diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index e29ed71f2ca652936cb6883bcc2c1c5ececab5bc..5df10c937ec1f5b2c49348967457bdf5e94246eb 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": "20260623T120018Z", - "generated_at": "2026-06-23T12:12:33Z", + "snapshot_id": "20260623T180016Z", + "generated_at": "2026-06-23T18:12:18Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,185 +1148,11 @@ } ] }, - { - "cluster_id": "cluster-41115-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", - "status": "open", - "confidence": 0.55, - "canonical_issue_number": 41115, - "canonical_pr_number": 41116, - "issue_numbers": [ - 41115 - ], - "pr_numbers": [ - 41116, - 45613 - ], - "evidence_types": [ - "closing_reference" - ], - "pr_comparisons": [ - { - "left_pr_number": 41116, - "right_pr_number": 45613, - "code_similarity": 0.792, - "size_similarity": 0.893, - "file_overlap": 0.692, - "area_overlap": 0.882, - "patch_similarity": 0.648, - "shared_filenames": [ - "docs/source/en/_toctree.yml", - "docs/source/en/model_doc/minicpm3.md", - "src/transformers/models/auto/modeling_auto.py", - "src/transformers/models/minicpm3/__init__.py", - "src/transformers/models/minicpm3/configuration_minicpm3.py", - "src/transformers/models/minicpm3/modeling_minicpm3.py", - "src/transformers/models/minicpm3/modular_minicpm3.py", - "tests/models/minicpm3/__init__.py", - "tests/models/minicpm3/test_modeling_minicpm3.py" - ], - "shared_file_areas": [ - { - "filename": "docs/source/en/_toctree.yml", - "left_ranges": [ - [ - 737, - 744 - ] - ], - "right_ranges": [ - [ - 730, - 737 - ] - ] - }, - { - "filename": "docs/source/en/model_doc/minicpm3.md", - "left_ranges": [ - [ - 1, - 67 - ] - ], - "right_ranges": [ - [ - 1, - 45 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 301, - 307 - ], - [ - 746, - 752 - ], - [ - 1366, - 1372 - ] - ], - "right_ranges": [ - [ - 720, - 726 - ], - [ - 1331, - 1337 - ] - ] - }, - { - "filename": "src/transformers/models/minicpm3/__init__.py", - "left_ranges": [ - [ - 1, - 29 - ] - ], - "right_ranges": [ - [ - 1, - 29 - ] - ] - }, - { - "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", - "left_ranges": [ - [ - 1, - 150 - ] - ], - "right_ranges": [ - [ - 1, - 126 - ] - ] - }, - { - "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", - "left_ranges": [ - [ - 1, - 575 - ] - ], - "right_ranges": [ - [ - 1, - 522 - ] - ] - }, - { - "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", - "left_ranges": [ - [ - 1, - 354 - ] - ], - "right_ranges": [ - [ - 1, - 342 - ] - ] - }, - { - "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", - "left_ranges": [ - [ - 1, - 135 - ] - ], - "right_ranges": [ - [ - 1, - 136 - ] - ] - } - ] - } - ] - }, { "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": [ @@ -1337,7 +1163,8 @@ 43254 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -2018,198 +1845,68 @@ ] }, { - "cluster_id": "cluster-45332-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-46504-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 45333, + "canonical_pr_number": 46716, "issue_numbers": [], "pr_numbers": [ - 45332, - 45333 + 46504, + 46563, + 46716 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 45332, - "right_pr_number": 45333, - "code_similarity": 0.61, - "size_similarity": 0.344, - "file_overlap": 0.389, - "area_overlap": 0.988, - "patch_similarity": 0.525, + "left_pr_number": 46504, + "right_pr_number": 46563, + "code_similarity": 0.185, + "size_similarity": 0.923, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46504, + "right_pr_number": 46716, + "code_similarity": 0.2, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46563, + "right_pr_number": 46716, + "code_similarity": 0.69, + "size_similarity": 0.923, + "file_overlap": 1.0, + "area_overlap": 0.571, + "patch_similarity": 0.033, "shared_filenames": [ - "docs/source/en/_toctree.yml", - "docs/source/en/heterogeneous_configurations.md", - "src/transformers/configuration_utils.py", - "src/transformers/integrations/heterogeneity/__init__.py", - "src/transformers/integrations/heterogeneity/configuration_utils.py", - "tests/heterogeneity/__init__.py", - "tests/heterogeneity/test_configuration_utils.py" + ".github/workflows/pr-ci-security-gate.yml" ], "shared_file_areas": [ { - "filename": "docs/source/en/_toctree.yml", - "left_ranges": [ - [ - 16, - 23 - ] - ], - "right_ranges": [ - [ - 16, - 23 - ] - ] - }, - { - "filename": "docs/source/en/heterogeneous_configurations.md", - "left_ranges": [ - [ - 1, - 206 - ] - ], - "right_ranges": [ - [ - 1, - 206 - ] - ] - }, - { - "filename": "src/transformers/configuration_utils.py", - "left_ranges": [ - [ - 30, - 36 - ], - [ - 123, - 129 - ], - [ - 188, - 195 - ], - [ - 302, - 311 - ], - [ - 316, - 324 - ], - [ - 443, - 456 - ], - [ - 859, - 867 - ], - [ - 965, - 973 - ], - [ - 1026, - 1034 - ], - [ - 1076, - 1084 - ] - ], - "right_ranges": [ - [ - 30, - 36 - ], - [ - 123, - 129 - ], - [ - 188, - 195 - ], - [ - 302, - 311 - ], - [ - 316, - 324 - ], - [ - 443, - 456 - ], - [ - 859, - 867 - ], - [ - 965, - 973 - ], - [ - 1026, - 1034 - ], - [ - 1076, - 1084 - ] - ] - }, - { - "filename": "src/transformers/integrations/heterogeneity/__init__.py", - "left_ranges": [ - [ - 1, - 34 - ] - ], - "right_ranges": [ - [ - 1, - 21 - ] - ] - }, - { - "filename": "src/transformers/integrations/heterogeneity/configuration_utils.py", - "left_ranges": [ - [ - 1, - 389 - ] - ], - "right_ranges": [ - [ - 1, - 389 - ] - ] - }, - { - "filename": "tests/heterogeneity/test_configuration_utils.py", + "filename": ".github/workflows/pr-ci-security-gate.yml", "left_ranges": [ [ - 1, - 323 + 13, + 19 ] ], "right_ranges": [ [ - 1, - 323 + 14, + 17 ] ] } @@ -2217,6 +1914,35 @@ } ] }, + { + "cluster_id": "cluster-44002-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44002, + "issue_numbers": [], + "pr_numbers": [ + 44002, + 44029 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44002, + "right_pr_number": 44029, + "code_similarity": 0.135, + "size_similarity": 0.43, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2495,15 +2221,6 @@ ], "duplicate_issues": [], "duplicate_prs": [ - { - "cluster_id": "cluster-41115-3", - "canonical_pr_number": 41116, - "duplicate_pr_numbers": [ - 45613 - ], - "target_issue_number": 41115, - "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." - }, { "cluster_id": "cluster-41211-3", "canonical_pr_number": 44339, @@ -2520,7 +2237,7 @@ 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", @@ -2548,6 +2265,15 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-44002-2", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44029 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2566,15 +2292,6 @@ "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-45332-2", - "canonical_pr_number": 45333, - "duplicate_pr_numbers": [ - 45332 - ], - "target_issue_number": null, - "reason": "PRs in cluster-45332-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -2610,6 +2327,16 @@ ], "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-46504-3", + "canonical_pr_number": 46716, + "duplicate_pr_numbers": [ + 46504, + 46563 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46504-3 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 670a6031d54db93624e29c7999483f43aec21c62..b5a169e7c0a23ff88093eb7aa562f8fc443f7080 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": "20260623T120018Z", - "generated_at": "2026-06-23T12:12:33Z", + "snapshot_id": "20260623T180016Z", + "generated_at": "2026-06-23T18:12:18Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 24, "review_unit_index": 1, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:24643", "issue:30277", @@ -62,6 +62,7 @@ "issue:46015", "issue:46165", "issue:46294", + "issue:46304", "issue:46468", "issue:46515", "issue:46661" @@ -123,344 +124,429 @@ "issue:41762|issue:43638", "issue:43827|issue:44512", "issue:43828|issue:45685", - "issue:43039|issue:43828", "issue:44918|issue:45685", + "issue:43039|issue:43828", "issue:30277|issue:36331", "issue:34928|issue:36010", "issue:45237|issue:46015", - "issue:43039|issue:44805" + "issue:43039|issue:44805", + "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "7cbe1529059cde0fc240a6be98d67feeed44e5d7939bb7ed8bd66c735ab64e48", + "prepared_review_unit_hash": "cda94d2d1368e378fd9a816d1dd9a8e98f64ad9207502be9e606e064c9a1d205", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 62, - "serialized_chars": 45724, - "estimated_input_tokens": 11431, - "estimated_eval_tokens": 23118 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46599, + "estimated_input_tokens": 11650, + "estimated_eval_tokens": 23556 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and cross-model/topic. I accept only one true duplicate family: the DeepSpeed ZeRO-3/Bert index-0 out-of-bounds reports. The Qwen3_5Moe rotary-embedding pair is related but distinct (CPU-offload incompatibility vs uninitialized memory after meta\u2192to_empty(cuda)), so it should not be merged.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43596 is the clearest representative of the only confirmed duplicate family here: the ZeRO-3/Bert size-0/index-0 out-of-bounds failure shared with issue:43638.", + "summary": "Mostly a heterogeneous cluster of unrelated model/runtime/docs issues. Only a few soft edges look like true duplicates: the ZeRO-3/BERT index-out-of-bounds reports, the Qwen3.5 MoE rotary embedding/CPU-offload reports, and the torch 2.4.1 compatibility reports.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43638 is the best canonical issue because it is one of the clearest true duplicates in the cluster, matching 43596 on the same DeepSpeed ZeRO-3/BERT index-out-of-bounds failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best anchor for triage because it captures the core ZeRO-3/Bert failure mode and has the strongest true duplicate match in the set.", + "best_issue_reason": "Issue 43638 is the strongest representative of the only clear issue-duplicate family here; most other items are just superficial text similarity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different model/config bug vs streaming chat/completions failure; no shared code path." + "reason": "Different Qwen3.5 bugs: missing config attribute vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backend/hardware failures: AMD GPU problem vs MPS histogram-on-Int error." + "reason": "Unrelated failures: GPT-OSS AMD GPU error vs MPS histogram-not-implemented error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Unrelated symptoms: Mistral-3 image dtype mismatch vs GPT-OSS failing on AMD GPUs." + "reason": "Different model-specific runtime paths: Mistral dtype mismatch vs GPT-OSS AMD GPU issue." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are runtime dtype/backend issues, but on different models and paths." + "reason": "Autocast dtype mismatch is a different bug from the GPT-OSS AMD GPU failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Generic GPU failure vs broken official example; not the same bug." + "reason": "Different models and failure modes: GPT-OSS AMD GPU issue vs Nemotron example breakage." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different models and failures: AMD GPU incompatibility vs invalid method call in GraniteMoEHybrid." + "reason": "Different concrete bugs; only broad MoE/GPU similarity." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." + "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are unrelated bugs." + "reason": "ONNX export bug vs Qwen3MoE FP8 failure; different code paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export-time ONNX issue vs Qwen3 auto device-mapping CUDA assert; different failures." + "reason": "ONNX export issue vs cuda assert during device mapping are not the same bug." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are unrelated." + "reason": "Table QA crash vs outdated RAG docs; different issues." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup items, but they refer to different removed references." + "reason": "Both are v5 docs cleanups, but they target different stale references/pages." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ModernBERT ONNX export vs GenerationMixin import breakage are unrelated." + "reason": "Export failure vs GenerationMixin import error; different problems." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRl SFT embedding unpacking failure vs resume-training with remote code are different code paths." + "reason": "TRL embedding unpacking bug vs training-resume/trust_remote_code issue are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape IndexError and Gemma4 device-map mismatch are not the same bug." + "reason": "Mask shape mismatch vs device_map auto device mismatch are different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention index/shape errors, but the failure modes and contexts differ too much." + "reason": "Both are IndexError-style reports, but the model/setup and root cause differ." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert loading error vs remote-code resume issue are unrelated." + "reason": "ZeRO-3 BERT loading bug vs resume/trust_remote_code issue are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3/Bert size-0 IndexError is different from a mask/tensor shape mismatch." + "reason": "Same surface error class, but different failure paths and models." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch is unrelated to Qwen3.5 video token/feature mismatch." + "reason": "Mask/tensor shape mismatch vs video template/token mismatch are different bugs." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different problems: generic mask index error vs GPT-OSS TP-only failure." + "reason": "Different issues: indexing/mask shape bug vs only-TP-not-working MoE bug." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training with remote code is unrelated to a broken official Nemotron example." + "reason": "Training resume with remote code vs broken Nemotron example; unrelated." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration issue and remote-code training resume issue are unrelated." + "reason": "Video chat template mismatch vs model-training resume issue are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3/Bert loading error is unrelated to remote-code resume training." + "reason": "Different failures with only superficial mention of loading/training." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice preset bug vs ONNX export bug are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different failures and models: Jamba collective mismatch vs Bert ZeRO-3 index error." + "reason": "Both involve DeepSpeed, but the collective mismatch and ZeRO-3 BERT index error are different root causes." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying ZeRO-3/Bert index-0 out-of-bounds failure; the titles differ mainly by model specificity." + "reason": "Same DeepSpeed ZeRO-3/BERT index-out-of-bounds loading bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call path is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Liger cross_entropy call vs GPT-OSS TP routing issue are different code-path problems." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization and LoRA merge/save mismatch are different bugs." + "reason": "Detokenization regression vs LoRA merge/save mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and LoRA merge/save inconsistency are unrelated." + "reason": "Qwen NVFP4 runtime error vs LoRA merge/save mismatch are different bugs." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code model_class/config_class errors." + "reason": "Processor failure vs remote-code model_class/config_class error are unrelated." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed training weight-shape error and collective mismatch are different failures." + "reason": "Both mention DeepSpeed, but the underlying errors are different." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpointing size issue is unrelated to mask-shape IndexError." + "reason": "Activation-checkpointing/FSDP tensor recomputation bug vs mask shape mismatch are different issues." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Related Qwen3_5Moe rotary-embedding reports, but one is CPU-offload incompatibility and the other is uninitialized memory after meta\u2192to_empty(cuda); not the same failure mode." + "accept": true, + "reason": "Same Qwen3.5 MoE rotary-embedding / CPU-offload materialization bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 loading error is unrelated to GPT-OSS tensor-parallel failure." + "reason": "ZeRO-3 BERT loading bug vs GPT-OSS TP issue are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation-checkpointing size mismatch is unrelated to CustomTrainer compute_loss signature change." + "reason": "Checkpointing/FSDP mismatch vs CustomTrainer compute_loss signature change are different problems." