43874|issue:44263", + "issue:44117|issue:44987", + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:43673|issue:46123", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43208|issue:46897", + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:46172|issue:46710", + "issue:46298|issue:46752", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992" + ], + "prepared_review_unit_hash": "fc0676978717fbd4364bb0a3adf06b4d5046507b3a29bffb1d612e46e745addf", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports with superficial overlap around v5 regressions, loading/import errors, and model-specific failures. None of the soft pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43097 is the broadest, most central v5 regression in the set: a user-facing API removal with version-wide impact, making it the best representative of the cluster\u2019s general theme even though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the most representative issue because it is generic, high-impact, and tied to the same broad Transformers v5 breakage pattern that several other reports orbit around.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision symptoms, but one is a PyTorch warning during compilation and the other is incorrect float32 casting when loading BLIP2; different code paths and fixes." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model load/runtime failure for Ministral-3 and the other is a training degeneration issue in sequence classification; not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed API in v5, the other is a gguf_file/from_pretrained loading breakage; different concrete failures." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Different modules and problems: unsafe sys.modules access in modeling_utils vs a bug in testing_utils." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/video-model import handling is unrelated to a testing_utils bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model internals: MLA q_a_layernorm eps handling vs GLM-5 RoPE implementation." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Both are multimodal model issues, but one is an infinite-generation loop and the other is a memory overflow; not the same underlying defect." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is a missing image-processor method and the other is a torch.split/indexer bug; distinct code paths." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer mapping None bug is not the same as a specific model load failure for physical-intelligence/fast." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek versions and different failures: native MoE divergence vs a dtype/transpose bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both touch generation/pipeline behavior, but one is missing cache during chunked_prefill and the other drops final partial batches in MaskGenerationPipeline." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Version/API removal vs a flash_attention.py crash on s_aux=None; different failures and fixes." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "One is missing attention projections in qwen3next layer 0, the other is a config field being dropped by strict parsing." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family model issues, but one is a broad v5/Qwen3-VL-Moe bug and the other is a specific layer-0 projection omission." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and different training bugs; the shared word 'training' is too broad to merge them." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2+PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are processor/loading import issues, but they involve different missing dependencies and failure points." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal in v5 is not the same as quantized model save/load breakage." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A missing torchvision-related processor import is unrelated to save_pretrained shard-size defaults." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM area, but one is padding calculation and the other is num_frames semantics; distinct bugs." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but they are different missing symbols and different release breakages." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different DeepSeek-related reports with different symptoms: tensor transpose/dtype handling vs an accuracy regression after upgrade." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and apply_chat_template empty-list IndexError are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer mapping fallback are different tokenizer-loading bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed config/API in v5 is not the same as quantization offloading behavior." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch precision warning during compilation is unrelated to a window_size AttributeError in TimesFM 2.5." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping assumptions do not match an image-text-to-text pipeline failure in DiffusionGemmaGenerationOutput." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is unwanted network access despite local_files_only, the other is a missing checkpoint weight when loading UMT5Encoder." + } + ] + }, + "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": 24, + "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-10000-502", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43208|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:44162|issue:46172", + "issue:43097|issue:46298", + "issue:44380|issue:46132", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "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:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502" + ], + "prepared_review_unit_hash": "77e4d5c0de0f0edfb004fc51029d366e849335e7bc580a44558f408739a16819", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37147, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues that only match by superficial soft-similarity. All candidate edges look like false positives, spanning import/dependency failures, model-specific regressions, trainer bugs, backend/compile issues, and UX warnings.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44380 is the closest hub in the cluster by soft-similarity and the most concrete single code-path bug (GPT2 attention scaling being ignored under SDPA/FlashAttention). Even so, it is only a representative, not a true duplicate target for the rest of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44380 is the best standalone issue to anchor this cluster because it is the most central and self-contained regression among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate() after train and import failure involving datasets are unrelated problems." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Cached-file kwargs passthrough and auto-docstring annotation handling are different code paths." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy-init recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and tensorflow_text backend validation are different compatibility issues." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model processor import crash and tokenizer mapping None handling are unrelated load-path bugs." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving pipelines are different serialization problems." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save failure and Qwen3.5 image loop are unrelated model behaviors." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Translation-task messaging and pipeline save_pretrained support are unrelated API issues." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "BF16 compile warning and Bamba SDPA compile failure are different backend/model bugs." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class leakage into dir/check_repo and noisy logging are unrelated maintenance issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile failure affect different models and code paths." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "BF16 compile warning and tie_word_embeddings warning in Qwen3.5 are unrelated warning scenarios." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing UMT5 weights and max_shard_size default behavior are different save/load concerns." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron FlashAttention support and Python-version compatibility are unrelated issues." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support for Nemotron is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another bug are not the same defect." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek tensor transpose failure are unrelated model-specific regressions." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API and noisy logging are different issues." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling under backend selection is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation and Trainer import conflicts are unrelated failures." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy and import failure involving datasets are different problems." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 moe save_pretrained failure and Qwen3.5 Moe from_pretrained error are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError are unrelated runtime errors." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 SDPA attention-scaling bug and zero-loss classification bug are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging and importing Trainer being blocked by datasets are unrelated dependency issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import and missing Qwen2_5_VLForConditionalGeneration import are different dependency/export problems." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer state corruption and GPT2 attention scaling under SDPA/FlashAttention are unrelated training vs inference bugs." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model warning and BF16 compile warning are different behaviors." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated model/data-processing issues." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "v5 chat-completions API rejection and Qwen2_5_VLProcessor batching crash are different surfaces." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions no longer assigned and GPT2 attention scaling under backend selection are unrelated regressions." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "layer_type_validation import breakage and local_files_only still triggering API requests are different dependency/path 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": 24, + "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-10000-502", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46829", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:44038|issue:44230", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:36010|issue:42757", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:43352|issue:43937", + "issue:44355|issue:46877", + "issue:44483|issue:45290", + "issue:36683|issue:43475", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:43208|issue:46829", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855" + ], + "prepared_review_unit_hash": "d54fa8e69451be0513084517c896751364a637de0ee4cb304640f23793da8709", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36915, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No pair is confirmed as a duplicate from the packet alone. The CLIP pair is the strongest-looking soft match, but the evidence is still too thin and explicitly non-deterministic, so it should be treated as unconfirmed rather than accepted.", + "confidence": 0.67, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43618 is the strongest representative issue candidate among the soft matches, but only as a tentative triage target; the CLIP pair lacks enough evidence to call it a confirmed duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Related model family, but one is a Qwen3-VL-Moe regression and the other is fp8 inference support; different underlying bugs." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they target different model families and different defects." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure vs Pipeline.save_pretrained serialization; not the same code path." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Title similarity is not enough here; the packet gives only soft similarity, no shared targets/files/diff, and explicitly marks this pair deterministic_accept=false." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading problems, but they involve different models and different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures involving different symbols/dependencies." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs Trainer import failure due to datasets; unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is attention-mask construction." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support limitation vs GenerationConfig validation error; different problems." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file import errors vs doc-lint output at import time; different root causes." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat completions request validation and chat-template crash are different API paths." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing config attribute in Gemma3 vs missing vision-output attribute in SAM 3 Video; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base model prefix loading regression vs pipeline save_pretrained serialization; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch vs pipeline saving behavior; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Load error with sorted state_dict vs incorrect saved checkpoint in Qwen3.5; different failure modes." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they point to different versions and likely different root causes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different missing-attribute/config-policy bugs in different models." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional-attention masking are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both are Gemma4-related, but one is attention-mask logic and the other is head_dim validation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression vs Qwen3.5 checkpoint-saving regression; unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training bugs vs VideoPrism output-field mismatch; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different config attribute errors in different models." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3 missing vocab_size and Qwen3.5 num_labels propagation are different config bugs." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate() UnboundLocalError vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 missing embedding weights and Qwen3.5 MoE from_pretrained regression are different loading issues." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer state corruption vs cache-strategy typo; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior vs many import errors after upgrade; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args ignored vs Trainer import failing due to datasets; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs bug vs variable-length position_ids bug; different code paths." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate() error and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking breakage are different issues." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and DebertaV2Model Python 3.13 parsing failure have different root causes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is mostly grounded, but it overstates the CLIP pair. The packet only shows title-level similarity and explicitly marks the 43618/43761 pair as deterministic_accept=false. That is not enough to confidently call it a duplicate, so the single accept verdict is too strong. The summary should stay more conservative and treat that pair as unconfirmed rather than the only duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "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:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749" + ], + "prepared_review_unit_hash": "8277c10f44363f987c3f2aa6ee2069eb48f9a0b1823228662c459c9cb986d301", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36127, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues that only share superficial transformer/model-loading vocabulary. I found no true duplicate soft edges among the provided pairs; all should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated bugs across loading, training, tokenizer behavior, CI, cache, and performance, with no clear shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36683 is the strongest standalone issue in the set because it is open, concrete, and well-scoped, but it is not a good representative duplicate target for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different bugs: generic model loading/state_dict ordering vs Gemma pipeline roundtrip token handling." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated failures: Gemma3Config missing vocab_size vs FSDP2/PEFT optimizer-state mismatch during training." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different root causes: load-model error vs Qwen3.5 vision config field being dropped." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different test issues: missing set_seed in SAM HQ integration tests vs xdist race writing captured_info.txt." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific no_grad decoration change vs broad complaint that v5 breaks many models; not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import time, but one is about import * removal and the other about intermittent slow imports; causes differ." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel label is too broad here; one is a training bug, the other is an OOM when loading a specific model with TP." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: cache/layer update should be no_grad vs Python version compatibility failure." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different code paths: CLIPOutput attentions assignment vs patchtsmixer post_init policy." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model-loading regressions: missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Generic load error vs incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different regressions: missing PyTorch dependency ImportError vs tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP, but one is attentions being unset and the other is model structure inconsistency." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Completely different functionality: DSA indexer ReLU discussion vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different areas: SAM HQ test seeding vs Phi-4 multimodal model loading." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI failures: SAM HQ integration seed instability vs GraniteSpeech stale device override test." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Both touch SAM-related CI, but one is about missing seeds and the other about removed Sam3LiteText configs." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup behavior vs video processor num_frames semantics; unrelated components." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different loading bugs: local_files_only still triggering requests vs AddedToken special-argument conflict." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Serve-time KV-cache indexing crash vs cache load FileNotFoundError; not the same code path." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer.from_pretrained regression vs checkpoint reload incompatibility after upgrade; different failures." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained issue vs missing tensor-parallel plan; different model/export paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 quantization memory regression vs version-upgrade reload failure; no shared root cause." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a specific model class vs cache FileNotFoundError for trust_remote_code loading." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local file enforcement bug vs GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor method vs trust_remote_code cache FileNotFoundError; different layers." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env command breakage vs AttentionInterface.register behavior change; separate issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No_grad decoration for cache/layers is unrelated to the dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing _tp_plan vs Qwen3.5 from_pretrained error; related model family, but not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed jobs vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs post-upgrade data filtering slowdown; different symptoms and causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "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-10000-502", + "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:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:46664|issue:46726", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:43824", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:44908|issue:44961", + "issue:43576|issue:44938", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542" + ], + "prepared_review_unit_hash": "4620160eaaf1c38a9143e3062d38fb08d23d7464c08afee021c5e1fabf4d19e5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36279, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The soft pairs are only superficially similar (often just shared words like import error, loading regression, cache, or v5 breakage) and do not look like the same underlying bug/change, so I rejected all of them. There are no PRs in the set.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43576 is the broadest, most representative report here: a v5-level breakage affecting a user-facing command. It best fits the cluster\u2019s loose theme of version-related regressions, even though the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43576 is the best single representative because it is a concise, high-signal regression report about a concrete v5 breakage, making it more usable as a cluster anchor than the narrower model- or symbol-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols (`PreTrainedModel` vs `HybridCache`) and likely different breakpoints." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 MoE-related fields, but one is tensor-parallel planning and the other is config-field preservation; not the same bug." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Different subsystems and failures: video processor frame semantics vs AutoProcessor backend/vision-import handling." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "One is unintended network access during local-only loading; the other is FP8 save_pretrained behavior for MoE models." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful overlap beyond being unrelated issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both are generation/cache-related, but they target different code paths and different symptoms; not mergeable as one fix." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-transformers loading hang is unrelated to documentation confusion about `input_ids` and `past_key_values`." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation reference to removed pipeline APIs is unrelated to the placeholder `racoon` issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention version 5 regressions, but they affect different model-loading paths and models; too broad to treat as the same bug." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generation-time UnboundLocalError in Bart is unrelated to documentation wording about forward arguments." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and `PretrainedConfig` type checking are unrelated failure modes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific model-loading break for Llama 3.2 Vision." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "One is a missing import from `huggingface_hub`, the other is a broken `transformers env` command; different packages and code paths." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/environment command breakage is unrelated to `PretrainedConfig` type-checking changes." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application in `model_init` is unrelated to the DSA indexer/ReLU discussion." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an import error for `layer_type_validation` are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No clear common bug; the titles are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing `Qwen2_5_VLForConditionalGeneration` import are different issues." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Different import/cache failures involving different symbols and different loading contexts." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler keyword handling is unrelated to the placeholder issue." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "A broken env command in v5 is unrelated to Python 3.14 import/load failures." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs mismatch are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is missing `**kwargs` passthrough while the other is about the attention interface; not the same concrete bug." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 video attribute access error is unrelated to trust_remote_code cache file lookup failures." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about saving pretrained weights and the other about inference support; different fixes." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Two different missing imports (`AutoImageProcessor` vs `PreTrainedModel`) do not indicate the same bug." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different FP8/tensor-parallel/model bugs with no shared concrete failure path." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation is unrelated to SmolVLM video frame semantics." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in v5.0.0 and a cache-strategy typo are not the same underlying problem." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A Qwen3.5 chat crash and a vague 'v5 breaks too many models' complaint are too broad and do not point to one concrete shared bug." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior is unrelated to a TensorBoard/TensorFlow backend import 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": 24, + "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-10000-502", + "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: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:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:44230|issue:46095", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "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:44704|issue:44908", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468", + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:45230|issue:45310" + ], + "prepared_review_unit_hash": "65fd926c875f0cba2abf22524366aa35f5e1f4ceb0132af41b9b0fbaa31b459a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39078, + "estimated_input_tokens": 9770, + "estimated_eval_tokens": 19796 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues, with many v5/regression/import/model-specific reports but no clear duplicate pairs. I would not merge any of the proposed soft edges.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set and best matches the cluster\u2019s general v5-regression theme, but it is too vague to be a strong canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most cluster-wide representative issue, covering the widest regression surface among the listed items, even though it lacks the specificity usually needed for dedupe triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is a specific processor.save_pretrained bug; the other is an empty generic report. No shared concrete failure mode." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to SmolVLM video padding/num_frames behavior." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3-related models, but one is a general Qwen3-VL-Moe bug and the other is a tensor-parallelism metadata issue." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading areas, but one is a broad lazy-loading complaint and the other is a specific sys.modules access bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output behavior and PretrainedConfig type checking are unrelated failures." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same general model family, but one is bbox-output hallucination and the other is an infinite-loop image case; different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "CLI env command breakage and checkpoint reload compatibility are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance/regression and chunked_prefill cache availability are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing Llama4Config attribute is a specific config bug, not the broad v5 breakage umbrella." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 loading regressions, but one is generic checkpoint reload failure and the other is a specific remote-code/meta-init incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is specific and distinct from the generic v5 breakage report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is unrelated to broad model breakage." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrade are broader than, but not the same as, the generic 'too many models break' complaint." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to DeepSeek weight conversion support." + }, + { + "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-time slowdown from import * is not the same as a missing Qwen3_5ForCausalLM import/export." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "SAM3 tracker model-type warning and Liger Kernel application in model_init are different subsystems." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related flaky tests are unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import timing and broken lazy loading are related at a high level, but not the same concrete failure." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage does not match a scheduler kwargs bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 support error for Nemotron is unrelated to Qwen3-VL bbox output issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are distinct bugs." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is specific; the other item is only a placeholder report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is specific and not the same as a generic bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs plumbing is unrelated to scheduler configuration." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue do not share an underlying bug." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance regression is not the same as a missing HybridCache export." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-performance regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python support regression is separate from the generic v5 breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 variants and different symptoms; not the same concrete failure." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility and a missing model import are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weights list handling are different model-internal bugs." + }, + { + "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 CLI and lazy-loading malfunction overlap only loosely and do not look like one bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are different processor bugs." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A placeholder bug report is not the same as the Qwen3.5 MoE from_pretrained 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": 24, + "review_unit_index": 60, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46894" + ], + "soft_pairs": [ + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "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", + "issue:42936|issue:46018", + "issue:43668|issue:44031" + ], + "prepared_review_unit_hash": "09e05dd03c1b2caf141dbe379653dfe61af6c8a1d9f1a21712c1f87a1204fc24", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39140, + "estimated_input_tokens": 9785, + "estimated_eval_tokens": 19826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No pull requests are present. The soft edges are mostly superficial text similarity across unrelated bug reports or feature requests, so I would not merge any of them as duplicates. The strongest issue anchor in this set is a concrete, reproducible bug report rather than the vague v5/regression titles.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43519 is the clearest concrete bug report in the set and sits at the center of the largest similarity cluster, so it is the best anchor for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43519 has a specific failure mode, a model-specific repro, and enough detail to be a useful representative issue; the nearby similarity hits are too broad to collapse into it, but it is still the strongest issue in this batch.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Different failure surfaces: saving Pipeline objects vs _get_tied_weight_keys crashing on list-typed _tied_weights_keys." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Unrelated problems: the env CLI is broken in v5, while the other is a specific Qwen3.5 import failure." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model bugs and code paths: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different models and symptoms: Gemma-4 audio positional encoding vs CohereASR training-loss shift." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated bugs." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf regression is unrelated to a VRAM leak in multi-threaded dataloader use." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is not the same as a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic and a comb transpose bug are different code-path problems." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM is not the same as GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are model-specific, but they describe different models and distinct implementation bugs." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests are unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API/settings guidance is unrelated to a Qwen3ForCausalLM memory leak." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A vague broad v5 complaint is not the same underlying bug as a concrete Qwen3_5 module import error." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp calculation and VRAM leak in a different model are separate issues." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GLM-MoE DSA indexing is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a different bug from Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio-model support and a weight-conversion question are not the same change." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are different missing-symbol problems." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Nemotron Flash Attention 2 support and Qwen3.5 import failure are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but one is a broad behavior difference and the other is a specific decoder-type bug; not enough to treat as the same underlying issue." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2 Flash Attention 2 support request vs a generic Flash Attention 2.0 issue are not the same concrete bug/change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the spam/irrelevant 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the spam issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attention assignment regression is unrelated to the spam issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The spam issue is not the same as a broad complaint about many breakages in v5." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failures are unrelated to the spam issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Internal tied-weight key handling is unrelated to chat-template crashes with tool-call assistant messages." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the tied-weight key crash." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to the tied-weight key crash." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and processor.save_pretrained missing files are different topics." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and different concrete issues." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder mask failure is unrelated to from_pretrained slowness." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to checkpoint load latency." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained performance and tensor-parallel training correctness are distinct problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance and documentation confusion are not the same issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support and a Qwen3.5 MoE from_pretrained error are different model-specific issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models and FP8 inference support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights handling and RoFormer attention-interface usage are different implementation concerns." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value usage and DeepSeek-V4 shared-expert gating are unrelated bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT type-hint issue is unrelated to tokenizer regex pattern warnings." + } + ] + }, + "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": 24, + "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-10000-502", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "fe88e5ab6cd65d9c9782aed9b702d8d5df234ff4e984b3c46ac3f06cf3b6fbfa", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6641, + "estimated_input_tokens": 1661, + "estimated_eval_tokens": 3578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is noisy: the issues span unrelated models, configs, tokenizer warnings, quantization typos, and attention plumbing. None of the soft-similarity pairs look like the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "#43240 is the broadest and most generic report in the set, so it is the least bad anchor for this noisy cluster, but it is not truly a strong canonical match for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#43240 is the best single representative only because it describes a generic code-path bug and has the most cluster-like wording; however, the surrounding issues are still heterogeneous and should not be merged as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and missing kwargs in loss calculation are different bugs in different code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Generic loss kwargs plumbing is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Model ignore_value logic and tokenizer regex warnings are unrelated subsystems." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss handling and RoFormer attention implementation concerns do not describe the same defect." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignoring a value in a segmentation model is unrelated to a typo in a quantization attribute name." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss functions and an incorrect type hint for norm_eps are different issue types and code paths." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "These are both minor correctness issues, but one is a type hint problem and the other is a typo in a different feature." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS norm semantics for Llama4TextL2Norm and ModernBERT norm_eps typing are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value behavior and ModernBERT config typing do not share 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": 2, + "component_count": 24, + "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": "11e308900c4a00bfdbfe5165b61a4db9fa9fcfe6f73fd639f3bd371d06fafa2d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is not a duplicate set: one issue is about tokenizer truncation behavior, one about ReduceLROnPlateau-style scheduling, and one about Wav2Vec2 word boundary timestamps.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue for deduping; the issues are on unrelated topics and should not be collapsed into one.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #11307 is the most discussion-active, but it is still not a good canonical target because it concerns a different feature area than the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different features: tokenizer truncation settings vs. Wav2Vec2 word time offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated topics: truncation strategy vs. learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug or change; scheduler behavior vs. speech model timestamp extraction." + } + ] + }, + "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": 24, + "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": "ad8fb81406e3c6fbc34e010d9ea8cd4aaab37eefdb8a24a73f7755ac9a84d5f7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not describe the same underlying bug: one is about Tapas tokenization mismatch, one about a private-model download/login error, and one about failing to load bert-base-uncased. The soft-similarity links are too broad to treat as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No true duplicate cluster is present; if forced to pick one, issue 16618 is the broadest and most central-sounding loading failure, but it is not a real canonical target for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the most general and discussion-heavy of the three, so it is the least-bad representative of this weak cluster, though still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization behavior is a different problem from a bert-base-uncased load failure; no shared code-path or concrete bug match." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "The private-model download/login error is a distinct authentication/download issue, not the same as a generic model-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": 4, + "component_count": 24, + "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": "b8095fd333047db99645a824f55e2442083845a5affe5539428964f13de1f82c", + "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 both broad community-contribution feature requests, but for different capabilities: Flash Attention 2 support vs GGUF support. They do not describe the same underlying change, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 26350 is a concrete feature request around adding Flash Attention 2 support for more architectures; it is specific and independently scoped.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the more concrete of the two and has the narrower, architecture-focused request, making it a better representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and different underlying code paths: Flash Attention 2 support vs GGUF support. They are both community contribution requests, but 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": 24, + "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": "7701915672e9d99b78ad85e76decdd2c077c4ccf5f0ac736cde5e5a4818f95a3", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set splits into two clear duplicate groups: the generic i18n placeholder translation issues (43834/44365/44370) and the identical Thai-title pair (46222/46226). The remaining Thai-title issue 46931 is similar in theme but has a different title, so it should not be treated as a duplicate based on the available evidence. Language-specific translation requests like Turkish, Spanish, and Romanian are distinct from the generic template issue.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43834 is the best representative of the main duplicate subgroup because it uses the clean generic i18n placeholder title and matches the exact duplicates 44365 and 44370.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest issue to keep as the representative of the generic template subgroup, since its title is the clearest placeholder form and it sits at the center of the exact-title duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language target; this is a Turkish-specific request, not the same issue as the generic template." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; separate translation request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs generic template; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language target; separate translation request." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language target; Turkish and Spanish translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request vs generic template; not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; separate translation request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language target; not the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request vs generic template; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; separate translation request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request and generic template are not the same concrete issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different title and content; not the same request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different title and content; not the same request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Exact same generic placeholder translation issue; very likely duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder title and same translation-template request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue vs a Thai-language title issue; not enough to treat as the same duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue vs a Thai-language title issue; not the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai title and different wording; not enough evidence of duplication." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder issue, so they look like duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different title and content; not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different title and content; not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different wording and title; not enough evidence of duplication." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different title and content; not the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different title and content; not the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai title and wording; not enough evidence of duplication." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical title and matching metadata strongly indicate duplicates." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Similar Thai-language content, but the titles differ and the packet does not establish them as the same request." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Similar Thai-language content, but the titles differ and the packet does not establish them as the same request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping into two exact-duplicate clusters is grounded, but the summary overstates the evidence by calling the Thai-title cluster \"spam/placeholder\" and \"unrelated.\" The packet only shows matching Thai titles for 46222/46226 and a different Thai title for 46931; it does not establish spam or placeholder behavior. Keep the conclusions more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 24, + "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-36718-19", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:42738|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": "9a53227578611ca9c20cd20fd8548e50f2fe4d4dda2e19a2a8ee5b3768176148", + "component_budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24675, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24675, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of distinct model-request issues across different architectures and modalities, not duplicates. No soft edge should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 36879 is the cleanest representative of the broad \u201cadd a model\u201d pattern, but it is not a true duplicate target for the rest of the cluster; the requests are for different models and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36879 is a concise, self-contained model-add request and a reasonable representative anchor for the cluster, though not actually interchangeable with the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matcher vs MiniCPM3 architecture request; unrelated model domains and implementation paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config entry vs DEIMv2 model support; different architectures and different integration work." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config request vs Qwen3-TTS support; text model config vs audio/TTS model support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config request vs RF-DETR model addition; different model families and different code changes." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR detection model vs DEIMv2; separate model additions, not the same underlying request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR object detection vs LFM2.5 Audio 1.5B; unrelated modality and code path." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR detection model vs weight-sparse transformer request; different architecture and implementation scope." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR model addition vs Qwen3-ASR support; detection model vs speech recognition support." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR detection model vs Qwen3-TTS support; unrelated modalities and integration work." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT addition vs Qwen3-ASR support; different model families and different functionality." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer; not the same model or code change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT text model request vs LFM2.5 Audio 1.5B; different modality and scope." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR model vs NeoBERT; unrelated architectures and implementation targets." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT models; distinct model requests despite both being BERT-like names." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different model families and tasks." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture work vs weight-sparse transformer support; different concrete changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture vs ModernVBERT models; separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture vs Voxtral TTS support; unrelated model types and code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 detection model vs Qwen3-TTS support; different modalities and implementation areas." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-ASR support; distinct model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-TTS support; text-model config request vs speech model support." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like models with RoPE; one is a model request, the other is a broad architectural enhancement." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE is a broad architectural request; Voxtral TTS support is a specific audio model addition." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE vs a personal-name issue; clearly unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS support vs Qwen3-ASR support; same vendor family but different concrete models and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support vs Voxtral-4B-TTS support; different TTS models and likely different integration details." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support vs DeepSeek-OCR2; different modalities and model implementations." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support vs weight-sparse transformer request; not the same underlying feature." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support vs LFM2.5 Audio 1.5B; both audio-related, but different models and likely different processing pipelines." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support vs EUPE encoder request; different model classes and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support vs weight-sparse transformer; unrelated change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B vs SAM3-LiteText; audio model request vs vision-language/text-related model." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio 1.5B vs SWA+sink option for Granite models; different models and different feature requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE encoder request; separate architectures and implementation goals." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR support vs Voxtral-4B-TTS support; ASR and TTS are different concrete model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral-4B-TTS support; unrelated text model and audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support vs DeepSeek-OCR2; different model family and task." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE encoder request vs TIPSv2 vision-language pretraining model; different model additions." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models vs a personal-name issue; no technical overlap." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support vs a personal-name issue; 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": 24, + "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": "3ae1f1bea72f1951ec5a3edd14542a7533406afd905030807974856f32330c02", + "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 documentation request for adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no evidence they describe the same bug or change, so they should not be clustered together.", + "confidence": 0.96, + "canonical_issue_reason": "No shared code path, subsystem, or concrete problem; the titles and contexts indicate different domains (docs/integration vs vision model refactor).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the stronger standalone candidate within this pair because it appears to describe an actual code refactor, whereas #38740 is a docs/information request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and likely different work streams: a docs request about Pruna versus a Vision RoPE refactor. They do not appear to be the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 24, + "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": "d243f65659d03e8d7d7ba1ac4d275bdd4135faa0fb5bf54651631697a0af9aef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one asks for set block decoding, while the other requests DeepSeek v3.2 support. They concern different features and likely different code paths.