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert loading error is unrelated to GPT-OSS TP-only failure." + "reason": "Different models and failure modes." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 image dtype mismatch and GraniteMoEHybrid invalid method are different issues." + "reason": "Mistral dtype mismatch vs GraniteMoEHybrid invalid method are unrelated." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error is unrelated to the AMD GPU failure for GPT-OSS." + "reason": "Different model/runtime failures with only broad Qwen/GPT-OSS similarity." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are unrelated." + "reason": "Reverse-embedding lookup issue vs video token/template mismatch are different bugs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 vLLM attribute error and Mistral tokenizer regex crash are unrelated." + "reason": "Gemma3 vLLM config attribute error vs Mistral regex patch crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Both are Gemma4 issues, but one is device-map mismatch and the other is expensive reverse embedding lookup." + "reason": "Device-map forward mismatch vs expensive reverse embedding lookup are different issues." }, { "left": "issue:45800", "right": "issue:46515", - "accept": false, - "reason": "Both mention torch 2.4.1 incompatibility, but the failure details are too broad to establish one bug." + "accept": true, + "reason": "Both report the same torch 2.4.1 compatibility regression family." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime error are unrelated." + "reason": "Torch 2.10 incompatibility vs Qwen-3 NVFP4 runtime error are unrelated." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation-checkpointing size issue is unrelated to Qwen3 auto device-mapping CUDA assert." + "reason": "Checkpointing/FSDP bug vs cuda assert on Qwen3 device mapping are different failures." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch vs GPT-OSS TP routing issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error vs multimodal dtype mismatch are different code paths." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch vs NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral dtype mismatch vs Nemotron example breakage are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Dtype mismatch on Mistral vs MPS int histogram error are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime error vs TRL SFT embedding unpacking bug are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method vs MPS histogram-not-implemented are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL trainer embedding issue vs GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy bug vs TRL SFT embedding unpacking bug are different." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the model/setup and failure point differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions from v5 removals, but they touch different removed topics." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different model/backend paths: autocast dtype mismatch vs MPS histogram-on-Int error." + "reason": "Autocast dtype mismatch vs MPS histogram int error are unrelated." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRl SFT embedding issue is unrelated to the MPS histogram error." + "reason": "TRL SFT issue vs MPS histogram error are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger cross_entropy call vs autocast dtype mismatch are unrelated." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer compute_loss signature change are unrelated." + "reason": "Distributed collectives mismatch vs CustomTrainer API break are different issues." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpointing/FSDP size mismatch is unrelated to GenerationMixin import failure." + "reason": "Activation-checkpointing/FSDP bug vs GenerationMixin import error are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS GPU issue and outdated RAG examples are unrelated." + "reason": "GPT-OSS AMD GPU runtime issue vs outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy issue is unrelated to the mask/tensor shape IndexError." + "reason": "Liger cross_entropy bug vs mask shape mismatch are different problems." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are compatibility regressions, but they involve different releases and failure modes." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The writeup is mostly conservative, but it overstates at least one soft-edge pair: issue:45859 vs issue:45902 is treated as a true duplicate even though the packet only shows related Qwen3_5Moe rotary-embedding wording, not a clearly same failure mode. The two titles point to different concrete problems (CPU-offload incompatibility vs uninitialized memory after meta\u2192to_empty(cuda) materialization), and the packet marks the pair as non-deterministic. Because the summary promotes that pair as one of the only strong duplicate signals, it is not fully grounded and should be softened/rejected." + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The accepted duplicate edges are plausible from the issue titles/body themes: 43596/43638, 45859/45902, and 45800/46515. The many rejections also read conservative rather than overstated. Minor caution: 45800/46515 is the least certain of the accepted pairs, so phrase it as a likely duplicate family rather than a proven one if you restate the result." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -470,13 +556,13 @@ "component_index": 1, "component_count": 24, "review_unit_index": 2, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:36010", "issue:39290", @@ -528,7 +614,6 @@ ], "soft_pairs": [ "issue:43866|issue:46402", - "issue:45800|issue:46304", "issue:43296|issue:46304", "issue:41762|issue:43596", "issue:39290|issue:41720", @@ -543,8 +628,8 @@ "issue:44863|issue:46015", "issue:45020|issue:46304", "issue:45812|issue:45920", - "issue:43866|issue:44863", "issue:43872|issue:46304", + "issue:43866|issue:44863", "issue:44292|issue:46015", "issue:39290|issue:43531", "issue:41093|issue:43638", @@ -569,274 +654,268 @@ "issue:45800|issue:45823", "issue:43296|issue:43366" ], - "prepared_review_unit_hash": "3c5c01df1ba5f95e30263a259877d5f1a9ad7821cb3a53fd0ef4a3f0f3441b3f", + "prepared_review_unit_hash": "35a6cbfd36ff399ba0054a3da8a21150adf4548a777ba1b128a2e99934c04031", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 41, - "serialized_chars": 39201, - "estimated_input_tokens": 9801, - "estimated_eval_tokens": 19858 + "soft_pair_count": 40, + "serialized_chars": 38901, + "estimated_input_tokens": 9726, + "estimated_eval_tokens": 19708 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated issue reports. The only strong duplicate candidate is the AutoTokenizer v5 regression pair, where 45920 is the broader, better canonical issue.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45920 is the broadest and clearest report of the tokenizer-ID regression, covering multiple affected model families and subsuming the narrower Granite-specific report.", + "summary": "This cluster is mostly heterogeneous; nearly all soft edges are false positives. The only clear duplicate-like pair is the AutoTokenizer v5 token-ID regression between 45812 and 45920.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45920 is the strongest representative: it describes a broad v5 AutoTokenizer regression across multiple model families, and it directly subsumes the narrower Granite-only report in 45812.", "canonical_pr_reason": null, - "best_issue_reason": "45920 best represents the underlying bug because it states the shared failure mode across several models, making it the most useful canonical issue for triage.", + "best_issue_reason": "Issue 45920 is the best global issue candidate because it captures the widest impact, has inbound references, and matches the only strong duplicate pair in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different model-loading failures in unrelated models; no shared bug path is evident." - }, - { - "left": "issue:45800", - "right": "issue:46304", - "accept": false, - "reason": "Both mention version incompatibility, but they describe different breakages and code paths." + "reason": "Different models and failure modes: corrupted Ovis2 checkpoint vs. NemotronH text-encoder weight loading." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Unrelated failures: vLLM/PaddleOCR-VL loading vs distributed/PyTorch support." + "reason": "Both are load/runtime regressions, but one is a PaddleOCR-VL/vLLM loading failure and the other is a USE_DISTRIBUTED=0 compatibility break." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are index errors under ZeRO-3, but the affected models and likely failure sites differ." + "reason": "Both involve DeepSpeed ZeRO-3, but the model targets and error contexts differ enough to look like separate bugs." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error and Qwen3 device-map CUDA assert are unrelated." + "reason": "Gemma3 config attr error with vLLM and Qwen3 auto-device-map cuda assert are unrelated concrete failures." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs complaints, but they concern different documentation regressions." + "reason": "These are both documentation issues, but they refer to different docs and different outdated text." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup error is unrelated to the USE_DISTRIBUTED=0 support regression." + "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 compatibility issue." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and symptoms; no common underlying bug is apparent." + "reason": "Different subsystems and symptoms: AMD GPU model support vs. table-question-answering crash." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch and Qwen3-VL video StopIteration are unrelated." + "reason": "Liger Kernel cross_entropy dispatch and Qwen3-vl video StopIteration are different code paths." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-mapping mismatch and video-token/template mismatch are different model-input bugs." + "reason": "One is a device-map forward mismatch; the other is a video/chat-template feature-token mismatch." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug vs outdated RAG docs; not the same issue." + "reason": "Detokenization regression and outdated RAG examples are unrelated issues." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different problems." + "reason": "Processor failure for Voxtral and Gemma4 device-mismatch are separate model-specific bugs." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted checkpoint vs NVFP4 compatibility are distinct causes." + "reason": "Corrupted Ovis2 checkpoint and DiffusionGemma NVFP4 compatibility are not the same problem." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to RAG documentation issues." + "reason": "NemotronH checkpoint loading failure is unrelated to RAG documentation drift." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 breakage are separate regressions." + "reason": "Broad remote_code breakage and USE_DISTRIBUTED=0 support regression are different compatibility problems." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying AutoTokenizer v5 regression causing wrong token IDs across multiple model families; 45920 is the broader report." + "reason": "Same underlying bug: a v5 AutoTokenizer regression producing wrong token IDs across model families; 45920 is the broader report." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:43872", + "right": "issue:46304", "accept": false, - "reason": "Different checkpoint/loading failures for different models." + "reason": "bitsandbytes Int8Params constructor breakage is unrelated to the distributed-build regression." }, { - "left": "issue:43872", - "right": "issue:46304", + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "bitsandbytes Int8Params constructor mismatch is unrelated to distributed support." + "reason": "Checkpoint corruption and NemotronH loading failure are different model-specific issues." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "NVFP4 model runtime error vs documentation issue; no shared code path." + "reason": "Qwen-3 NVFP4 runtime error is unrelated to outdated RAG examples." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window/Qwen3, but they target different models and failures." + "reason": "Both mention sliding-window-related behavior, but the models and concrete failures differ." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are shape/index errors, but one is a mask mismatch and the other is ZeRO-3/Bert initialization." + "reason": "Both are index errors under different Bert/ZeRO-3 scenarios, but the symptoms and contexts 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." + "reason": "Whisper loading/runtime failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Model test loading failure and checkpoint corruption are not the same bug." + "reason": "GLM-4.7-Flash loading in tests and Ovis2 checkpoint corruption are different issues." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility and pydantic PretrainedConfig regression are different breakages." + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are separate compatibility breaks." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization bug and table QA crash do not match." + "reason": "Detokenization regression and table-question-answering crash do not share the same bug." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading/runtime issue is unrelated to the pydantic model regression." + "reason": "Whisper cannot-run issue is unrelated to the PretrainedConfig/pydantic regression." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Different ZeRO-3/indexing issue versus a Torch/Transformers compatibility report." + "reason": "Both mention compatibility, but one is a ZeRO-3/Bert index error and the other is a Torch/transformers version mismatch." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Same model family, but different API surfaces and failure modes; not enough to treat as one bug." + "reason": "Both involve Qwen3.5 chat-related failures, but one is a crash and the other is a streaming inference API failure." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:45685", + "right": "issue:46304", "accept": false, - "reason": "Chat/completions streaming failure and MPS histogram kernel error are unrelated." + "reason": "MoE histogram_mps on MPS and USE_DISTRIBUTED=0 compatibility are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are unrelated." + "reason": "GenerationMixin import failure and Gemma3 sliding_window_pattern error are distinct import/config regressions." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm/dynamo tracing issue and MPS histogram Int error are different code paths." + "reason": "Both are MoE/runtime problems, but Mixtral grouped_mm tracing and MPS histogram support are different code paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are precision-related MoE errors, but the concrete failures and triggers differ." + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime bugs." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and template-node compilation error are unrelated." + "reason": "Voxtral processor failure and template-node compilation error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug and checkpoint corruption are distinct issues." + "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are different model issues." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Different index-error signatures with different model/loading contexts." + "reason": "Both are index errors, but one is a mask-shape mismatch and the other is a ZeRO-3 loading failure for Gemma3." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback logic and remote-code config_class failure are unrelated." + "reason": "Flash-attn2 fallback logic and remote-code config_class handling are different failures." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Specific StableLmConfig field regression vs broader pydantic PretrainedConfig regression." + "reason": "Missing StableLmConfig pad_token_idx and PretrainedConfig pydantic regression are not the same bug." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/Transformers incompatibility and Gemma4 device mismatch are unrelated." + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are separate issues." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different model-support requests." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated model-support requests/failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted duplicate pair, issue:45812 \u2194 issue:45920, is well supported by the shared AutoTokenizer v5 wrong-token-ID regression, and choosing 45920 as the broader canonical issue is reasonable." + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only accepted duplicate-like pair, 45812 \u2194 45920, is supported by the titles and inbound-reference pattern, and the broader/narrower relationship is reasonable. No mergeability issues apply here since this is an issue-clustering task, not a PR pair." }, "evaluator_used": true, "retried": false, @@ -849,13 +928,13 @@ "component_index": 1, "component_count": 24, "review_unit_index": 3, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:39186", "issue:40990", @@ -940,20 +1019,20 @@ "issue:43975|issue:44292", "issue:44292|issue:45507" ], - "prepared_review_unit_hash": "b617567ab8c6db251ac478ed507ff6481abdc2412e916db043131796b066fc99", + "prepared_review_unit_hash": "dc342e8c5b651a60f8b77682183feafc93e0952d0f2653ed090490dc97841db5", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37146, + "serialized_chars": 37147, "estimated_input_tokens": 9287, "estimated_eval_tokens": 18830 }, @@ -962,204 +1041,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are not duplicates; the clear duplicate-looking groups are SigLIP2 output regression, Qwen3.5 video-input regression, remote-code cache/custom-module loading, and generic input-validation error-message bugs.", + "summary": "Mostly heterogeneous bug reports; only a few pairs look like true duplicates: Siglip2 bad-output reports, Qwen video token/feature mismatch, remote-code custom-module resolution, and shared input-validation error-message bugs.", "confidence": 0.74, - "canonical_issue_reason": "issue:45698 is the best umbrella issue here: it describes the user-facing failure ('from_pretrained loads wrong custom module after save_pretrained'), while issue:45632 is the narrower cache-collision cause.", + "canonical_issue_reason": "Issue #45005 is the broadest hub-like report in the set and the strongest single anchor for triage around v5 weight-tying regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest canonical issue candidate among the set because it is broad, actively discussed, and cleanly subsumes the more specific leaf-directory cache collision report.", + "best_issue_reason": "Issue #45183 is the most generally framed, actionable bug report: a model-agnostic validation logic problem that cleanly explains its narrower T5-specific counterpart.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both involve quantization/tied-weights themes, but they describe different concrete failures on different models/code paths." + "reason": "Both mention v5 regressions, but one is int4/OOM behavior and the other is tied weights in translation models; different failures and likely different fixes." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are Qwen-related runtime errors, but the mask-shape mismatch and the embedding-unpacking failure are different bugs." + "reason": "Both are shape-related errors, but the first is a generic mask/index mismatch while the second is a TRL SFT trainer unpacking failure on Qwen3.5 embeddings." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different failures: torch dynamo grouped_mm tracing vs tensor-parallel support on GPT-OSS MoE." + "reason": "Different models and code paths: grouped_mm tracing failure in Mixtral versus tensor-parallel behavior in GPT-OSS MoE." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different model families and symptoms: autocast dtype mismatch vs streaming chat/completions failure." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to a Qwen3.5 chat/completions streaming failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "gpt-oss GGUF architecture support is unrelated to the Qwen3.5 streaming inference bug." + "reason": "GGUF architecture support and streaming API failure are different problems, even if both involve gpt-oss/Qwen-family work." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "One is an init_empty_weights/_is_hf_initialized constructor issue; the other is a pydantic config-field regression." + "reason": "One is an init_empty_weights signature regression, the other is a PretrainedConfig/pydantic field breakage; not the same bug." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window handling is unrelated to the pydantic PretrainedConfig field breakage." + "reason": "Sliding-window behavior in Qwen3-MoE is a different code path from the PretrainedConfig field regression." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Different concrete errors and code paths: grouped_mm tracing vs missing Float8 storage object." + "reason": "Grouped_mm tracing and missing Float8 storage are unrelated failures." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal input mismatches, but image preprocessor/model dtype mismatch is not the same bug as video-token/template mismatch." + "reason": "Image-preprocessor dtype mismatch is a different multimodal issue from Qwen3.5 video token/feature count mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "General remote_code breakage is too broad to merge with a torch/transformers version incompatibility report." + "reason": "Remote-code model breakage and torch-version incompatibility are too broad and point to different root causes." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are indexing/runtime errors, but the mask-length mismatch and deepspeed zero3 out-of-bounds issue are different." + "reason": "Both are IndexErrors, but the mask-shape mismatch and the DeepSpeed ZeRO-3 zero-size index error are distinct." }, { "left": "issue:43054", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 underlying regression: one reports degraded text embeddings, the other nonsensical AutoModel/pipeline outputs on the same model family." + "reason": "Both report incorrect/nonsensical Siglip2 outputs in downstream use; this looks like the same underlying Siglip2 implementation issue." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "46294 looks like a specific reproduction of the broader Qwen3.5 video-input regression described in 44479." + "reason": "Both describe the same Qwen3.5/Qwen video-input regression where video features and video tokens do not line up." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different multimodal/Qwen issues: config unwrapping from_config vs uninitialized rotary embedding memory after to_empty." + "reason": "Composite-config unwrapping and uninitialized rotary embedding state are different multimodal/model-init bugs." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 behavior and remote-code config_class lookup are unrelated failures." + "reason": "Flash Attention 2 issues and a remote-code config_class AttributeError are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different multimodal bugs: dtype mismatch in preprocessing vs TRL SFT unpacking failure." + "reason": "The first is an image dtype mismatch; the second is a TRL SFT trainer embedding unpacking failure." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error is unrelated to Qwen3.5 embedding unpacking." + "reason": "FSDP 2-D weight handling and Qwen3.5 SFT mask mismatch are different failure modes." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity quality regression and GLM5 support are not the same underlying bug." + "reason": "High perplexity on GPT-OSS and a GLM5 issue do not appear to share the same code path." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom models in notebooks vs flash-attn2 fallback blocking are different issues." + "reason": "Custom-model initialization in Jupyter is unrelated to the flash-attn2 fallback gating problem." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Same underlying remote-code cache/custom-module bug; 45632 is the narrower leaf-directory collision cause, 45698 is the broader symptom." + "reason": "Both point to trust_remote_code/custom-module resolution caching causing the wrong module to be reused or loaded." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they concern different model families and user flows; not enough evidence of the same concrete bug." + "reason": "Both mention tied weights, but the affected models and symptoms are different enough that this is not clearly one bug." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure and flash-attn2 fallback gating are unrelated." + "reason": "FineGrainedFP8Config loading and flash-attn2 fallback blocking are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is a different code path from tied-weights regressions." + "reason": "PagedAttentionCache linear_attention crashes are not the same as tied-weight regressions." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Offloading/quantization behavior is broader and different from the specific tied-weights regression reported in 45005." + "reason": "Quantization/offloading behavior is a different issue from tied-weight handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer ReLU discussion and docs mentioning the removed run command are unrelated." + "reason": "A DSA indexer/ReLU discussion and a docs typo are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is not the same bug as tied weights in translation models." + "reason": "NemotronH checkpoint loading and tied weights in translation models are different problems." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is unrelated to stale docs about the removed run command." + "reason": "A cache-strategy typo is just documentation-level noise, not the removed run-command issue." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "46463 appears to be a specific T5-family manifestation of the broader input-validation XOR error-message bug described in 45183." + "reason": "Both are the same validation/XOR logic bug producing wrong error messages; 46463 is the T5-specific instance of the broader issue." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking under TRL and GraniteMoEHybrid invalid-method calls are different failures." + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid-method calls are different failures." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different round-trip behavior." + "reason": "Both are tokenizer regressions, but they affect different models and different round-trip behaviors." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek detokenization and Qwen NVFP4 runtime failure are unrelated." + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen NVFP4 runtime errors and GraniteMoEHybrid invalid-method calls do not share the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the canonical issue choice is well supported by the titles, and the accepted soft pairs are conservative duplicates-by-subsumption rather than overclaims. The rejected pairs also look appropriately distinct based on the packet." + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are stated conservatively enough. The broad/narrow relationships for 45183\u219446463 and the duplicate-like video, Siglip2, and remote-code pairs are all supported by the titles and descriptions. No pair appears overclaimed into an obvious non-duplicate." }, "evaluator_used": true, "retried": false, @@ -1172,13 +1257,13 @@ "component_index": 1, "component_count": 24, "review_unit_index": 4, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:24643", "issue:28530", @@ -1261,236 +1346,248 @@ "issue:45020|issue:45823", "issue:45081|issue:45399", "issue:44661|issue:45020", - "issue:42491|issue:44368", "issue:43828|issue:45823", + "issue:42491|issue:44368", "issue:45020|issue:45356" ], - "prepared_review_unit_hash": "e369832d8de57252858f7e6f005983745f14cec818765bba8534a131d1ef4dfc", + "prepared_review_unit_hash": "2cdd92900ce9c63f64212e87d6c7a5a46b9e5cadeeda6543a0ba61f323ec8fe5", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38201, - "estimated_input_tokens": 9551, - "estimated_eval_tokens": 19358 + "serialized_chars": 38205, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 }, "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, but there is a clear duplicate set around the v5 regression that corrupts non-persistent buffers during `from_pretrained()`/materialization. Most other pairs are only loosely related by model family or subsystem and should stay separate.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43950 is the best umbrella report for the non-persistent buffer corruption regression: it names the concrete API (`from_pretrained()`), the affected behavior (`register_buffer(persistent=False)`), and the version regression. It subsumes the near-identical reports in 43644 and 44534, plus the more specific manifestation in 45902.", + "summary": "Mostly a loose similarity cluster around Transformers regressions, but the only clear duplicate set is the non-persistent buffer corruption/junk issue. Most other pairs are broad subsystem overlaps or model-family similarity without the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43950 is the clearest, most specific report of the non-persistent-buffer regression in Transformers 5.x and best captures the underlying bug that the close variants describe.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the strongest representative issue because it is the most concrete and actionable description of the shared bug, while still broad enough to cover the duplicate phrasing variants around the same buffer-corruption regression.", + "best_issue_reason": "issue:43950 is the strongest representative issue: it names the regression directly, is concrete about the failure mode, and matches the accepted duplicate variants most closely.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 bug: non-persistent buffers getting filled/corrupted with junk." + "reason": "Same underlying regression: non-persistent buffers being filled/corrupted with junk in Transformers 5.x." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "One is a broken docs example; the other is a model-quality/embedding regression. Same model family, not the same bug." + "reason": "Both mention SigLIP2, but one is a docs/example mismatch and quantization failure while the other is a model quality complaint." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Near-identical report of the same non-persistent buffer corruption regression." + "reason": "Same bug: from_pretrained mishandles non-persistent buffers and can corrupt them with junk values." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failures: trainer API incompatibility vs DeepSpeed ZeRO-3 load-time index error." + "reason": "Different failures: custom trainer loss signature vs Gemma3 loading under DeepSpeed ZeRO-3." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are compatibility errors, but they involve different storage/backends and different code paths." + "reason": "Different quantization/storage incompatibilities with different error paths." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and different symptoms: dtype mismatch under autocast vs gradient explosion from 3D position_ids/SDPA fallback." + "reason": "Different model/runtime issues: autocast dtype mismatch vs Qwen3.5 3D position_ids/SDPA gradient instability." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenizer regressions, but 45920 is a broad multi-model token-ID issue while 46489 is a specific DeepSeek-Coder detokenization problem tied to a prior fix gap." + "reason": "Related tokenizer regression space, but not the same concrete bug; 46489 is a specific DeepSeek-Coder v1 gap while 45920 is a broader multi-model token-id regression." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Comparing SigLIP2 embedding quality to SigLIP is not the same as a generic tokenizer/version-change report." + "reason": "One is a SigLIP2 embedding-quality complaint, the other is a tokenizer-version behavior change; no clear same bug path." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both are about SigLIP2, but one reports zero probabilities and the other reports worse text embeddings; not the same concrete bug." + "reason": "Both concern SigLIP2 output quality, but the symptoms differ too much to treat as the same bug." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Specific manifestation of the same non-persistent buffer/materialization corruption bug." + "reason": "Same root regression class: non-persistent buffer materialization/initialization ends up with uninitialized junk values." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral vs missing attribute on MolmoForCausalLM are unrelated failures." + "reason": "Different model-loading problems with unrelated code paths." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention illegal memory access from 3D position_ids is unrelated to CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Different Qwen3-related issues: Flash Attention packed-sequence crash vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one is an output-quality complaint and the other is a HF-vs-JAX implementation discrepancy; too broad to treat as the same bug." + "reason": "Both are about SigLIP2, but one reports worse embeddings and the other claims HF/JAX discrepancy; insufficiently concrete to merge as duplicates." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different issues: ineffective gradient checkpointing with LoRA vs increased reserved memory/OOM under int4 quantization." + "reason": "Different training/memory issues: ineffective gradient checkpointing vs int4 quantization OOM." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 KeyError is a different code-path problem from non-persistent buffer materialization corruption." + "reason": "Different model internals and failure modes: Gemma-4 FSDP2 KeyError vs uninitialized rotary-buffer memory." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model-loading failures with no shared concrete code path." + "reason": "Different model-loading errors for different models." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model load failure; not the same bug." + "reason": "Generic load/noise issue vs a specific model loading failure; not the same bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression vs missing `flash_attn` import on Python 3.13 are unrelated." + "reason": "Different areas entirely: tokenizer detokenization vs flash_attn import on Python 3.13." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise vs a specific tokenizer/model load failure for `cjvt/sleng-bert`." + "reason": "Both involve loading, but one is about noisy logs and the other is a concrete model load failure." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training shape error and early-stopping metric handling are unrelated." + "reason": "Training error with DeepSpeed vs early-stopping metric lookup failure; unrelated." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "PEFT LoRA checkpointing behavior is not the same issue as Qwen3 MoE memory usage." + "reason": "Different memory-related but distinct issues: LoRA checkpointing vs Qwen3 MoE training memory inefficiency." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve `remote_code`, but one is missing fields in `AutoConfig` while the other is a broader model-loading regression; not clearly the same bug." + "reason": "Both mention remote code, but one is missing fields in AutoConfig output and the other is a broader breakage claim; not enough evidence they are the same bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different models and different failure modes: Gemma3 DeepSpeed load error vs Qwen3 MoE LoRA incompatibility across branches." + "reason": "Different model/config loading failures under different parallelism/quantization setups." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure for a specific model vs flash-attn2 fallback gating; unrelated." + "reason": "Tokenizer loading regression vs flash-attn2 fallback gating; unrelated code paths." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing a missing model class and a bitsandbytes constructor incompatibility are different problems." + "reason": "Import/export of a model class vs bitsandbytes Int8Params constructor mismatch." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different load-time failures on different models and code paths." + "reason": "Different model-specific loading errors." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight-only load error and a GLM5 issue are not the same bug." + "reason": "Different model families and failure modes." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram dtype limitation and Gemma4 device mismatch are unrelated." + "reason": "MPS histogram limitation vs Gemma4 device placement mismatch." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad `remote_code` breakage is not the same as a Gemma4 PLE device-placement bug." + "reason": "Broad remote-code regression vs Gemma4 device_map issue; not the same underlying bug." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash and flash-attn2 fallback checks are separate problems." + "reason": "Tokenizer regex patch crash vs flash-attn2 fallback gating; unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "`TOKENIZER_MAPPING_NAMES` add-new-model-like failure is unrelated to the broader `remote_code` regression report." + "reason": "Tokenizer-mapping edge case vs broad remote-code regression; no concrete shared bug." }, { - "left": "issue:44910", - "right": "issue:45859", + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime problems and model paths." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA model compatibility regression vs a tie-word-embeddings warning during fine-tuning; not the same issue." + }, + { + "left": "issue:44991", + "right": "issue:45356", "accept": false, - "reason": "Flash-attn crash from packed-sequence misinterpretation is unrelated to CPU offload incompatibility." + "reason": "Both are tokenizer regressions, but for different models and different failure mechanisms." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The umbrella issue choice is supported by the packet, and the accepted pairs are conservative duplicates of the same non-persistent-buffer/materialization regression. The remaining rejections stay safely on the cautious side." + "feedback": "The summary is grounded in the packet and stays conservative overall. The only potential duplicate cluster it elevates is the non-persistent-buffer/junk regression, which is well supported by the titles. The other accepted/denied soft-edge calls are framed cautiously and do not overclaim duplication." }, "evaluator_used": true, "retried": false, @@ -1503,13 +1600,13 @@ "component_index": 1, "component_count": 24, "review_unit_index": 5, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:24643", "issue:30064", @@ -1565,17 +1662,17 @@ "issue:45488|issue:46489", "issue:43827|issue:44509", "issue:45759|issue:46661", - "issue:43404|issue:43950", "issue:43872|issue:44291", "issue:42915|issue:43872", + "issue:43404|issue:43950", "issue:45020|issue:46661", "issue:43792|issue:44220", "issue:41553|issue:44991", "issue:43257|issue:45305", "issue:36331|issue:41093", "issue:42947|issue:45923", - "issue:43940|issue:45313", "issue:43854|issue:44863", + "issue:43940|issue:45313", "issue:41553|issue:44488", "issue:44928|issue:45588", "issue:41093|issue:44805", @@ -1590,20 +1687,20 @@ "issue:43638|issue:46515", "issue:45663|issue:45823" ], - "prepared_review_unit_hash": "bb2445bbd3eabef2ca35d498442d15b50d4a71fbf8f9a7fe83310bf6a64a19fb", + "prepared_review_unit_hash": "c391a1e64e4205143690fb93321ecf218f1b12c1cf57931d74a1427cdca52395", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36635, + "serialized_chars": 36634, "estimated_input_tokens": 9159, "estimated_eval_tokens": 18574 }, @@ -1612,186 +1709,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a mix of unrelated Transformers bug reports, with a few clear duplicate pairs around docs, `_is_hf_initialized` loading regressions, tokenizer regressions, and a video-input regression.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella here: a general recent-version/`remote_code` compatibility regression that best represents the cluster\u2019s recurring loader breakages.", - "canonical_pr_reason": null, - "best_issue_reason": "45020 is the strongest anchor issue because it is the most general and can subsume several of the more specific model-loading failures.", - "best_pr_reason": null, + "summary": "The cluster is heterogeneous and does not have one clear canonical artifact overall. A few soft pairs are genuine duplicates (docs pipeline removals, the bitsandbytes/_is_hf_initialized constructor bug, and the Whisper fbank issue), but most pairs are related only at a broad subsystem level and should remain separate.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue for the whole cluster: the items split into several unrelated bug families (tokenizers, DeepSpeed, multimodal, docs, Whisper, etc.). If a subcluster must be prioritized, the clearest duplicate pair is the bitsandbytes/_is_hf_initialized incompatibility (43872/44291).", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "Issue 43872 is the best standalone representative among the accepted duplicates because it states a concrete, reproducible compatibility failure with a precise error and root cause, making it the cleanest canonical for its subcluster.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance complaints, but they hit different APIs (`convert_ids_to_tokens` vs `convert_tokens_to_ids`) and don\u2019t look like the same underlying bug." + "reason": "Both are tokenizer performance regressions, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different code paths and not the same concrete bug." }, { "left": "issue:45488", "right": "issue:46489", - "accept": true, - "reason": "Both point to the same DeepSeek/Llama tokenizer regression in v5, where tokenizer handling changes produce incorrect tokenization/output for DeepSeek-family models." + "accept": false, + "reason": "Both involve tokenizer regressions in v5, but they target different model families and describe different failure modes; too broad to merge as one bug." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "These are the same docs regression: v5 pipeline-task removals are still referenced in summarization/translation docs." + "reason": "Both report the same docs regression: removed pipeline tasks are still referenced after the v5 pipeline removals." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve model construction, but one is about unwrapping `text_config` for composite Qwen configs while the other is a remote-code `config_class` attribute error; different bugs." - }, - { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "One is a tied-weight bug in a specific multimodal model, the other is a broad `from_pretrained` non-persistent-buffer regression; no shared code-path evidence." + "reason": "Both are model-loading issues, but one is a composite config unwrap problem and the other is a remote-code config_class AttributeError; different concrete failures." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Both center on the same `_is_hf_initialized` argument regression during model initialization/loading, causing TypeErrors in related loading paths." + "reason": "Same underlying constructor/signature incompatibility around `_is_hf_initialized` being passed where bitsandbytes/empty-init loading does not accept it." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "These are different failures: FineGrainedFP8Config on Qwen3Moe versus an `_is_hf_initialized` bitsandbytes/init bug." + "reason": "Different bugs: one is Qwen3Moe with FineGrainedFP8Config, the other is a bitsandbytes initialization incompatibility." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is a missing weight tying bug in a specific model class; the other is a broad from_pretrained regression on non-persistent buffers." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "`45020` is a broad umbrella for remote_code breakage, but `46661` is a specific `config_class` attribute error; not enough evidence they are the same concrete bug." + "reason": "45020 is a broad umbrella report about remote_code breakage; 46661 is a specific config_class AttributeError. Related area, but not the same underlying issue." }, { "left": "issue:43792", "right": "issue:44220", - "accept": false, - "reason": "The Whisper model failure and the `_torch_extract_fbank_features()` issue are related only by audio processing; the titles don\u2019t show the same exact bug." + "accept": true, + "reason": "Likely the same Whisper feature-extraction failure path: one says Whisper-large-v2 cannot run, the other points to `_torch_extract_fbank_features()`." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-load problems on different models; one is a bad error message, the other is a failed tokenizer load regression." + "reason": "Both are tokenizer-loading problems, but they affect different models and appear to stem from different regressions." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both mention DeepSpeed and Qwen, but one is about weight conversion/loading and the other about gradient averaging; distinct code paths." + "reason": "Both mention DeepSpeed, but one is about weight conversion/loading and the other about gradient averaging with GAS; different bugs." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected `compute_loss` kwarg and a mask/tensor shape mismatch are unrelated runtime failures." + "reason": "These are separate training-time errors with different symptoms and likely different causes." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing not taking effect with PEFT LoRA is a different bug from a missing `supports_gradient_checkpointing` flag on a remote-code model." + "reason": "Both touch gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing supports_gradient_checkpointing flag on a remote-code variant." }, { - "left": "issue:43940", - "right": "issue:45313", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures in Qwen models, but they affect different model families with different missing-weight symptoms." + "reason": "Both are model-loading failures, but they refer to different models and different failure points." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:43940", + "right": "issue:45313", "accept": false, - "reason": "Different model-loading failures for different architectures; no shared concrete bug is evident." + "reason": "Both are Qwen/DeepSpeed weight-loading issues, but one is Qwen3-Next ZeRO-3 all params missing and the other is Qwen3.5 language_model load failure; not the same bug." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "A tokenizer error message issue for Voxtral is unrelated to loading `cjvt/sleng-bert`." + "reason": "Same broad tokenizer-loading area, but different models and different likely root causes." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Catastrophic NaN/SDPA-fallback behavior in RLHF is unrelated to a flash-attention crash on sink-less models." + "reason": "Different runtime paths: RLHF gradient explosion from position_ids/SDPA behavior versus a flash_attention integration AttributeError on `s_aux=None`." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "These are the same generic mask-vs-indexed-tensor shape mismatch error pattern, likely the same off-by-one or alignment bug." + "accept": false, + "reason": "Both are shape-mismatch IndexErrors, but the reported tensor shapes and contexts differ; not enough evidence they are the same bug." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Both describe the same v5.3.0 Qwen video-input regression family; `44560` looks like a specific manifestation of the broader video-input breakage in `44479`." + "accept": false, + "reason": "Both are Qwen video regressions, but one is a general v5.3.0 video input regression and the other is a StopIteration in Qwen3-vl-embedding; too different to merge." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed and void-segmentation-map processing are unrelated issues." + "reason": "Completely different domains: DeepSpeed training weight-shape error versus image segmentation map processing." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache/linear_attention and NemotronH checkpoint loading are unrelated." + "reason": "Different model families and different failure modes; only a loose connection to attention/cache issues." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different models and different loading failures; no same bug signal." + "reason": "Both are checkpoint-loading problems, but they concern different architectures and likely separate model conversion issues." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and a Phi autocast dtype mismatch are unrelated." + "reason": "Both involve model support/compatibility, but one is GGUF gpt-oss support and the other is a dtype mismatch under autocast for Phi-tiny-MoE." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Zero-3 BertModel index error and torch 2.4.1 incompatibility are not the same concrete issue." + "reason": "A ZeRO-3/BertModel index error and a torch-version incompatibility report are not the same concrete bug." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support is unrelated to a Qwen3-MoE sliding_window bug." + "reason": "Different Qwen3-MoE-related issues: GGUF architecture support versus sliding_window behavior." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "These are different positional-encoding bugs in different Qwen variants; same general area, but not the same issue." + "reason": "Both concern rotary/position handling, but one is a still-image position scaling bug and the other is uninitialized memory after meta-to-empty materialization." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "A Zero-3/non-pretrained BertModel index error is unrelated to a torch-version incompatibility." + "reason": "A training-time ZeRO-3/Bert index error is unrelated to a torch compatibility report." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states issues and device_map mismatches are different forward-pass bugs." + "reason": "Both are Gemma4-related, but one is a per-layer shared_kv_states rebuild KeyError and the other is a device mismatch in forward; different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is broadly grounded in the packet, and the conservative false rejects look fine. The accepted soft pairs are mostly defensible from the titles alone: the docs issues, the `_is_hf_initialized` loading regressions, the mask-shape errors, and the Qwen video-input regression family all look related. The tokenizer pair is a little broader, but still stays within a plausible shared regression family rather than asserting an exact duplicate." + "feedback": "The summary is grounded in the packet and stays conservative overall. The heterogeneous-cluster conclusion is supported by the issue titles, and the accepted soft pairs are narrowly justified rather than overstated. No PR-specific concerns apply because there are no PRs in this cluster." }, "evaluator_used": true, "retried": false, @@ -1804,13 +1901,13 @@ "component_index": 1, "component_count": 24, "review_unit_index": 6, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:36010", "issue:38175", @@ -1870,9 +1967,9 @@ "issue:42915|issue:43957", "issue:44560|issue:45685", "issue:43645|issue:43646", - "issue:43550|issue:44910", "issue:44683|issue:46515", "issue:44560|issue:44918", + "issue:43550|issue:44910", "issue:42617|issue:43366", "issue:36010|issue:42915", "issue:45812|issue:46489", @@ -1887,8 +1984,8 @@ "issue:43317|issue:44756", "issue:44661|issue:44805", "issue:42491|issue:43720", - "issue:43644|issue:44534", "issue:38175|issue:39692", + "issue:43644|issue:44534", "issue:41720|issue:42915", "issue:42915|issue:44756", "issue:42491|issue:45276", @@ -1896,232 +1993,238 @@ "issue:44960|issue:44977", "issue:46459|issue:46512" ], - "prepared_review_unit_hash": "ba5cdb299e2c788a40fce4dcb32acaedeca8855c0433a0d9bef468c65d8032f5", + "prepared_review_unit_hash": "6d4b7879accc7da70d2b5613465016d43cc733b88f5f3c308f08bd803fff641c", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37477, - "estimated_input_tokens": 9370, - "estimated_eval_tokens": 18996 + "serialized_chars": 37476, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue set with a few clear duplicate pairs. The strongest duplicates are the custom-model initialization regression, the SigLIP2 bad-output reports, and the non-persistent-buffer corruption reports; most other soft pairs are different bugs.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43644 is the best representative issue: it describes a broad Transformers 5.0 regression with clear duplicate coverage from 44534, and it\u2019s more general than the more model-specific reports.", + "summary": "This cluster is mostly a loose set of Transformers v5 regression issues around model loading/initialization and tokenizer behavior, not one single duplicate set. Only a few pairs look like true duplicates: the non-persistent buffer regression, the custom model initialization regression, and the SigLIP2 bad-output reports.", + "confidence": 0.69, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the topics split across several unrelated v5 regressions. If one representative must be chosen, issue 43950 is the best umbrella because it states the core non-persistent-buffer loading regression clearly and overlaps with the closest duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest global issue choice because it captures a concrete, broadly applicable v5 regression and has an obvious duplicate, making it a good cluster anchor.", + "best_issue_reason": "Issue 43950 is the strongest representative issue: it is explicit about the regression mechanism, generalizes better than the narrower symptom reports, and aligns with the closest duplicate candidates in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Different problems: GGUF architecture support vs a Float8 storage lookup error." + "reason": "Different failures: GGUF/gpt-oss support vs a Float8 storage lookup error. Same broad loading space, but not the same bug." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 batching leak and Whisper empty-transcription failure are unrelated code paths." + "reason": "Both involve audio generation, but one is embedding/token leakage across batched tracks and the other is empty-transcription handling after align_special_tokens." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Model/processor dtype mismatch is unrelated to a Qwen3-vl video StopIteration error." + "reason": "Different multimodal failures: image preprocessor dtype mismatch vs Qwen3-VL video StopIteration." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Missing import for a specific class and meta-device loading failures are different issues." + "reason": "Import/export failure for a specific class vs meta-device loading breakage; not the same code-path problem." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent-buffer corruption is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-ocr index errors." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading breakage are different bugs." + "reason": "Qwen3 MoE FP8 config failure is a different issue from meta-device loading regressions." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video embedding StopIteration and an MPS Int histogram error are unrelated." + "reason": "Different problems: Qwen3-VL video inference StopIteration vs an MPS histogram op not implemented for Int." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying custom-model initialization regression in Transformers 5; one report is just notebook-specific." - }, - { - "left": "issue:43550", - "right": "issue:44910", - "accept": false, - "reason": "Different model and different failure mode: torch.compile/SDPA vs FlashAttention misreading 3D position_ids." + "reason": "These describe the same Transformers 5.0 custom model initialization breakage, with the notebook report being a narrower manifestation of the general initialization bug." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Both mention torch versions, but they describe different incompatibilities and different failure paths." + "reason": "Both mention torch compatibility, but one is compiled flex_attention on torch>=2.9 while the other is a torch 2.4.1 incompatibility." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Qwen3-vl video inference StopIteration and TRL SFT embedding unpacking are not the same bug." + "reason": "Both touch Qwen3.5/VL-related inference, but video StopIteration and SFT embedding unpacking are different failures." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile+SDPA crash on Bamba is unrelated to Flash Attention illegal memory access on Qwen3.5 packed-sequence handling." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss architecture support." + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated." + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and likely different fixes." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be distinct code paths/fix gaps." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-mapping forward mismatch is unrelated to a general torch 2.4.1 incompatibility report." + "reason": "Gemma4 device mismatch during forward is not the same as a generic torch version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping constraint and Gemma4 PLE device mismatch are different problems." + "reason": "Tokenizer-mapping lookup bug and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different failures: video StopIteration vs tensor/mask shape mismatch." + "reason": "Different shape/attention failures in different model paths." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 base model regression with incorrect/zero outputs; 43994 is the broader symptom report." + "reason": "Same underlying SigLIP2 bad-output problem: one report shows zero probabilities, the other nonsensical outputs through AutoModel/pipeline." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag breakage and Kosmos2.5 OCR indexing are unrelated." + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config validation, but the affected models and concrete failures differ too much to be the same bug." + "reason": "Config strictness on granite_speech and tiny-random glm4v validation are different config-loading issues." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Deepspeed zero3 Bert indexing and add-new-model-like tokenizer mapping failure are different code paths." + "reason": "Zero3 initialization on a non-pretrained Bert model is not the same as the tokenizer-mapping-name bug." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Zero3 Bert init IndexError is unrelated to the tokenizer-mapping issue." + "reason": "Different zero3/Bert initialization bug vs tokenizer mapping failure." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "GPU+CPU offload loading failure and Strix Halo mmap OOM are different issues." + "reason": "device_map auto dequantized-model offload failure and Strix Halo mmap OOM are separate loading/resource issues." }, { - "left": "issue:42491", - "right": "issue:43720", + "left": "issue:44661", + "right": "issue:44805", "accept": false, - "reason": "Qwen3_moe LoRA compatibility across versions and BitNet packed-weight loading are unrelated." + "reason": "Tokenizer-mapping-name handling and mask/tensor shape mismatch are unrelated." }, { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Same non-persistent-buffer regression in Transformers 5; the titles describe the same underlying bug." + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE hf4.x vs hf5.x LoRA compatibility is different from BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both touch SigLIP2, but one is bad model output while the other is a docs example with multiple distinct errors." + "reason": "Same SigLIP2 family, but one is bad probabilities on a model and the other is documentation example errors plus quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same non-persistent-buffer junk regression in Transformers 5.x, just with slightly different wording and scope." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 device-map cudaErrorAssert and Qwen3Moe FP8 failure are different problems." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3Moe FP8 config failure are different failures." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to mmap-related OOM avoidance." + "reason": "Qwen3Moe FP8 config failure is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different models and different symptoms: LoRA incompatibility vs resize_token_embeddings not propagating." + "reason": "Qwen3 MoE LoRA compatibility and Gemma4 resize_token_embeddings behavior are distinct bugs." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-load failures, but the models and the likely root cause are not specific enough to confirm a duplicate." + "reason": "Both say a model cannot load, but they reference different models and do not clearly share the same root cause." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention failures are separate model-specific issues." + "reason": "GLM5 and Qwen3.5 flash-attention generation problems are different model-specific issues." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "One is dtype being ignored during checkpoint loading; the other is config.dtype staying stale after from_config." + "reason": "dtype handling while loading composite checkpoints is different from from_config(dtype=...) leaving config.dtype stale." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate pairs are well supported by highly similar titles and descriptions, and the rejected pairs avoid obvious overreach. The canonical issue choice of 43644 is also defensible as the broad v5 non-persistent-buffer regression with a clear duplicate in 44534." + "feedback": "The summary is grounded in the packet and stays conservative: it characterizes the cluster as mostly heterogeneous, and the only accepted soft pairs are the ones that look plausibly duplicate based on the issue titles. No obvious overstatement beyond the evidence provided." }, "evaluator_used": true, "retried": false, @@ -2134,16 +2237,14 @@ "component_index": 1, "component_count": 24, "review_unit_index": 7, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ - "issue:36010", - "issue:39404", "issue:39692", "issue:41720", "issue:42491", @@ -2170,6 +2271,7 @@ "issue:44402", "issue:44488", "issue:44756", + "issue:44863", "issue:44910", "issue:44960", "issue:44991", @@ -2189,25 +2291,27 @@ "issue:45812", "issue:46050", "issue:46468", - "issue:46829" + "issue:46829", + "issue:46846" ], "soft_pairs": [ + "issue:44863|issue:46846", "issue:45507|issue:46468", "issue:45313|issue:45357", "issue:44488|issue:44991", - "issue:43644|issue:43645", "issue:43856|issue:43873", + "issue:43644|issue:43645", "issue:43856|issue:44387", "issue:39692|issue:43994", "issue:42491|issue:45292", "issue:43257|issue:43854", - "issue:43854|issue:43931", "issue:43708|issue:44075", - "issue:42491|issue:43931", + "issue:43854|issue:43931", + "issue:42491|issue:45335", "issue:44960|issue:46050", "issue:45488|issue:45812", - "issue:44164|issue:44291", "issue:45362|issue:45406", + "issue:44164|issue:44291", "issue:45276|issue:45335", "issue:44910|issue:45588", "issue:44402|issue:44488", @@ -2219,227 +2323,219 @@ "issue:45663|issue:45759", "issue:42947|issue:45704", "issue:43404|issue:43454", - "issue:44291|issue:44756", - "issue:36010|issue:39404", - "issue:44387|issue:44756" + "issue:44291|issue:44756" ], - "prepared_review_unit_hash": "c0ed4cd6e9bd0f3d09618d975515d8c215818e3c8fda5aa411d2124250be2e1a", + "prepared_review_unit_hash": "f0b02c5da0e6f82ce3ca5df1b1e70b2a6eb336dd8a6ac6266d39df9d41d08f56", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36817, - "estimated_input_tokens": 9205, - "estimated_eval_tokens": 18666 + "soft_pair_count": 29, + "serialized_chars": 36533, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers issues across unrelated models/subsystems. I found one likely duplicate pair around `resize_token_embeddings`; the rest look like distinct bugs and should not be merged.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 45276 is the broader of the only clear duplicate pair: it covers `embed_tokens_per_layer` and `output_embeddings`, while 45335 is the narrower T5Gemma variant.", + "summary": "This cluster is mostly loose semantic similarity across unrelated model-loading, tokenizer, training, and quantization bugs. The clearest overlapping pair among the soft-pairs is the Gemma4/t5gemma `resize_token_embeddings` propagation bug (45276/45335); issue:45292 is also in that same bug family, but the packet does not make it a duplicate of the 42491 pair.