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the more concrete and actionable request because it names a specific model/version target; #41084 is comparatively vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Unrelated requests: block decoding vs model support. No shared target, filename, or concrete code-path overlap suggesting a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 24, + "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": "95a7fd11d3bba54824cd19aa0c8edd82f2092a443328faec35fbd08cb1b71dc5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look related only at a very high level (Tiled/Liger memory-optimization work), but they target different features and code paths: one is about exposing TiledFusedLogitsLoss/FLCE via `from_pretrained()`, the other is about integrating TiledMLP for lower memory use. Not a duplicate pair.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the more concrete, narrowly scoped request, but it should not be treated as a duplicate of #41826; #41826 is a separate feature request for TiledMLP.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes: `from_pretrained()` support for TiledFusedLogitsLoss/FLCE vs adding TiledMLP integration. Same broad optimization theme, but 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": 10, + "component_count": 24, + "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": "3326a114ae7712a2054f0244ec543c23eec8f444ec3068a7e7da01c226186e51", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are not duplicates: one asks to make `remove_unused_column` more customizable in `Trainer`, while the other asks to account for custom trainers when estimating FLOPs. They touch adjacent trainer logic but describe different underlying problems and fixes.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different user-facing problems and code paths: one is about column removal behavior/customizability, the other about FLOPs estimation for custom trainers. Shared trainer context alone is not enough to treat them as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 24, + "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": "d798a29930101eaf125287ff434fb6919547aa2d6866f151d78917d5d19dcabd", + "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": "Two closed issues request different auto-model support additions for different Qwen variants/tasks; they are related in theme but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the cleaner representative of the cluster theme because it is a straightforward auto-model registration request, but it is still not a duplicate of #44405.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best issue representative here because it targets the core auto-registry problem more directly and broadly than the sequence-classification-specific request in #44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: #43684 asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while #44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model families and tasks, so not one duplicate fix." + } + ] + }, + "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": 24, + "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": "2c69701ebe189d177d8360cc21293b7d63fa744b8fcd11eb04632b0c27f587df", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three \"huggingface\" issues (43845, 43846, 43859) appear to be the same report and likely duplicates; 43835 ('Fett') looks unrelated. I would use 43845 as the cluster representative because it is the earliest of the repeated huggingface issues.", + "confidence": 0.84, + "canonical_issue_reason": "43845 is the earliest of the near-identical 'huggingface ' issues and is the cleanest representative of that duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue to keep as the canonical duplicate target because it is earliest and matches the repeated title/body pattern of the other huggingface reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles with no shared concrete details; 'Fett' does not look like the same issue as the repeated 'huggingface ' reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Same as above: no evidence that 'Fett' is the same underlying problem as 'huggingface '." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No meaningful overlap beyond generic similarity; this does not look like a duplicate of the huggingface issues." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, minimal bodies, and close creation time strongly suggest duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same repeated 'huggingface ' title and similarly minimal content indicate the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "These are effectively the same 'huggingface ' report and are very likely duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: 43845/43846/43859 share the exact title, are close in time, and have similarly minimal bodies, while 43835 is clearly different. Choosing 43845 as the earliest representative is reasonable, and the duplicate language stays appropriately probabilistic." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 24, + "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": "415bc9d1b9d188d868c981751ff712112abb817301dcd7f658aa55878340d227", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate issues: the titles are unrelated placeholder/spam or generic documentation phrases, and there is no body/detail linking them to the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the set appears to be unrelated low-signal/spam issues rather than multiple reports of one bug.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a strong representative for a duplicate cluster; 44418 is only the most generic non-spam-looking title, but it still does not match the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no evidence they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same spam-like format, but no shared bug, feature request, or concrete target is visible." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "The titles are different and generic; this looks like unrelated noise rather than a duplicate." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a quoted organization name do not indicate the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation wording versus spam placeholder; no shared underlying problem is evident." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "These are both low-signal, but not clearly the same request or defect." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam titles alone are not enough to conclude they are the same report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No overlap beyond being low-signal issues; the subjects are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The titles do not point to the same bug or change, so this is not a duplicate match." + } + ] + }, + "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": 24, + "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": "8c00175d0ad3e031fb736f0b8e87a9df36ff020e38d2812c29e8c958e7f76fa9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have the same title and similar metadata, but the available evidence is not strong enough to confirm they are the same underlying report. The soft duplicate edge should be rejected.", + "confidence": 0.74, + "canonical_issue_reason": "No canonical duplicate can be established from the provided evidence; the titles match, but the bodies are not shown and the soft similarity signal alone is insufficient.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, #45145 is slightly earlier, but it should be treated as a provisional pick rather than a confirmed duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Identical titles and similar body length are not enough to prove the same underlying issue; the packet does not show near-identical content or other strong linking evidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the packet only supports that these are two closed issues with the same title, similar body length, and soft similarity evidence. It does not show the body content is near-identical, so calling them the same underlying issue is too strong. The 0.99 confidence is also not conservative given the limited evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 24, + "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": 24, + "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": "072a69dec880d1d13ccd10ee71674b829cf2d267a62a213cbc3fa4a0e4d17588", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are not duplicates; they are separate, content-free name/date reports about different people and have no shared technical context.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles refer to different individuals and different dates, with no body, links, or technical overlap 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": 24, + "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": "262c43dd436b5c3a16cb39ead57140fa98eb7d8c168cfbb5e65c40c59d7015a3", + "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 personal-name/date entries with no substantive overlap beyond a weak text similarity, so they should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a meaningful canonical representative; they lack any bug report content, shared target, or actionable technical context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial name/date similarity is present; there is no evidence they describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 24, + "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": "b148aa95c9d8dd608295e49698597789d909ac5243ae94f19ddf9bcbadc072d4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification model head, while the other requests FP8 training support. They target different parts of the codebase and different user problems.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical duplicate exists here because the issues describe unrelated features rather than the same underlying bug/request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46295 is the broader platform-level request and is more likely to serve as a general tracking issue, but it still does not match issue 45810.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Reject: adding Qwen3_5ForTokenClassification and FP8 training support are distinct requests with different code paths and deliverables." + } + ] + }, + "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": 24, + "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": "5bbf354b7657977f051317d17a0662f28063b4d7e2b33c95c8e1e5a5d9f24556", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate promotional dataset post and should not be merged with the example/request issues.", + "confidence": 0.98, + "canonical_issue_reason": "45870 is the best canonical for the 45870/45871 pair: the titles are identical, the bodies appear identical in size, and it is the earlier of the two.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the strongest representative issue overall: it is a concrete, non-promotional request and has an exact duplicate in 45873, making it the cleanest issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a dataset promotional post versus an example about financial time series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a dataset promotional post versus an example about financial time series prediction." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same issue content: identical title and matching body size indicate the same underlying report." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related broadly to financial DataForge content, but they describe different concrete requests: an example prediction workflow versus a time-series plus scraping service request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete requests despite the shared financial/DataForge theme; not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete requests despite the shared financial/DataForge theme; not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete requests despite the shared financial/DataForge theme; not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same issue content: identical title and matching body size indicate the same underlying report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the only exact-title, same-body-length pairs, and the cross-pair rejects stay conservative. 45869 is reasonably separated as a promotional dataset post based on its title." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 24, + "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": "a40e94dffc66335b6466257e5af27b10239232d3450440124573a38398654d68", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues point to static-cache failures around `linear_attention`: one reports a `KeyError: 'linear_attention'` in Qwen3.5, the other describes `early_initialization` producing wrong shapes and a downstream `RuntimeError`. They look like two symptoms of the same underlying cache/linear-attention bug.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 46439 is the better canonical because it describes the broader mechanism (`early_initialization`) and the concrete failure mode on linear-attention layers, making it more representative of the underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best single representative for the cluster since it is more root-cause-oriented and not tied to one model name or one specific exception string.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": true, + "reason": "Accept: both reports involve `cache_implementation=\"static\"` and `linear_attention`; the differing exceptions (`RuntimeError` wrong shapes vs `KeyError`) are plausibly different manifestations of the same static-cache initialization bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdict is grounded in the packet and remains suitably cautious. The two issue titles clearly overlap on static cache and linear-attention behavior, and the summary uses conservative language like \u201clook like\u201d and \u201cplausibly.\u201d No unsupported stronger claim is made, so this cluster decision is acceptable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 24, + "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": "3b4db4726da128a87ef8d59519b3141c966119a60570c8c1bf22845b9ad5bcea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are effectively the same report: identical title, same underlying Wav2Vec2CTCTokenizer v5 special-token leak, and no distinguishing evidence beyond one being open and the other closed.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is the open duplicate of the same report and has existing inbound references, making it the current tracking item.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue candidate since it remains open and appears to be the active thread for the exact same bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same described bug; no evidence of a different scope or root cause, so this is a clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet: both issues have identical titles and body length, and 46552 is the open one with inbound references, so treating it as the canonical tracking issue is reasonable. The duplicate-pair verdict is also supported by the available evidence. The only mild caveat is that the packet does not explicitly label them duplicates, but the conclusion remains conservative enough." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 24, + "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": "e1750dd0113c7b6361f8464c624563dc5edce373414f69b6a391cf45c887fc20", + "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 both concern training object detection models, but they describe different failure modes: one is a tensor size mismatch error, the other is out-of-memory after several epochs. They do not look like duplicates of the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #46657 is the better canonical anchor because it states a concrete, specific failure signature (tensor size mismatch) rather than a broader runtime symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the strongest representative for the cluster since it has the clearest actionable error description; #46692 appears to be a separate memory-related problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different concrete problems: tensor shape mismatch versus progressive OOM during RT-DETR v2 training. 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": 24, + "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": "90f8519b5b9e74d6d0a200bf227d7991a85002706152401660dfc74c4f6b2886", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different bug reports in the same broad area of model loading, but they do not describe the same underlying issue. The soft similarity is too weak to merge them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: 46822 is a ZeRO-3/zero.Init partitioning OOM during multi-GPU load, while 46823 is a 4-bit device_map/max_memory dispatch-to-CPU ValueError. Different code paths and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "46822 is the stronger standalone report: it names the affected feature, concrete model path, and observed OOM, making it more actionable as a representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different problems: one is ZeRO-3 partitioning of a composite submodule causing OOM, the other is 4-bit auto device mapping incorrectly sending modules to CPU and raising ValueError. They are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 24, + "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-46906-2", + "nodes": [ + "issue:46906", + "issue:46940" + ], + "soft_pairs": [ + "issue:46906|issue:46940" + ], + "prepared_review_unit_hash": "3f5a85724b62e101f470f9be38056adbbd14794c409e51de5ae41fd897ed150a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1537, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1537, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like two separate daily integration-failure triage issues for the same area, not the same underlying bug. The only evidence is title similarity and consecutive dates, so the duplicate link should not be accepted.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #46906 is the earlier thread and has higher inbound references, so it is the better canonical representative if one must be chosen for this triage cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#46906 is the strongest issue representative: it is earlier, more referenced, and appears to be the original daily triage ticket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Despite nearly identical titles, these are dated triage issues from different days; there is no concrete evidence they track the same underlying failure, 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": 1, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "05161cf9fe4a0e18072328260a9d29d8f9377ad738baec25cdbff5421582dffc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs overlap on the VibeVoice model family, but they are not the same change: #40546 is the core VibeVoice integration, while #42781 extends it with realtime/acoustic-tokenizer work and extra generation/auto-mapping changes. They share several files, but the feature scope is different enough that they should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the best canonical PR because it is the main VibeVoice implementation, has substantial review activity, and is the more general base integration rather than the narrower realtime extension.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best overall PR for the cluster because it represents the primary VibeVoice landing and is closer to a standalone, mergeable implementation of the model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: despite shared VibeVoice files, #42781 is a separate realtime/acoustic-tokenizer extension with additional generation and auto-registration changes, not the same concrete bug or change as the core VibeVoice 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": 2, + "component_count": 39, + "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": "5a608cf0c6449cf43045f9544eda744812fe66121394e2d01c9066c40b193244", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They do not appear to fix the same bug or implement the same change, so this is not a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the cleaner standalone representative because it is a focused feature addition with a single, concrete model scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: these PRs target different models and code paths (TimesFM forecasting covariates vs DINOv3 image classification). 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": 3, + "component_count": 39, + "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": 39, + "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-41855-15", + "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", + "pull_request:46707", + "pull_request:46911" + ], + "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:46911", + "pull_request:43424|pull_request:46707", + "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:46911", + "pull_request:44827|pull_request:46707", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:45170|pull_request:46707", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46707", + "pull_request:44827|pull_request:46048", + "pull_request:43823|pull_request:46707", + "pull_request:43823|pull_request:46911", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "9fe454a0f78734e59faf5e886fd5939aeee20ff8ba09a793617d079ee7f3e26d", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 26, + "serialized_chars": 42253, + "estimated_input_tokens": 10564, + "estimated_eval_tokens": 21384 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 26, + "serialized_chars": 42253, + "estimated_input_tokens": 10564, + "estimated_eval_tokens": 21384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs with one true duplicate pair: two nearly identical fixes for `fixed_cross_entropy` kwargs. All other soft-similarity pairs are broad-subsystem overlaps or unrelated changes and should remain separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative: it directly addresses issue 43240 and makes the same `fixed_cross_entropy` fix in `loss_utils.py` as its duplicate counterpart.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest overall representative of the cluster\u2019s only real duplicate change because it is issue-linked, narrowly scoped, and clearly implements the underlying bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different features in different areas: Mistral tokenizer methods vs. adding MobileLLM model files. Similarity is only generic model-implementation work." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions are unrelated to ExecuTorch export tests; no shared bug or change path." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch processor/model-loading infrastructure, but one is auto-processing robustness and the other is adding a new model. Not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix is unrelated to MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper kwargs support and Mistral4 test fixes are different code paths and different failure modes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46911", + "accept": false, + "reason": "ExecuTorch dynamic-shape test coverage is unrelated to Olmo3 RoPE-per-layer behavior." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46707", + "accept": false, + "reason": "Exportability tests and native FSDP2 migration are unrelated; shared testing focus is too broad to merge." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic-shape export tests are not the same as Mistral4 runtime/test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch export tests and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model implementation and config-resolution order fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model addition vs. repo skill/documentation changes; not the same artifact or bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition and Falcon output-collection refactor touch different models and different concerns." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output handling is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and CLIP-family `layrnorm` rename are unrelated model families and fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes and model-creation skill/documentation are not the same change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config-resolution order change are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and chat response parsing updates are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46707", + "accept": false, + "reason": "Mistral4 model/test work and FSDP2 migration are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46911", + "accept": false, + "reason": "Mistral4 test fixes and Olmo3 RoPE-per-layer work are unrelated." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46707", + "accept": false, + "reason": "CLIP-like weight-renaming/conversion changes are unrelated to native FSDP2 migration." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "TDT loss kernel integration and FSDP2 module migration are unrelated, despite both touching infra-style code." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration do not share the same underlying bug or code path." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46707", + "accept": false, + "reason": "MobileLLM model addition and FSDP2 migration are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46911", + "accept": false, + "reason": "MobileLLM addition and Olmo3 RoPE changes are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same helper in the same file: both add support for forwarding `weight` and `label_smoothing` to `nn.functional.cross_entropy`, so they fix the same concrete bug and could be merged into one PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and model-creation skill are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and new-model skill repo changes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config resolution order fix are unrelated." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "Loss kernel integration and FSDP2 migration are different features with no shared concrete bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46911", + "accept": false, + "reason": "Mistral4 test fixes and layer-type-specific RoPE changes are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM addition and config-resolution fix are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor and Mistral4 fixes are unrelated." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46707", + "accept": false, + "reason": "CLIP-family LayerNorm renaming and FSDP2 migration are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy helper kwargs and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic export-shape testing and Mistral4 fixes are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch dynamic-shape export tests and MobileLLM addition are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46707", + "accept": false, + "reason": "ExecuTorch export test coverage and FSDP2 migration are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46911", + "accept": false, + "reason": "ExecuTorch dynamic-shape export testing and Olmo3 RoPE changes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Different models and different fixes; no evidence they resolve the same underlying issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and chat parsing updates are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46707", + "accept": false, + "reason": "Mistral4 tests and FSDP2 migration are not the same code-path problem." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46911", + "accept": false, + "reason": "MobileLLM addition and Olmo3 RoPE changes are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted pair, 43251/43254, is clearly the same `fixed_cross_entropy` bugfix in the same file and looks mergeable into a single PR. The other soft-edge rejections are appropriately cautious and do not overstate duplication evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 39, + "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": "f6aec157b7ffc0b8d6252af76d8663e95d5bf402c64b7ca6c6358d02f72dba08", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related maintenance PRs but not the same underlying change: PR 42975 upgrades core GitHub Actions for Node 24 compatibility, while PR 42976 upgrades docker/build-push-action and a few other workflow actions to newer versions. The overlap is broad workflow coverage, not a shared concrete bug/fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better representative of the cluster because it has the clearest stated purpose (Node 24 compatibility) and a wider set of core action upgrades.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency bumps, but they target different actions and different compatibility concerns. They do not look like one same fix that could be merged as a single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-6", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46562", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "10ee8245bb01c08c1ab9387fadebd31e10c0e2211be36a794f0286b8e135b89d", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21196, + "estimated_input_tokens": 5299, + "estimated_eval_tokens": 10854 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21196, + "estimated_input_tokens": 5299, + "estimated_eval_tokens": 10854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is over-broad: it groups several unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM, Step 3.7 Flash) that only share generic registration/docs patterns. I do not see a true duplicate set here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are distinct model additions with different architectures, files, and code paths, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for duplicate-triage purposes; the cluster does not represent one underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo); shared docs/auto-registration boilerplate is not enough to treat them as the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families and implementations; only generic model-addition scaffolding overlaps." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions with different code paths and tests." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by naming, but they are separate model variants with different files and functionality, so not a duplicate change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are distinct model additions; overlap is only in shared transformer registry/doc updates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM fix/add different models and code paths; not the same underlying bug or feature." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash are separate model implementations; shared auto/model registration is incidental." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Step 3.7 Flash core model implementation vs a separate mini-model/conversion/debug script PR; they are related in topic but not the same concrete change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 39, + "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": "077fdd5ad316358da9493a16c28a1fe936a387903c82e9ef2088b9fb176a9005", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs that share only vague \"fix\" wording. The only likely duplicate pair is the two YOLOS PRs, where the later PR supersets the earlier device-mismatch fix in the same file and issue target.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the clearest representative: it addresses the concrete YOLOS device-mismatch path, shares the same issue target as 46886, and includes the earlier no-split-module change plus the actual device-placement fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest overall fit for the cluster because it is the most complete, specific fix among otherwise unrelated or test-only changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and test files; only generic \"fix\" wording overlaps." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/tests vs FP8 dequant/model loading; unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decoding tests vs generation watermarking/cis; not the same bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer/tests vs YOLOS device-mismatch fix; unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "CLIP/ViT test tweaks vs Phimoe CI integration-test setup; different problems." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only assertions in CLIP/ViT vs FP8 dequant and loading changes; unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test edits vs generation-config watermarking fix; different underlying issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "CLIP/ViT test changes vs YOLOS model runtime fix; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/loading work vs CI memory/device-map test harness changes; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequant fix vs generation watermarking validation; different code paths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequant logic vs YOLOS device mismatch; unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation-config watermarking fix vs Phimoe integration-test/CI fix; not the same bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Generation-config validation work vs YOLOS device mismatch; unrelated." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe CI/device-map test infrastructure vs YOLOS model runtime fix; different underlying issue." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device-mismatch problem in the same file and same issue target; 46922 includes the earlier no-split-module fix plus the concrete device-placement correction." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet and conservative overall. The summary correctly treats most pairs as unrelated and the 46886\u219446922 pair as the only plausible duplicate/superset case, which is supported by the shared YOLOS file, shared issue target, and the added device-placement fix in 46922." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 39, + "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": "643a349c083797b44e14516317e42740d8cc730472d79c29e34b0e603cdf462b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "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 are separate \"[don't merge]\" test PRs with only superficial similarity. They touch different areas (dependency/setup, CI automation, and security-gate workflow) and should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs make unrelated changes in different code/workflow paths, so none can stand in for the others.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for dedupe purposes; the cluster does not contain a single underlying fix or change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared vit test file is incidental; one PR changes setup/dependencies while the other rewrites multiple CI workflows and helper scripts." + }, + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Setup/dependency/test tweaks vs. a workflow security-gate trigger change; different concrete code paths and purposes." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they change different workflow behaviors and files; they are not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 39, + "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": "4b1c97486b373245d85d4dfb16d0541e638d56c7cdce6914f18b725b7f363990", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are closely related in theme but they implement different pipelines and different concrete code paths, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate set: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; they target different tasks and model integrations.", + "best_issue_reason": null, + "best_pr_reason": "43613 is the broader and more central pipeline addition, with more model integrations and supporting files, so it is the better representative PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: similar scaffolding and docs, but they add different pipelines for different tasks and different underlying model integrations, so they are 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": 10, + "component_count": 39, + "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": "83a60fe2d5cd88fa9fecba08e422b8a9e41ec9f12c49be84dc4b968997c15f8e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: 43651 changes gradient-accumulation loss scaling behavior, while 43663 refactors signature-column filtering to be overrideable. They only overlap at the trainer.py subsystem level.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two patches address different trainer code paths and solve different customization problems.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global duplicate representative because neither subsumes the other; they are separate trainer refactors with distinct behavior changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: one alters loss normalization during training, the other extracts signature-column logic for subclass override. Shared file alone is not enough for duplication." + } + ] + }, + "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": 39, + "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": "22d41ac87133cb8e32463b201d56caa077aca2308cb4b913d0ca7ff4bdb46825", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR 43842 is the narrow, explicit TypeAdapter NameError fix in `src/transformers/cli/serve.py`. PR 43656 touches the same file but the visible diff looks like broader typing/future-annotations cleanup, not a clearly evidenced alternate implementation of the same bug fix, so they should not be merged as duplicates on this packet alone.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleaner canonical PR because it directly and minimally fixes the TypeAdapter reference by importing it under `TYPE_CHECKING` and quoting the annotation, whereas 43656\u2019s visible changes are broader typing cleanup without clear evidence of the same concrete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best overall PR because it targets the specific failure mode directly with a small, reviewable change and least unrelated typing churn.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "The packet does not show 43656 making the same concrete TypeAdapter fix. It appears to be a broader annotations cleanup in the same file, so the evidence is insufficient to treat these as the same mergeable bugfix." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis overstates the evidence. In the packet, PR 43842 clearly and narrowly addresses the `TypeAdapter` reference by importing it under `TYPE_CHECKING` and quoting the annotation. PR 43656, based on the visible diff, is a broader typing/future-annotations cleanup in the same file, but the packet does not show a `TypeAdapter` fix there. It may be related, but the claim that both PRs fix the same underlying `TypeAdapter` NameError and are alternative implementations of one bugfix is not sufficiently grounded. The conservative call is to treat them as related but not confidently the same mergeable fix." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 39, + "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": 39, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "44d21b500d264fc7a9a483dcea0906967ac7cdc3502c9d4e5cdad7ced169fc7e", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76940, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by model-specific output-tracing refactors, but most PRs are just thematically similar rather than true duplicates. The only clear duplicate-like overlaps are within the GPT-Neo and GPT-J/CodeGen subclusters.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue items are present. Among the PRs, #44722 is the best representative because it is the most complete GPT-J/CodeGen output-tracing refactor and clearly subsumes the overlapping GPT-J variants in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "#44722 is the strongest canonical PR for the actual duplicate family here: it targets the same GPT-J/CodeGen output-tracing refactor as the overlapping GPT-J PRs, has explicit issue linkage, and appears broadest/most up-to-date among the overlapping implementations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same broad output-tracing theme, but different model families and code paths (CVT/FNet vs GPT-J); not a true duplicate." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and implementations; only the refactor pattern is shared." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch GPT-J output-tracing logic in the same file and look like overlapping variants of the same refactor." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models/subsystems (RegNet/ResNet/RT-DETR vs EfficientNet); same refactor style only." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths; too broad to treat as duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa are unrelated implementations despite the shared refactor theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR are different model families and not the same concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same file; they look like overlapping versions of the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet are different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations; shared theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT are different model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated concrete code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor family; #44722 appears to subsume the GPT-J overlap." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT2 are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 vs GPT-J/CodeGen are different implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer vs LongT5 are different model families and changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBERT are different models; same refactor pattern only." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT/XLM vs Flaubert/XLM are not the same concrete change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT vs LongT5 are different implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT vs MPT are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT vs VisualBERT are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44722", + "accept": false, + "reason": "SqueezeBERT and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer vs MPT are different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44116", + "accept": false, + "reason": "VisualBERT vs Flaubert are different concrete code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44017", + "accept": false, + "reason": "MPNet vs Segformer are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT vs GPT-Neo are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT vs DeBERTa are different implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa vs SpeechT5 are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa vs ViTS are unrelated concrete changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT are different model families and code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM are different implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM are unrelated concrete changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5 are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBERT are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 vs MPT are different concrete implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs Segformer are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5 are different implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet vs Segformer are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44161", + "accept": false, + "reason": "SqueezeBERT vs LongT5 are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa vs TextNet are different concrete changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about most pairs. The canonical PR choice of #44722 is supported by the explicit GPT-J/CodeGen overlap, its issue link, and its broader scope. The accepted soft-edge pairs are limited to clear same-family overlaps (GPT-Neo and GPT-J/CodeGen), while the rejections mostly correctly avoid conflating shared refactor style with true duplicates across different model families." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 39, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "ba53d0c7abebf4b03d1d9e8f5e640c32b99217f32897f69d39e64d19affacce9", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A cluster of model-specific refactors around standardized output tracing/capture; they share a pattern but not the same concrete bug or code path, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the cleanest representative of the cluster theme: it is a focused output-tracing refactor for one model, with a clear standardized-capture title and a matching model-specific diff.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone triage anchor because it has an explicit issue target and a concrete SpeechT5 output-tracing refactor, making its intent easiest to trace.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different models (VisualBert vs TextNet) and different code paths, so they are not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same general decorator migration pattern, but MPNet and VisualBert are separate model implementations with distinct tracing logic and diffs." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model-specific refactors (MPNet vs TextNet); the similarity is only thematic, not a shared bug or mergeable change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths; both PRs modernize outputs, but they do not fix the same concrete issue." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Despite both involving output collection refactors, SqueezeBert and SpeechT5 are different model implementations with different affected layers and behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 39, + "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": "2e7123f43f9161032b3ef439bd7501bd002b72ab80cb840d084c5d5b2dc5ce4d", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a common refactoring theme around output tracing/can_return_tuple, but they target different model families and code paths, so they are not duplicates of one another.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the broadest representative of the theme, updating both `depth_anything` and `prompt_depth_anything`; still, it is only a representative, not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "44025 is the strongest single representative of the cluster because it spans two closely related model files and clearly reflects the output-tracing refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model families (`timm_backbone` vs `upernet`) and different forward code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch unrelated models (`timm_backbone` vs `vision_text_dual_encoder`)." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures and code paths; this is not the same underlying bug/change as `timm_backbone`." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` and `mamba/falcon_mamba` are unrelated implementations; shared refactor language is not enough." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `rwkv`) and different output-handling logic." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Both are model-specific refactors, but they affect different forward implementations (`mobilenet_v1` vs `univnet`)." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "`mobilenet_v1` and `upernet` are separate code paths; this is not one duplicate fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and separate output-tracing migrations; not mergeable as one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` is unrelated to `vision_encoder_decoder`; only the refactor pattern overlaps." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder stack vs image model; not the same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "These touch different model families (`vision_text_dual_encoder` vs `univnet`) and different forward logic." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "`vision_text_dual_encoder` and `upernet` are distinct code paths; same refactor pattern is not duplication." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` is not the same code path as `mamba/falcon_mamba`; do not collapse them." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different tracing changes; not one underlying bug or change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model families with unrelated forward behavior (`univnet` vs `upernet`)." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba/falcon_mamba` are distinct implementations; shared output-tracing work is not enough." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and different affected files; not a duplicate PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` segmentation forward and `rwkv` sequence model forward are unrelated changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and code paths; these are separate refactors." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated model implementations, despite similar refactor wording." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` and `codegen` change different forward contracts and code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated models; this is a theme match, not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families (`univnet` vs `codegen`) and different output semantics." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` are unrelated code paths; no shared concrete bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are different models with different forward behavior." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are separate model families; same refactor theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` vs `superpoint` is not the same underlying bug/change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`depth_anything` vs `rwkv`) and distinct output handling." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` affect different forward wrappers and are not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated models and output paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder wrappers, but they are different model implementations and separate changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` do not share the same concrete change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families (`vision_encoder_decoder` vs `dpr`) and different forward signatures." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are separate models; not mergeable as one PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different wrappers and forward behavior (`speech_encoder_decoder` vs `dpr`)." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are different model families with different output semantics." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` are unrelated changes." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are distinct model implementations; shared refactor intent is not enough." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 39, + "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": "d0d53f97ec30306e6d68659ed743bc7d6ca5f60cfba0c0461850a4fb404eb2ea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs: PenguinVL and Voxtral TTS. They share some common registry/docs plumbing, but they target different models, codepaths, and test suites, so they should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45401 is the better canonical representative because it has an explicit issue target (45027) and is a focused implementation for one model family.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the strongest overall representative: it is explicitly tied to a tracking issue and contains a self-contained model integration with tests and conversion logic.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying models and behaviors: PenguinVL implementation vs Voxtral TTS support. Shared auto/docs files are generic integration plumbing, not the same concrete bug or 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": 39, + "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": "41fd6a6d0a83c099aae03ff6f8b738c2f89855532bebc194d0c1ad30179b9aa9", + "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": "These two pull requests are unrelated: one changes a workflow to convert PRs to draft, while the other adjusts CI routing and adds a stray model file edit. They do not appear to fix the same code-path problem or belong in one merged change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46845 is the better representative of the cluster because it has a coherent CI-related purpose, whereas PR 44965 is a separate workflow experiment with no substantive overlap.", + "best_issue_reason": null, + "best_pr_reason": "PR 46845 is the stronger standalone PR: it targets a single CI configuration change and is more internally consistent than PR 44965.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different changes and different purposes: draft-conversion workflow versus CI branch/routing tweak plus unrelated source edit. 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": 17, + "component_count": 39, + "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": "4bdaff3d7fbfeb7ca0c41d8bca82b13380b6eff8dc3288490b919801d3bd4e1f", + "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": "Related fusion/kernel work, but not the same change: PR 44979 adds a generic module-fusion API layer, while PR 45363 wires n-to-1 fusion into KernelConfig/model loading and adds an example. They share a theme but not a concrete code-path fix or mergeable patch.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "45363 is the more complete, user-facing feature integration; 44979 is the lower-level module-fusion API scaffold.", + "best_issue_reason": null, + "best_pr_reason": "45363 best represents the cluster because it exposes fusion through KernelConfig/model loading and demonstrates end-to-end usage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different layers of the feature: 44979 introduces a standalone module-fusion API, while 45363 integrates kernel fusion via KernelConfig and model loading. They are related but not the same underlying change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 39, + "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": "74e70f69c908e805716f1b8872feb3564be3ffd49fec1dda5261b169733bf1b2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same Mistral pre-tokenizer AttributeError in `_patch_mistral_regex`; 45317 is the more complete version because it includes the fix plus test coverage.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR: it implements the same code fix as 45086 and also adds tests, making it the more complete representation of the bugfix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best PR candidate because it contains the shared fix and additional validation, while still targeting the same concrete AttributeError path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same file-level fix for `_patch_mistral_regex`; 45317 is essentially a superset of 45086 with tests, so they are duplicates/mergeable." + } + ] + }, + "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": 39, + "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": "69ebf7e997b9c149f0ad959e7f14cfaac15729a944aaf42f5d77e9d0ec88cee8", + "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": "Two related but distinct NemotronH PRs: one is a smaller refactor/conversion-mapping update for inheriting GraniteMoeHybrid, and the other is a broader split into dedicated NemotronH dense/sparse model variants with docs and API plumbing. They overlap in shared NemotronH files but do not fix the same concrete change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the broader, more representative change for the cluster: it introduces the dedicated NemotronH dense/sparse model structure, updates docs, auto-mappings, and tests, whereas #45115 is a narrower inheritance/conversion-mapping refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best overall artifact because it covers the main architectural direction and user-facing model split; #45115 looks like a partial prerequisite or adjacent cleanup rather than the same mergeable change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap in NemotronH internals, but the concrete changes differ: #45115 focuses on conversion-key renaming and inheritance refactoring, while #45569 adds separate dense/sparse model packages, docs, and API wiring. Not the same underlying PR-worthy change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 39, + "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": "70fb6f24fd47017d2cb11c7bf1004e1c157704ebcc1b114b9315014f4ee68df4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs for the heterogeneous-model feature: PR 45332 is the full implementation, while PR 45333 is a narrower config-only subset. They overlap heavily in docs/config files, but they are not the same concrete change set.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the best canonical PR because it covers the broader end-to-end heterogeneous model support, including per-layer config plus modeling, cache, and masking integration; PR 45333 is only the config slice of that work.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the most complete and representative implementation of the feature cluster, so it is the best overall PR to anchor the group.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "45333 overlaps with 45332 on docs and configuration utilities, but it is a narrower config-only PR while 45332 also adds modeling/cache/masking support. They are related, 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": 21, + "component_count": 39, + "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": "ca2e737e595a8f4519b706a920a4930612dc66019f1c7598cb2c8350c959b227", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related, but they solve different problems: PR 45415 is a broad mypy/type-checking sweep across many transformer files, while PR 45425 adds specific typing protocols and helper aliases for modeling/PEFT integration. They are related in theme, not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the more self-contained, concrete typing-infrastructure change; PR 45415 is a broad repository-wide type-checking cleanup rather than the same underlying fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing-related files are incidental. PR 45415 is a broad type-checking pass with config changes, while PR 45425 adds specific typing aliases/protocols for model/PEFT code paths. They do not appear to fix the same concrete bug or merge into one PR cleanly." + } + ] + }, + "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": 39, + "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": "bad77ca8eea3e3b29c4eb73de515c8739e499364d2bf686a5ebf9e45b5fe7310", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert parallelism loading, but they fix different failure modes: one adds distributed-config/EP plumbing for accelerate + ZeRO-3 loading, the other prevents expert tensors from being overwritten during FSDP2/sharded load. Not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical representative because it targets a concrete EP loading corruption bug with a clear code-path fix across loading and MoE integration, whereas #45548 is narrower plumbing for distributed-config serialization and an EP helper property.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone PR: it addresses a specific, user-visible correctness issue ('experts silently overwritten by rank-0 broadcast') with a targeted fix that is clearly scoped and more likely to be the primary change in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Related subsystem (EP/loading), but different bugs and merge scopes: #45548 adds config/property support for accelerate + ZeRO-3 loading, while #45662 fixes expert parameters being clobbered during sharded/FSDP2 loading. 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": 23, + "component_count": 39, + "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": "a99c169eb33c2d95a23b44497960a4587ad2e4ae88f04f10bcb21ad15f93fbf2", + "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 address the same xdist-safety problem around `captured_info` debug artifacts in `testing_utils.py`; PR 45645 is the more complete variant because it also updates CI to read multiple worker-specific files, while 45639 only changes the writer side and tests.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best canonical PR because it contains the full fix path: worker-specific artifact writing plus CI workflow changes to aggregate `captured_info*.txt` files, making it the more complete representative of the bugfix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative because it addresses the underlying xdist collision and the downstream log-consumption behavior needed for the fix to work end-to-end.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist collisions for `captured_info` debug logs. Both modify `src/transformers/testing_utils.py` and tests for the same worker-safe output path change; 45645 simply adds the CI-side file collection needed to preserve logs. They 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": 39, + "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": "e344a3986a590190aa9bb8126ed9d408bcfff1e7a8ae2c7953bd25e8d001daba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7233, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7233, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated linter/chore PRs: one adds `can_return_tuple` handling across model `forward()` methods, the other rewrites `_init_weights` implementations for a separate modeling rule. They share a few model files, but not the same underlying change or bug.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR can serve as canonical for this cluster because the changes are about different lint rules and different code paths: TRF003 updates model forward signatures/tuple-return behavior, while TRF018 changes weight initialization logic.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative of the other; if one must be chosen for the cluster, PR #45720 is slightly more general because it touches many forward methods, but it still does not represent the weight-init rewrite in #46259.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different refactors for different rules: TRF003 modifies `forward()`/return-dict handling, while TRF018 changes `_init_weights` implementations. Shared files are incidental, not evidence of the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 39, + "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": 39, + "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-45932-3", + "nodes": [ + "pull_request:45932", + "pull_request:46100", + "pull_request:46891" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100", + "pull_request:45932|pull_request:46891", + "pull_request:46100|pull_request:46891" + ], + "prepared_review_unit_hash": "b9a81decf95d9f920a4776f1f4831ed3662511a0af8c3b4dc0505d0466319dfd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7881, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7881, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs all mention testing/CI, but they are not the same change: one is a broad debug/grafana-style PR, one is a test migration adding kernel/model tests, and one is PEFT CI/integration plumbing. I do not see a shared concrete bug or change that would justify merging any pair as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the three PRs target different code paths and purposes, so they are not duplicates of one another.", + "best_issue_reason": null, + "best_pr_reason": "PR 46891 is the most focused and self-contained of the set, but it still addresses different CI/PEFT plumbing rather than the same change as the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Broadly similar only in being test-related; 45932 changes workflow secrets and several model files, while 46100 adds kernel/model test files and a ddp config. Different underlying changes." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46891", + "accept": false, + "reason": "Both touch CI/workflow files, but 45932 is a broad debug/model-config PR and 46891 is PEFT integration CI plus a small peft code change. Not the same concrete bug or change." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46891", + "accept": false, + "reason": "46100 is a test migration for kernels and ViT-related tests, while 46891 is PEFT integration CI plumbing. Different subsystems and no shared fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 39, + "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": "be54533ac3b0fdc8981858f3d570bf169bfed7485488a6244669869eb994342c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs overlap on distributed files, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a broad distributed branch base spanning CI, FSDP, integration, and model-loading work.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46269 is the broader umbrella PR and the better representative of this cluster, since it spans the shared distributed stack plus additional infrastructure changes.", + "best_issue_reason": null, + "best_pr_reason": "#46269 is the best single representative artifact because it subsumes the overlapping distributed area and is more likely to be the parent of related follow-on work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames are not enough here: #46126 is a targeted EP/trainer integration change, while #46269 is a much larger distributed branch-base PR affecting many unrelated areas. They do not look like the same concrete bug fix or mergeable single 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": 39, + "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:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "07bd59277d4a3ea4e001bfeec14983bb030a9f46bdc89edda46f26d92f4fe5a8", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25930, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25930, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated workflow-maintenance PRs with a few near-neighbors in the same security-gate file, but none look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most central and substantive candidate in the cluster: it anchors the largest cohesive subgroup around `.github/workflows/pr-ci-security-gate.yml` and makes a concrete workflow behavior change, whereas most other items are isolated workflow tweaks.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best overall representative of the cluster because it is the clearest concrete workflow/security-gate change and sits at the center of the strongest local similarity group.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different code paths; same generic chore style is not enough to treat them as the same change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated fixes; no shared concrete bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated fixes; only superficial title similarity." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated fixes; no same underlying bug/change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different shell-handling problems; not the same fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and different behaviors: SSH runner hardening vs benchmark trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and unrelated changes; no shared code-path problem." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and unrelated changes; only broad CI-maintenance overlap." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different concerns: SSH runner hardening vs PR security-gate behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different concerns; not the same concrete bug/change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow tweaks, but they change different jobs and behavior in different files." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated fixes; same CI umbrella is too broad." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and distinct fixes; no common bug to merge." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different behavior changes; not the same underlying change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and unrelated changes; no shared concrete code-path issue." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different shell/checkout fixes; not duplicates." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated workflow behavior changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different fixes; only broad CI resemblance." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different problems; not the same change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch workflow YAML, but they fix different concrete issues in different files." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different files and different behavior changes; generic similarity only." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but the edits are distinct: one adds security-check/checkout logic, the other changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but 46563 is comment-only metadata while 46554 changes execution behavior." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but one changes secrets handling and the other adds security-gate logic; distinct fixes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but the changes are different workflow semantics vs comment-only notes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but permissions/approval gating and secrets scoping are separate changes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but comment-only text and secrets scoping are not the same underlying change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different files and different fixes; no duplicate signal beyond workflow churn." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different files and different fixes; 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": "pull_request", + "component_index": 29, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "0dbaa456d9aaf6d735531e3c1fb83ccd9fa32a5c9025f17ee572a4b52c9d3122", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar because both replace fragile source-file opening with safer source inspection, but they target different code paths and fixes. They are not duplicates and should not be merged together.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the better canonical representative: it addresses one concrete source-reading path in `_can_set_attn_implementation`, has a tighter scope, and includes tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the strongest standalone change in the cluster because it fixes a specific bug path in `modeling_utils.py` and is easier to reason about than the broader utility refactor in #46152.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both PRs avoid `open()` on source files, but they fix different mechanisms in different modules (`import_utils.py` vs `modeling_utils.py`) and are not the same underlying bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 39, + "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": 31, + "component_count": 39, + "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": "6d0766145926ef3c90efade8e455ed6e4a8f793b3e5fd056f5756e731cf0b44d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4270, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4270, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs harden local checkpoint loading against path traversal, but they protect different untrusted inputs in different code paths: shard filenames from the checkpoint index vs an explicit filename from `transformers_weights`. Similar security pattern, not the same underlying bug or mergeable change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are separate containment fixes for different loading mechanisms, not duplicates of one another.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick a representative, #46281 is the broader/narrower fit for the cluster\u2019s checkpoint-loading containment theme; #46890 is a separate explicit-filename guard.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Reject: both are path-traversal mitigations, but one validates sharded `weight_map` filenames and the other validates `transformers_weights` explicit filenames; different inputs, different code paths, not 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": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "a6bd114af777e7279fc38006708f33acf4f952d75f0bff7b6f1f7f2fb237ed09", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same sliding-window right-boundary off-by-one in Moonshine streaming (`-dist <= right_window_size`), with 46546 being a broader follow-up that also patches Gemma4 and adds tests. They are closely related enough to treat as duplicates/subsets for triage.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical representative because it addresses the same boundary bug in Moonshine streaming, extends the fix to another model with the same code path, and includes test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the strongest overall candidate: same core bug, broader scope, and more complete fix/test coverage than 46310.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Both PRs change the same Moonshine streaming mask boundary from `< right_window_size` to `<= right_window_size`; 46546 is a superset-style follow-up, not a different 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": 39, + "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-46376-6", + "nodes": [ + "pull_request:46376", + "pull_request:46417", + "pull_request:46425", + "pull_request:46509", + "pull_request:46850", + "pull_request:46917" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417", + "pull_request:46376|pull_request:46425", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46917", + "pull_request:46425|pull_request:46850", + "pull_request:46850|pull_request:46917" + ], + "prepared_review_unit_hash": "96b5a3f763cda5991bba75d0ffd1208b8b71e728a61b8039b9435edca481b106", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 16833, + "estimated_input_tokens": 4209, + "estimated_eval_tokens": 8674 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 16833, + "estimated_input_tokens": 4209, + "estimated_eval_tokens": 8674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No PRs in this cluster appear to be true duplicates; they span unrelated features, model additions, and bug fixes. The closest-looking pair is still not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single PR must represent the cluster, 46425 is the most self-contained and clearly scoped change, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "46425 is the cleanest standalone PR in the set: it has a single feature area, clear files, and a coherent change scope. The others are different categories of work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Continuous batching multimodal support and a new HunYuan VL model are unrelated changes with different code paths and goals." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "Multimodal continuous batching support is not the same as adding RADIO model support; they touch different subsystems and model families." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "Both are model-support PRs, but for different models and implementations; they are not the same bug or change." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46850", + "accept": false, + "reason": "RADIO model support and Gemma attention-mask fixes are distinct changes with no shared concrete code-path problem." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46917", + "accept": false, + "reason": "Adding RADIO model support is unrelated to removing deprecated training args; the overlap is only broad repository maintenance." + }, + { + "left": "pull_request:46850", + "right": "pull_request:46917", + "accept": false, + "reason": "Gemma sliding-window masking fixes and deprecation cleanup in training/image-processing args 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": 34, + "component_count": 39, + "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": "2edfc06d6da4a295e5cdf6b733006ffe3b2e422fb0472308c7a7a4f180073ca5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests in the tokenizer area: one fixes CodeLlama decode stripping real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM checkpoint-to-tokenizer class selection in AutoTokenizer.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for the cluster: the PRs address different bugs in different code paths and should not be merged as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the whole cluster because they target separate model families and separate failure modes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Reject: CodeLlama decode behavior vs DeepSeek tokenizer-class routing are different underlying problems, with no shared code path or mergeable common 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": 35, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "f002b4022fd86d3ac948c5cc4058e179ed5731ae75c60c80d9ca3a0c14dc82ea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two Mistral tokenizer PRs overlap heavily in files, but they address different changes: one refactors/extracts MistralConverter, the other adds tekken tokenizer detection/conversion/save support. They are related but not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46604 is the better canonical PR because it represents the broader functional tokenizer work, while 46603 is a smaller refactor/extraction step.", + "best_issue_reason": null, + "best_pr_reason": "PR 46604 is the most representative artifact in this cluster: it introduces the main user-facing tokenizer capability, whereas 46603 is primarily an internal code move.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Do not merge: 46603 moves MistralConverter into an integrations package, while 46604 adds tekken tokenizer detection/conversion/save utilities. Shared Mistral files reflect subsystem overlap, not the same fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 39, + "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-46741-4", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781", + "pull_request:46937" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46781", + "pull_request:46773|pull_request:46937" + ], + "prepared_review_unit_hash": "4c3df1ab530a92aca96c7f7772509dd8de40c6c22b03c26e3204586e2c88794e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 11149, + "estimated_input_tokens": 2788, + "estimated_eval_tokens": 5832 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 11149, + "estimated_input_tokens": 2788, + "estimated_eval_tokens": 5832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are thematically related to hybrid/linear-attention or stateful generation paths, but they address different bugs and code paths, so none of the soft edges should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46741 is the broadest and most central representative of the cluster because it targets a core cache/speculative-decoding path across several hybrid models and has the largest cross-model impact.", + "best_issue_reason": null, + "best_pr_reason": "PR 46741 is the best anchor for the cluster because it is the most substantive multi-model fix; the other PRs are narrower, unrelated corrections in padding-mask handling, quantized-cache construction, and assisted-generation statefulness.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "Different bugs: 46741 fixes precomputed-state handling for chunked-prefill/speculative decoding, while 46773 fixes padding mask application when batch size is 1. Same files/model families, but not the same underlying change." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "Different failure modes: 46741 is about cache reuse in hybrid model decoding paths, whereas 46781 fixes QuantizedCache construction for hybrid SSM+attention models. Related subsystem, but not one duplicate bug." + }, + { + "left": "pull_request:46773", + "right": "pull_request:46937", + "accept": false, + "reason": "46773 corrects padding-mask skipping in linear-attention models; 46937 marks LFM2/LFM2-MoE as stateful to reject assisted generation. These are separate behaviors and could 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": 37, + "component_count": 39, + "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-46895-4", + "nodes": [ + "pull_request:46895", + "pull_request:46898", + "pull_request:46916", + "pull_request:46947" + ], + "soft_pairs": [ + "pull_request:46895|pull_request:46898", + "pull_request:46895|pull_request:46916", + "pull_request:46898|pull_request:46916", + "pull_request:46898|pull_request:46947", + "pull_request:46895|pull_request:46947" + ], + "prepared_review_unit_hash": "7307fd7d4591806e32f0f7821507eee433159b01f0e7f7de7155692caa4cc895", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 10726, + "estimated_input_tokens": 2682, + "estimated_eval_tokens": 5620 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 10726, + "estimated_input_tokens": 2682, + "estimated_eval_tokens": 5620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two clear CohereASR duplicates and one broader multi-model PR that subsumes both a CohereASR and a Florence2 fix; the cross-model pairs are not duplicates because they address different model code paths.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46916 is the best umbrella representative: it covers the same training-loss double-shift bug pattern in both CohereASR and Florence2, while the other PRs are narrower single-model variants or alternative implementations.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46916 is the strongest cluster representative because it consolidates the shared loss-shift fix across the two affected model families, making it the broadest and most complete patch in the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46898", + "accept": false, + "reason": "Same symptom, but different models and different forward/loss code paths; not the same concrete bug/change." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46916", + "accept": true, + "reason": "Both fix the same CohereASR training-loss double-shift bug in the same model path; 46916 is a broader variant that includes this fix." + }, + { + "left": "pull_request:46898", + "right": "pull_request:46916", + "accept": true, + "reason": "Both address the Florence2 training-loss double-shift bug in the same model path; 46916 additionally bundles the CohereASR fix." + }, + { + "left": "pull_request:46898", + "right": "pull_request:46947", + "accept": false, + "reason": "Different models and different affected code paths; they share only a generic pattern, not the same underlying change." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46947", + "accept": true, + "reason": "Same CohereASR bug and same loss-shift fix area; these are effectively duplicate implementations of the same change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The umbrella PR assessment is supported by the packet, and the pairwise verdicts are appropriately cautious: cross-model pairs are rejected, while same-model CohereASR pairs and the Florence2 umbrella pair are accepted." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 38, + "component_count": 39, + "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-46907-6", + "nodes": [ + "pull_request:46907", + "pull_request:46908", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941" + ], + "soft_pairs": [ + "pull_request:46907|pull_request:46927", + "pull_request:46907|pull_request:46926", + "pull_request:46907|pull_request:46941", + "pull_request:46907|pull_request:46908", + "pull_request:46907|pull_request:46928", + "pull_request:46908|pull_request:46926", + "pull_request:46908|pull_request:46928", + "pull_request:46908|pull_request:46927", + "pull_request:46908|pull_request:46941", + "pull_request:46926|pull_request:46927", + "pull_request:46926|pull_request:46941", + "pull_request:46926|pull_request:46928", + "pull_request:46927|pull_request:46941", + "pull_request:46927|pull_request:46928", + "pull_request:46928|pull_request:46941" + ], + "prepared_review_unit_hash": "e5b7565e3ee5d6ef79c8e9dc0030f15f5abf0bcae6dc8d36cbb60aaa0cae38f5", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 15308, + "estimated_input_tokens": 3827, + "estimated_eval_tokens": 7910 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 15308, + "estimated_input_tokens": 3827, + "estimated_eval_tokens": 7910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all model-specific or test-specific fixes and do not look like duplicates of one underlying change. The cluster is heterogeneous: several are test workarounds, while others are unrelated code fixes in different models.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single duplicate PR stands out; if one must be selected as the anchor, PR #46941 is the best standalone representative because it makes a direct code-path fix in the DAC model rather than only adjusting tests or registry metadata.", + "best_issue_reason": null, + "best_pr_reason": "PR #46941 is the strongest individual fix in the set: it changes the DAC latent-distance computation itself, which is a concrete bug fix and more representative than the test-only load/offload PRs or the tokenizer registry update.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "Different models and different fixes: Edgetam drops an invalid kwarg, while GLM46V casts input_ids to long. Same broad theme of test failures, but not the same bug or mergeable change." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "Both are test-failure fixes, but one is Edgetam code cleanup and the other is a MiniMax test-only offload_folder workaround; unrelated artifacts." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "Edgetam kwarg handling and DAC distance math are different code paths in different models; not the same underlying issue." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "Edgetam model code fix vs Deepseek test-only offload_folder change; same symptom class, different root cause." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "Edgetam forward-kwarg cleanup is unrelated to BLIP-2 tokenizer registry expansion." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Both add temp offload folders in tests, but they target different models and likely separate load issues; not enough to treat as the same duplicate fix." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46927", + "accept": false, + "reason": "Deepseek test harness change vs GLM46V model casting fix; different root causes and code paths." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "Deepseek offload-folder test workaround is unrelated to BLIP-2 tokenizer support list update." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46941", + "accept": false, + "reason": "A test-only load workaround for Deepseek is not the same as the DAC model math correction." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46927", + "accept": false, + "reason": "MiniMax test offload-folder workaround and GLM46V input cast fix are different artifacts and fixes." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "MiniMax test harness change and DAC code bug fix do not share the same underlying defect." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "MiniMax offload-folder workaround is unrelated to BLIP-2 tokenizer auto-mapping." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46941", + "accept": false, + "reason": "Both are code fixes, but they touch different models and distinct logic: GLM46V input dtype handling vs DAC distance calculation." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46928", + "accept": false, + "reason": "GLM46V forward casting and BLIP-2 tokenizer registry changes are unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Tokenizer auto-model pattern update for BLIP-2 is not the same bug as DAC's latent-distance formula 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": 39, + "component_count": 39, + "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": "dbeec1b40e8d053204e37964c2d7523a54b8e9fe56c2934895ef430e0fc37f03", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4371, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4371, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a similar quantization-related casting theme, but they fix different model code paths (Gemma4 vision/audio embedders vs. TimesFM 2.5 ResidualBlock), so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 46933 and 46942 address separate bugs in different model families and should remain distinct.", + "best_issue_reason": null, + "best_pr_reason": "PR #46933 is the slightly stronger representative within this cluster because it has an explicit issue link and patches both the modeling and modular Gemma4 implementations, but it does not subsume #46942.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46933 ([Gemma4] Fix dtype casting for quantized vision/audio embedders)", + "right": "pull_request:46942 (Fix dtype cast in TimesFM 2.5 ResidualBlock for quantized weights)", + "accept": false, + "reason": "Different models and different execution paths; same general dtype-casting pattern, but not the same underlying bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260629T000014Z/analysis-runs/hybrid-model-20260629t000014z/manifest.json b/snapshots/20260629T000014Z/analysis-runs/hybrid-model-20260629t000014z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..099c9b76e23e42a16e0e2814496b2bd7ee9a86b8 --- /dev/null +++ b/snapshots/20260629T000014Z/analysis-runs/hybrid-model-20260629t000014z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260629t000014z", + "artifacts": { + "hybrid": "snapshots/20260629T000014Z/analysis-runs/hybrid-model-20260629t000014z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260629T000014Z/analysis-runs/hybrid-model-20260629t000014z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-29T00:06:29Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260629T000014Z", + "variant": "hybrid" +} diff --git a/snapshots/20260629T000014Z/manifest.json b/snapshots/20260629T000014Z/manifest.json index 0d8572be0a93f15844a57b3028ce49a01ded05b7..72e7cc135e92e06433a0d83133429bc21549251d 100644 --- a/snapshots/20260629T000014Z/manifest.json +++ b/snapshots/20260629T000014Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 114 }, "extracted_at": "2026-06-29T00:00:14Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260629t000014z", + "runs": { + "hybrid-model-20260629t000014z": { + "analysis_id": "hybrid-model-20260629t000014z", + "artifacts": { + "hybrid": "snapshots/20260629T000014Z/analysis-runs/hybrid-model-20260629t000014z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260629T000014Z/analysis-runs/hybrid-model-20260629t000014z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260629T000014Z/analysis-runs/hybrid-model-20260629t000014z/manifest.json", + "model": null, + "published_at": "2026-06-29T00:06:29Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260629T000014Z", "watermark": {