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45276 is the best anchor because it states the broader concrete failure: `resize_token_embeddings` not propagating to model-specific embedding/output modules, including both `embed_tokens_per_layer` and `output_embeddings`.", "canonical_pr_reason": null, - "best_issue_reason": "45276 is the best representative issue for this cluster because it is the broadest, most general-looking ticket among the few genuinely overlapping reports.", + "best_issue_reason": "issue:45276 is the strongest representative because it captures the shared resize/propagation code path more completely than the narrower follow-up reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different model families and different failures: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel planning." + }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and failure modes; one is a model-method bug, the other a broken example." + "reason": "Both are model breakages, but the affected models and root problems are unrelated." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3.5, but one is ZeRO-3 loading and the other is save_pretrained key serialization; different bugs." + "reason": "Same broad Qwen3.5 area, but ZeRO-3 weight loading and incorrect save_pretrained keys are different bugs." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but for different models and likely different root causes." + "reason": "Both involve tokenizer loading, but for different models and likely different root causes." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:43856", + "right": "issue:43873", "accept": false, - "reason": "Both are Transformers 5 regressions, but one is non-persistent buffer initialization and the other is Jupyter custom model initialization." + "reason": "One is training memory efficiency, the other is quantization/offloading behavior; not the same issue." }, { - "left": "issue:43856", - "right": "issue:43873", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Different problems: Qwen3 MoE training memory usage vs quantization offloading behavior." + "reason": "Different regressions: non-persistent buffers vs custom model initialization in notebooks." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/OOM, but one is MoE training and the other is int4 quantization reserved-memory growth." + "reason": "Both mention memory, but the concrete failures are training memory usage vs int4 quantization reserved-memory/OOM." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Related SigLIP2 area, but one is a docs example with multiple errors and the other is incorrect outputs from AutoModel/pipeline." + "reason": "Same SigLIP2 family, but one is docs/example mismatch plus quantization failure while the other is nonsensical AutoModel/pipeline output." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different models and different symptoms; one is LoRA/hf5 compatibility, the other is resize_token_embeddings output handling." + "reason": "The titles share resize_token_embeddings language, but the first is a LoRA/version-compatibility problem and the second is a direct embedding propagation bug on a different model path." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different Qwen3 MoE loading paths: accelerate+deepspeed conversion vs unit-test model loading failure." + "reason": "Different model-loading paths and models: Qwen3 MoE with accelerate/deepspeed vs GLM-4.7-Flash unit-test loading." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Both are loading errors, but for different models and different mismatch conditions." + "reason": "Trainer checkpoint step math and unused SGD args are separate training bugs." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Trainer checkpoint-resume math is unrelated to SGD optimizer arguments." + "reason": "Different models and different load errors: GLM-4.7-Flash unit tests vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:42491", - "right": "issue:43931", + "right": "issue:45335", "accept": false, - "reason": "No shared bug: LoRA checkpoint compatibility vs Qwen3-VL shape mismatch on load." + "reason": "They share some version/model-family context, but the failure modes are different and not the same concrete bug." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different generations of the same family, but one is a generic GLM5 issue and the other is a quantized save/load regression." + "reason": "GLM5 loading versus quantized model save/load breakage are different issues." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-related regressions, but one is a LlamaTokenizer pre-tokenizer override and the other is Granite AutoTokenizer ID mapping." + "reason": "Both are tokenizer regressions, but one is a pre-tokenizer override and the other is wrong token ID mapping for Granite." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Different save/load paths: extra_state handling vs init_empty_weights unexpected argument." + "reason": "Different products and symptoms: Qwen3.5 chat crash vs Gemma4Processor missing `_tokenizer` in serve." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Both are Qwen3.5/Gemma4 adjacent, but one is chat crashes and the other is processor attribute access in serve." + "reason": "Serialization `extra_state` handling and `init_empty_weights` constructor-argument handling are distinct bugs." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same API regression class: `resize_token_embeddings` fails to propagate to model-specific embedding/output weights; these look like the same underlying bug across Gemma4 and T5Gemma." + "reason": "Both point to the same underlying resize_token_embeddings propagation bug across related Gemma4/t5gemma embedding/output modules." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both are flash-attention crashes, but the root causes differ: Qwen3.5 packed sequence handling vs sink-less `s_aux=None` handling." + "reason": "Both involve flash-attention crashes, but the root causes are different." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "One is tokenizer vocab-size mismatch, the other is a separate model-loading failure." + "reason": "Tokenizer vocab-size mismatch is unrelated to tokenizer loading failure for a different model." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility is unrelated to meta-device loading regressions." + "reason": "One is a torch-version incompatibility, the other is a meta-device loading regression." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization offloading behavior and int4 reserved-memory OOM are related broadly, but not the same concrete bug." + "reason": "Both touch quantization/offloading and memory, but not the same code-path problem." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to VideoPrism output-field wiring." + "reason": "Both concern ModelOutput fields, but one is generic key assignment and the other is a specific model returning the wrong tensor in hidden_states." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different issues: Qwen3 auto device mapping crash vs AudioFlamingo3 batched inference leakage." + "reason": "Qwen3 auto device-mapping CUDA assert and AudioFlamingo3 batched inference leakage are unrelated." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to a GLM5 issue." + "reason": "SigLIP2 example issues and GLM5 loading are unrelated model bugs." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model families and different failures: FSDP2 attention state vs AutoModelForCausalLM config unwrapping." + "reason": "Gemma4 FSDP2 attention state bug and Qwen multimodal config unwrapping are different failures." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Different bugs: PEFT gradient checkpointing vs T5 using apex.FusedRMSNorm memory leak." + "reason": "Gradient checkpointing with LoRA is unrelated to T5 apex RMSNorm memory leak." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Very similar symptom, but different model classes; not enough evidence they share one concrete code path." + "reason": "Both mention untied `lm_head`, but they affect different model families and are not clearly the same underlying fix." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to mmap OOM on Strix Halo." - }, - { - "left": "issue:36010", - "right": "issue:39404", - "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline `return_language` behavior." - }, - { - "left": "issue:44387", - "right": "issue:44756", - "accept": false, - "reason": "Different resource issues: int4 quantization reserved memory vs mmap-induced OOM on Strix Halo." + "reason": "`init_empty_weights` constructor breakage and mmap OOM on Strix Halo are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted 45276/45335 pair is plausibly the same resize_token_embeddings propagation bug across closely related model implementations, and the other soft-edge rejections do not overclaim shared root cause. No mergeability issue stands out." + "accept": false, + "feedback": "The soft-edge verdicts are generally conservative, but the cluster summary overstates exclusivity. In the packet, issue:45292 is also a direct `resize_token_embeddings`/`output_embeddings`-type bug, so saying the 45276/45335 pair is the \u201conly genuinely overlapping pair\u201d is too strong. Please soften that claim to something like \u201cthe clearest overlapping pair among the soft-pairs.\u201d" }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2449,14 +2545,15 @@ "component_index": 1, "component_count": 24, "review_unit_index": 8, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ + "issue:36010", "issue:39404", "issue:42796", "issue:42947", @@ -2467,13 +2564,13 @@ "issue:43645", "issue:43646", "issue:43708", - "issue:43716", "issue:43828", "issue:43854", "issue:43957", "issue:44155", "issue:44164", "issue:44292", + "issue:44387", "issue:44402", "issue:44451", "issue:44479", @@ -2481,7 +2578,6 @@ "issue:44589", "issue:44683", "issue:44756", - "issue:44805", "issue:44863", "issue:44877", "issue:44912", @@ -2508,6 +2604,8 @@ ], "soft_pairs": [ "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:36010|issue:39404", "issue:45663|issue:45859", "issue:42947|issue:43381", "issue:43957|issue:44756", @@ -2517,269 +2615,260 @@ "issue:45276|issue:45292", "issue:45685|issue:46468", "issue:44479|issue:44877", - "issue:43381|issue:44928", "issue:44164|issue:44756", + "issue:43381|issue:44928", "issue:45684|issue:45698", "issue:45588|issue:45663", - "issue:43854|issue:45216", "issue:42796|issue:46326", + "issue:43854|issue:45216", "issue:45292|issue:45335", "issue:43828|issue:43957", - "issue:43646|issue:43708", "issue:44402|issue:44451", + "issue:43646|issue:43708", "issue:43645|issue:44164", "issue:44589|issue:44756", "issue:43425|issue:43828", - "issue:45812|issue:46315", "issue:46315|issue:46491", + "issue:45812|issue:46315", "issue:39404|issue:45701", - "issue:43611|issue:43645", "issue:44530|issue:45084", - "issue:39404|issue:46665", + "issue:43611|issue:43645", "issue:44683|issue:45823", - "issue:43425|issue:45823", - "issue:43425|issue:43716", - "issue:44589|issue:45084", - "issue:44479|issue:44805" + "issue:39404|issue:46665", + "issue:43425|issue:45823" ], - "prepared_review_unit_hash": "76afb22914413a2272209d49bc88157d153d4d8081d2880c74721d140eed64cf", + "prepared_review_unit_hash": "3b5ca53d2e52fb86b8b7c8ac15204d832c59282516b13375f86c9d020b750bea", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37872, - "estimated_input_tokens": 9468, - "estimated_eval_tokens": 19192 + "soft_pair_count": 33, + "serialized_chars": 37566, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated regressions across tokenizers, custom-model loading, quantization, device placement, and training behavior. The only clearly duplicate-looking edges are the resize_token_embeddings issues, which appear to be the same propagation bug in different model variants.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45698 is the broadest and most central custom-model loading regression in the set, with the most discussion and inbound references, and it overlaps with several nearby save/from_pretrained issues.", + "summary": "These items are mostly unrelated issue reports across different models/features. The only clear duplicate-like pair is the resize_token_embeddings regression on output embeddings, where the Gemma4-specific report is a broader variant of the generic one. No pull requests are present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45292 is the cleanest canonical because it states the underlying regression generically: `resize_token_embeddings` not updating `output_embeddings`. issue:45276 looks like a model-specific extension of that same bug, while issue:45335 is a separate decoder.embed_tokens variant.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best anchor for triage because it describes a concrete, user-facing from_pretrained/save_pretrained failure and has the strongest evidence of ongoing impact.", + "best_issue_reason": "issue:45292 is the best overall issue to anchor the resize-token-embedding duplicate set: it is concise, general, and directly names the affected code path. It is better suited than the more model-specific Gemma4 report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Same general quantization/loading area, but the models and failure modes differ; not the same underlying bug." + "reason": "Both are quantization/loading failures, but they affect different models and different quantization paths (NVFP4 vs MXFP4); not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is int4 CUDA reserved memory growth and the other is Strix Halo mmap behavior; different root causes." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to Whisper pipeline `return_language` behavior." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different models and different code paths: FSDP attention state rebuild vs CPU offload rotary embedding compatibility." + "reason": "Different model-specific failures: Gemma4 FSDP2 shared_kv_states vs Qwen3.5 MoE rotary embedding CPU offload." }, { "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." + "reason": "Both involve gradient checkpointing, but one is ineffective under PEFT LoRA and the other is forbidden in eval mode; separate issues." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading and mmap OOM are separate issues with different triggers and fixes." + "reason": "`torch.device(\"meta\")` loading problems are distinct from the Strix Halo mmap/OOM issue." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference leak and Gemma4 device mismatch are unrelated failures." + "reason": "AudioFlamingo3 batched inference leakage is unrelated to Gemma4 device-map mismatch." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer construction bug and Gemma4 FSDP attention KeyError are not the same bug." + "reason": "These are different model/config bugs: sparse-layer creation in SwitchTransformers vs Gemma4 FSDP2 attention state rebuild." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both mention Nemotron, but one is checkpoint loading and the other is a broken example; no shared concrete failure." + "reason": "NemotronH checkpoint loading and the official Nemotron example breaking are related by model family only, not the same concrete failure." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Both describe the same resize_token_embeddings propagation bug affecting output embeddings; one is a Gemma4-specific manifestation." + "reason": "Both describe the same resize_token_embeddings regression affecting output embeddings; 45276 is a Gemma4-specific manifestation of the broader 45292 bug." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MPS histogram/int error and a broken Nemotron example are unrelated." + "reason": "A missing MPS histogram kernel in MoE code is unrelated to the Nemotron example breakage." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen VL models and strict granite_speech config loading are different issues." + "reason": "Both are model/config regressions, but one is a video-input path issue and the other is strict-config loading for granite_speech." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:44164", + "right": "issue:44756", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to the RLHF NaN explosion from 3D position_ids/SDPA fallback." + "reason": "Save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap/OOM workaround." }, { - "left": "issue:44164", - "right": "issue:44756", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "extra_state save/load handling and Strix Halo mmap OOM are separate problems." + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN explosions from 3D position_ids / SDPA fallback." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom model save/load, but one is about read-only file permissions and the other is about loading the wrong module." + "reason": "Both involve save/load of custom modules, but one is a permissions propagation bug and the other is wrong-module loading after save_pretrained." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash attention sink-less crash and Gemma4 FSDP KeyError are distinct attention-path bugs." + "reason": "Flash-attention sinkless-model crash is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:42796", + "right": "issue:46326", "accept": false, - "reason": "GLM-4.7-Flash loading failure and Qwen3.5 save_pretrained regression are not the same underlying issue." + "reason": "Both are tokenizer-related, but BPE-marker handling and `continue_final_message` behavior are different bugs." }, { - "left": "issue:42796", - "right": "issue:46326", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are different tokenizer bugs." + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 save_pretrained regression are separate model/version issues." }, { "left": "issue:45292", "right": "issue:45335", - "accept": true, - "reason": "Both are the same resize_token_embeddings bug: the embedding/output weights are not updated consistently across model variants." + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but one targets output_embeddings and the other decoder.embed_tokens; not clearly the same concrete bug." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device loading failures are unrelated." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to meta-device loading failures." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Custom model initialization in notebooks and Trainer resume max_steps miscalculation are separate issues." + "reason": "Out-of-vocab token placement in bert-base-bg and inability to load ScandiBERT are different tokenizer/model-loading issues." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Tokenizer vocab-size mismatch for one model and inability to load another model are too weakly connected to treat as the same bug." + "reason": "Custom model initialization in notebooks is not the same as the Trainer resume_from_checkpoint max_steps calculation bug." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom model initialization and extra_state save/load handling do not look like one bug." + "reason": "Notebook custom model initialization and extra_state save/load handling are distinct failure modes." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Missing Float8 storage and mmap OOM are unrelated runtime/environment failures." + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap/OOM behavior." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 incompatibility is broader and not the same as the specific autocast dtype mismatch." - }, - { - "left": "issue:45812", - "right": "issue:46315", - "accept": false, - "reason": "One is correctness (wrong token IDs), the other is performance (slow convert_tokens_to_ids); not the same bug." + "reason": "Torch 2.10 incompatibility is too broad and not the same as a specific autocast dtype mismatch." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer performance regression and CodeLlama leading-space round-trip regression are different issues." + "reason": "Tokenizer performance regression in convert_tokens_to_ids and CodeLlama leading-space round-trip corruption are different problems." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:45812", + "right": "issue:46315", "accept": false, - "reason": "Whisper pipeline return_language regression and tokenization changes are not the same underlying bug." + "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are both tokenizer regressions, but not the same bug." }, { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Both are custom-model related, but base_model_prefix loading and notebook initialization failures are different failure modes." + "reason": "Whisper pipeline `return_language` breakage is unrelated to a general tokenization-version change report." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template-node compilation error are unrelated." + "reason": "PagedAttentionCache linear_attention failure and non-template-node compile TypeError are different code paths." }, { - "left": "issue:39404", - "right": "issue:46665", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are not the same issue." + "reason": "Both mention custom models under Transformers 5.0, but one is base_model_prefix loading and the other is Jupyter notebook initialization." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention torch-version failure and Gemma4 device mismatch are separate code paths." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." }, { - "left": "issue:43425", - "right": "issue:45823", + "left": "issue:39404", + "right": "issue:46665", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as a Gemma4 device-map forward mismatch." + "reason": "Whisper pipeline `return_language` and `from_pretrained` inside Python classes are different failure scenarios." }, { "left": "issue:43425", - "right": "issue:43716", - "accept": false, - "reason": "General torch-version incompatibility and a model/preprocessor dtype mismatch are unrelated." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Float8 storage lookup failure and compilation of non-template nodes are different problems." - }, - { - "left": "issue:44479", - "right": "issue:44805", + "right": "issue:45823", "accept": false, - "reason": "Qwen video regression and mask/tensor shape IndexError do not appear to be the same bug." + "reason": "Torch version incompatibility and Gemma4 device mismatch are not the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The anchor choice for issue:45698 is reasonable given its discussion activity and direct save/from_pretrained scope, and the only accepted soft-edge pairs are the resize_token_embeddings cases, which do look plausibly like the same underlying bug across model variants. The rejected pairs are generally justified as distinct failure modes." + "feedback": "The summary is conservative and grounded in the packet. The canonical pair choice around 45276/45292 is supported by the titles and the high similarity score, and the other soft-edge rejections stay cautious rather than overstating duplicates. No PR-pair issues are present." }, "evaluator_used": true, "retried": false, @@ -2792,15 +2881,14 @@ "component_index": 1, "component_count": 24, "review_unit_index": 9, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ - "issue:32090", "issue:36032", "issue:39404", "issue:42796", @@ -2809,7 +2897,6 @@ "issue:43404", "issue:43425", "issue:43452", - "issue:43541", "issue:43596", "issue:43611", "issue:43643", @@ -2823,16 +2910,18 @@ "issue:44079", "issue:44164", "issue:44265", - "issue:44451", "issue:44462", + "issue:44479", "issue:44488", "issue:44509", "issue:44530", + "issue:44589", "issue:44661", "issue:44671", "issue:44683", "issue:44737", "issue:44756", + "issue:44805", "issue:44898", "issue:44912", "issue:44918", @@ -2850,16 +2939,19 @@ "issue:46821" ], "soft_pairs": [ + "issue:43425|issue:43716", + "issue:44589|issue:45084", + "issue:44479|issue:44805", "issue:43906|issue:44530", "issue:43901|issue:44509", - "issue:43994|issue:44079", "issue:44671|issue:44991", + "issue:43994|issue:44079", "issue:43425|issue:44918", "issue:44265|issue:44898", "issue:36032|issue:43452", "issue:39404|issue:44912", - "issue:44164|issue:45759", "issue:46050|issue:46326", + "issue:44164|issue:45759", "issue:43906|issue:46326", "issue:43299|issue:43931", "issue:44991|issue:45081", @@ -2874,228 +2966,225 @@ "issue:43716|issue:45084", "issue:36032|issue:42915", "issue:46285|issue:46402", - "issue:32090|issue:39404", "issue:44737|issue:45859", "issue:44661|issue:44683", - "issue:43643|issue:44530", - "issue:43541|issue:45084", - "issue:42915|issue:44530", - "issue:44451|issue:44987" + "issue:39404|issue:44671", + "issue:43643|issue:44530" ], - "prepared_review_unit_hash": "8494029e0a0d359a7e5c3ff22d812a517dc2a7afa589fb4fce1f1c3fa3a3aac7", + "prepared_review_unit_hash": "d73fc4abe30b256adfbac9fe92d1bfd7d6ffdf604baaa7a5605c5773c3a6281f", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37071, - "estimated_input_tokens": 9268, - "estimated_eval_tokens": 18792 + "serialized_chars": 37097, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are heterogeneous: tokenizer/load regressions, model-shape/config bugs, compilation/tracing failures, docs issues, and resource/OOM reports. None of the soft pairs look like the same underlying bug or a PR-worthy merge target, so I reject all soft edges.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue cleanly represents this set; the entries span several unrelated regressions. If forced to pick a broad loading-regression umbrella, 43611 is the closest, but it does not subsume most of the others.", + "summary": "This cluster is heterogeneous: the soft links mostly connect unrelated Transformers regressions that only share broad language like \u201cloading\u201d or \u201ctokenizer.\u201d I would not merge any of the soft pairs.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44462 is the most generally useful, concrete regression in the set (tokenizer.json handling) and has downstream references, but the cluster overall does not look like a single duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "There isn\u2019t a strong global issue representative here; 43611 is the broadest loading-regression candidate, but it is still not a safe canonical for the whole collection.", + "best_issue_reason": "44462 is the best anchor only if one issue must represent the cluster, because it is specific, reproducible, and broadly impactful compared with the other unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility vs. Mistral-3 image preprocessor dtype mismatch; different failure modes and code paths." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup error vs. template compilation error; unrelated bugs." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs. a generic mask-shape IndexError; not the same underlying defect." + }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Different problems: a reproduction of a prior bug vs a Qwen3.5 paged-attention cache crash." + "reason": "An isolated reproduction of an old issue vs. a Qwen3.5 PagedAttentionCache crash; no concrete overlap." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline docs regressions and different removed/changed tasks." + "reason": "Both are docs issues, but they concern different pipeline docs and different removed/deprecated behaviors." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "Different bug classes: bad model/pipeline outputs vs ModelOutput key assignment when a key was previously None." + "reason": "Different models and symptoms: CamemBERT MLM predictions vs. loading an EMBEDDIA tokenizer." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Different models and root causes: CamemBERT masked-LM regression vs tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Model/pipeline output quality bug vs. ModelOutput key assignment bug; distinct components." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version incompatibility is not the same as a TRL trainer embedding-unpack failure." + "reason": "Torch incompatibility vs. TRL SFT embedding unpacking failure; unrelated paths." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Different code paths: torch.export/export with torch_compilable_check vs Perceiver interpolation image-classification failure." + "reason": "torch.export/torch_compilable_check failure vs. Perceiver positional interpolation failure; not the same bug." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer method conflict is unrelated to gguf_file handling in AutoTokenizer/AutoModel loading." + "reason": "Tokenizer special-token conflict vs. gguf_file handling in from_pretrained; different loading problems." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback behavior." + "reason": "Whisper pipeline return_language regression vs. MXFP4 quantization fallback; unrelated." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:46050", + "right": "issue:46326", "accept": false, - "reason": "save/from_pretrained extra_state handling is a different issue from from_config text_config unwrapping." + "reason": "Quantized save/load corruption vs. continue_final_message behavior for mistral_common tokenizers." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Quantized model save/load breakage is unrelated to mistral_common continue_final_message behavior." + "reason": "extra_state save/load handling vs. composite Qwen config unwrapping; different serialization/config bugs." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduction issue and a mistral_common tokenizer bug are not the same underlying defect." + "reason": "Different reproduction scope and different tokenizer behavior; no common code-path bug." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL MoE loading, but one is a version regression and the other is a weight-shape mismatch; root causes are not clearly the same." + "reason": "Both involve Qwen3-VL loading, but one is a MoE regression and the other is a weight-shape mismatch on a specific model; too different to merge." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer failures on different model families; no shared concrete bug path." + "reason": "Different tokenizers and different parsing layers; not the same underlying tokenizer bug." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency is not the same as disabling mmap on Strix Halo to avoid OOM." + "reason": "MoE training memory usage vs. Strix Halo mmap OOM workaround; unrelated root causes." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Zero3/BertModel indexing failure is unrelated to compiled flex_attention on newer torch." + "reason": "DeepSpeed ZeRO-3/BertModel indexing vs. compiled flex_attention on torch>=2.9; distinct failures." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state save/load handling does not match a TimesFM window_size AttributeError." + "reason": "save/from_pretrained extra_state issue vs. TimesFM window_size AttributeError; unrelated models and APIs." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading sleng-bert vs mistral regex patching are different tokenizer bugs." + "reason": "Loading cjvt/sleng-bert vs. Mistral regex patch crash; different tokenizers and bugs." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Different model loading failures with different symptoms and likely different fixes." + "reason": "Different affected repos/models and different tokenizer-load failures." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "base_model_prefix loading breakage is not the same as non-persistent buffers being filled with junk." + "reason": "base_model_prefix loading regression vs. non-persistent buffer junk filling; same release window, different code paths." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Ignoring tokenizer.json from repo is distinct from DeepSeek-Coder v1 producing incorrect output after a prior fix gap." + "reason": "Both touch tokenizer handling, but one is about ignoring tokenizer.json while the other is a DeepSeek-Coder-specific output regression after a prior fix; not clearly the same bug." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Ministral BPE-marker handling and Mistral3 lm_head weight tying are different model/tokenizer bugs." + "reason": "Tokenizer BPE-marker handling vs. lm_head weight tying in Mistral3 conditional generation; unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor/model dtype mismatch is unrelated to a template-node compilation error." + "reason": "Image preprocessor/model dtype mismatch vs. compilation of non-template nodes; no overlap." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "T5 tokenizer load conflict vs. Qwen3Moe FP8 config failure; different subsystems." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency is not the same as Sam3Model text encoder weights missing on load." - }, - { - "left": "issue:32090", - "right": "issue:39404", - "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline return_language behavior." + "reason": "CLIP text-model structure inconsistency vs. Sam3 text encoder weights not loading; different model families and mechanisms." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both mention device/offload concerns, but they are different code paths and different failures." + "reason": "CPU arange placement bug in XLNet vs. CPU-offload incompatibility in Qwen3_5 MoE rotary embedding; unrelated fixes." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model-addition mapping failure is unrelated to flex_attention compilation on torch>=2.9." - }, - { - "left": "issue:43643", - "right": "issue:44530", - "accept": false, - "reason": "trust_remote_code config field loss is not the same as a PagedAttentionCache linear_attention crash." + "reason": "Tokenizer mapping name conflict vs. flex_attention compilation failure; not the same defect." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Torch dynamo tracing of grouped_mm in Mixtral is different from a non-template-node compile error." + "reason": "Whisper pipeline return_language regression vs. CamemBERT masked-LM prediction regression; no shared bug." }, { - "left": "issue:42915", + "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8Config failure and Qwen3.5 linear_attention cache crash are different bugs." - }, - { - "left": "issue:44451", - "right": "issue:44987", - "accept": false, - "reason": "Different model-loading failures for different repositories and no shared concrete code path." + "reason": "AutoConfig trust_remote_code field loss vs. PagedAttentionCache invalid group type; different components and symptoms." } ] }, @@ -3111,13 +3200,13 @@ "component_index": 1, "component_count": 24, "review_unit_index": 10, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:28530", "issue:34567", @@ -3133,6 +3222,7 @@ "issue:43421", "issue:43452", "issue:43482", + "issue:43541", "issue:43582", "issue:43632", "issue:43644", @@ -3143,7 +3233,6 @@ "issue:43819", "issue:43883", "issue:43994", - "issue:44062", "issue:44206", "issue:44220", "issue:44291", @@ -3152,8 +3241,8 @@ "issue:44464", "issue:44466", "issue:44488", + "issue:44530", "issue:44534", - "issue:44589", "issue:44610", "issue:44811", "issue:44849", @@ -3169,12 +3258,15 @@ "issue:46326" ], "soft_pairs": [ + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", "issue:40990|issue:43421", "issue:43582|issue:43632", "issue:43644|issue:43646", "issue:34567|issue:40444", - "issue:44811|issue:45584", "issue:43883|issue:44488", + "issue:44811|issue:45584", "issue:42175|issue:46178", "issue:44206|issue:44220", "issue:40444|issue:46326", @@ -3184,8 +3276,8 @@ "issue:45084|issue:45507", "issue:44987|issue:44991", "issue:43262|issue:43377", - "issue:43746|issue:46326", "issue:43883|issue:44991", + "issue:43746|issue:46326", "issue:42915|issue:45084", "issue:44403|issue:45081", "issue:44464|issue:45987", @@ -3199,236 +3291,234 @@ "issue:44451|issue:45081", "issue:42915|issue:44291", "issue:28530|issue:34567", - "issue:36032|issue:43742", - "issue:42915|issue:44589", - "issue:44062|issue:44987" + "issue:36032|issue:43742" ], - "prepared_review_unit_hash": "561f43a490aa8fe7a3f3e78ddee583e7808deb40e6e0dc2253af76f08263e0e8", + "prepared_review_unit_hash": "99ad8d038da3a1774d5720855e8dd92b55e9d76b31a75dce2b2d90fc93cedde4", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37705, - "estimated_input_tokens": 9427, - "estimated_eval_tokens": 19110 + "soft_pair_count": 34, + "serialized_chars": 38044, + "estimated_input_tokens": 9511, + "estimated_eval_tokens": 19278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. It contains several unrelated transformers v5 regressions, tokenizer/model-loading failures, and audio/vision edge cases, but the soft pairs do not look like true duplicates of the same underlying bug.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43632 is the broadest and most central v5 regression here, centered on broken model initialization/state handling, so it is the best umbrella representative among the issues.", + "summary": "This set looks like a loose thematic bucket of mostly unrelated Transformers regressions and model-loading bugs. None of the soft pairs are strong duplicates, so I rejected all of them.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45081 is the most concrete and well-scoped loader/tokenizer failure in the set, with explicit crash text and inbound references, making it the best anchor despite the cluster\u2019s heterogeneity.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the clearest representative of the cluster\u2019s main theme: transformers v5 initialization/state regressions, rather than a narrow model- or tokenizer-specific failure.", + "best_issue_reason": "No issue is a strong global representative for the whole cluster. If one must be chosen, issue:45081 is the closest because it is specific, reproducible, and clearly bug-shaped.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: torch dynamo grouped_mm tracing in Mixtral versus a tokenizer template-node compilation TypeError." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but they involve different models and likely different breakages; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen-family failures with different symptoms and code paths: FP8 config loading versus PagedAttentionCache linear_attention crash." + }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Unrelated symptoms: perplexity on gpt-oss vs runtime special-token/post-processor mutation." + "reason": "Perplexity quality issue on a model/dataset is unrelated to runtime special-token post-processor updates." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Different failures: Apple Silicon allocator warmup TypeError vs `_is_hf_initialized` flag regression." + "reason": "Apple Silicon allocator TypeError and the _is_hf_initialized regression are unrelated runtime issues." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 init-related, but one is junk non-persistent buffers and the other is custom model notebook initialization; not the same bug." + "reason": "Both are v5 regressions, but one is non-persistent buffer serialization and the other is custom model initialization; different bugs." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token accounting bug vs Qwen2.5-VL iterable dataset with multiple images; different subsystems." + "reason": "Trainer token-count tracking and Qwen2.5-VL multi-image iterable dataset failure are unrelated." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Both touch Whisper/tokenization, but one ignores `skip_special_tokens` and the other fails on empty transcription after `align_special_tokens`." + "reason": "Missing all_tied_weights_keys in Molmo and a model load failure for cjvt/sleng-bert are different issues." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Different model-loading problems: missing `all_tied_weights_keys` vs failing to load a specific BERT model." + "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are distinct bugs." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Packaging/backends mismatch for `.[torch]` vs an unsupported backend mapping entry for `tensorflow_text`." + "reason": "One is about TF not being installed via a torch extra; the other is an unsupported backend name in BACKENDS_MAPPING." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Related audio area, but different code paths and errors: unsupported `center` arg vs `_torch_extract_fbank_features()` issue." + "reason": "Both touch audio feature extraction, but the reported failures are not the same code-path problem." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different multimodal/tokenizer bugs: iterable dataset multi-image prompt handling vs `continue_final_message` on mistral_common tokenizers." + "reason": "Multi-image Qwen2.5-VL dataset handling and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method conflict at load time vs custom model initialization in Jupyter; not the same underlying issue." + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization regression are unrelated." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve GGUF loading, but one is a general `gguf_file` API break and the other is a specific Qwen2.5-GGUF v5 load failure." + "reason": "The latter is a specific GGUF model-loading failure, but the former is a broader tokenizer/model loading breakage; not enough evidence they are the same bug." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized device-map offload failure is a different path from Qwen2.5-GGUF loading failure." + "reason": "Device-map offload loading and Qwen2.5-GGUF v5 loading failure are different loader issues." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Completely different errors: template compilation TypeError vs invalid method call in GraniteMoEHybrid." + "reason": "Non-template-node compilation and GraniteMoEHybrid invalid method calls are different errors." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are load regressions in v5, but for different models and likely different tokenizer/model code paths." + "reason": "Both are v5 model/tokenizer load regressions, but for different models and likely different failure modes." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor sampling-rate defaulting and MIMI batch padding-mask behavior are different bugs." + "reason": "Audio chat-template sampling-rate defaulting and MIMI batched-vs-single padding-mask mismatch are unrelated." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "PEFT/local-checkpoint loading for GraniteSpeech is unrelated to mistral_common `continue_final_message` handling." + "reason": "Molmo tied-weights attribute error and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Different failures: tied-weights attribute missing vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "PEFT local checkpoint loading for GraniteSpeech and mistral_common continue_final_message are different problems." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure and non-template node compilation error are unrelated." + "reason": "Qwen3Moe FP8 config failure and template-node compilation failure are unrelated." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic load noise vs a specific Mistral tokenizer regex patch crash; not the same bug." + "reason": "General loading noise/logging issue is not the same as the Mistral tokenizer regex crash." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Different generation/cache issues: chunked compiled-forward inconsistency vs `get_seq_length()` returning the wrong type." + "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length returning a tensor are different bugs." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model init failure and non-persistent buffer junk are different regressions, even if both are v5-related." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Notebook custom model initialization and non-persistent buffer serialization are distinct issues." + "reason": "Custom model initialization and non-persistent buffer junk-fill are separate v5 regressions." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state output bug vs Qwen2.5-VL rope/position-id scaling bug; different models and paths." + "reason": "Different Qwen model families and different functional bugs: hidden-states output versus rope index scaling." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Batched-vs-single padding-mask mismatch in MIMI is unrelated to DAC from_latents / missing STE behavior." + "reason": "MIMI batching/padding-mask mismatch and DAC STE mismatch are different audio-model behavior issues." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "One is missing weight tying in a model class; the other is inconsistent serialization of tied weights. Related theme, but not the same concrete bug." + "reason": "Weight tying missing in one model class versus device-dependent lm_head serialization are related only loosely, not the same concrete bug." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 nonsensical outputs and OmDet-Turbo 640px-vs-224px preprocessing mismatch are different issues." + "reason": "SigLIP nonsensical outputs and OmDet-Turbo processor size mismatch are different vision pipeline problems." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer/model load failures: physical-intelligence/fast vs Mistral regex patch crash." + "reason": "Different models and different tokenizer/loading code paths." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Model loading failure for ScandiBERT is unrelated to Mistral tokenizer regex patching." + "reason": "Two separate model-loading failures with no clear shared underlying defect." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config failure and `_is_hf_initialized` argument regression are separate v5 breakages." + "reason": "FineGrainedFP8 Qwen3Moe failure and unexpected _is_hf_initialized argument during init_empty_weights are unrelated." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping/eval metric mismatch vs trainer token counter not updating; different trainer features." + "reason": "Early-stopping metric lookup and num_input_tokens_seen tracking are unrelated trainer issues." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer class method collision and MobileLLM key error are unrelated loading failures." - }, - { - "left": "issue:42915", - "right": "issue:44589", - "accept": false, - "reason": "FP8 configuration failure and float8 storage lookup failure are different low-level regressions." - }, - { - "left": "issue:44062", - "right": "issue:44987", - "accept": false, - "reason": "AddedToken keyword collision vs loading failure for a specific model; not the same code-path." + "reason": "T5Tokenizer special-token method conflict and MobileLLM-125M key error are unrelated." } ] }, @@ -3444,13 +3534,13 @@ "component_index": 1, "component_count": 24, "review_unit_index": 11, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:33666", "issue:35707", @@ -3460,6 +3550,7 @@ "issue:41553", "issue:41720", "issue:42796", + "issue:42915", "issue:43089", "issue:43296", "issue:43322", @@ -3474,7 +3565,7 @@ "issue:43632", "issue:43746", "issue:43792", - "issue:44079", + "issue:44062", "issue:44220", "issue:44265", "issue:44291", @@ -3487,12 +3578,11 @@ "issue:44756", "issue:44811", "issue:44877", + "issue:44987", "issue:44991", "issue:45216", "issue:45325", "issue:45357", - "issue:45538", - "issue:45663", "issue:45812", "issue:45923", "issue:45987", @@ -3502,11 +3592,13 @@ "issue:46821" ], "soft_pairs": [ - "issue:44265|issue:44610", + "issue:44062|issue:44987", + "issue:42915|issue:44589", "issue:43089|issue:45987", + "issue:44265|issue:44610", "issue:43632|issue:46821", - "issue:44479|issue:45325", "issue:43322|issue:43540", + "issue:44479|issue:45325", "issue:43531|issue:44877", "issue:36032|issue:41720", "issue:45216|issue:45357", @@ -3522,231 +3614,222 @@ "issue:43792|issue:44589", "issue:43381|issue:45923", "issue:42796|issue:43746", - "issue:44291|issue:44589", "issue:33666|issue:40444", + "issue:44291|issue:44589", "issue:40990|issue:44811", "issue:42796|issue:46710", "issue:43482|issue:43525", "issue:35707|issue:40444", - "issue:44079|issue:45663", - "issue:41553|issue:43582", - "issue:43482|issue:45538", - "issue:43632|issue:44534" + "issue:41553|issue:43582" ], - "prepared_review_unit_hash": "bdf952b5e2ebff877b7c2d689015adb079ed7267d6df85b535a484ae05f28ad9", + "prepared_review_unit_hash": "ef2412c9f1dbbf473d232322bfd7e70e4b123d3f074c448b0e1faeefdb0dc86b", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36501, - "estimated_input_tokens": 9126, - "estimated_eval_tokens": 18508 + "soft_pair_count": 29, + "serialized_chars": 36154, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues. The only clear duplicate-like pair is the Qwen3.5 save_pretrained regression/follow-up; the rest share at most a broad subsystem or model family, which is not enough to merge.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45216 is the broader, earlier regression report for the Qwen3.5 save_pretrained bug, while issue:45357 looks like a narrower follow-up about one concrete manifestation (visual encoder keys).", + "summary": "This cluster is mostly heterogeneous and contains many unrelated issue reports. Only one soft edge looks like a true duplicate/sub-duplicate pair: the Qwen3.5 save_pretrained regression (45216/45357).", + "confidence": 0.93, + "canonical_issue_reason": "issue:45216 is the better canonical issue for the only clear duplicate pair: it is earlier and broader, while 45357 reads like a narrower follow-up about the same Qwen3.5 save_pretrained checkpoint regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the strongest cluster anchor because it is the broad upstream regression report and the only issue with a clearly related follow-up in the set.", + "best_issue_reason": "issue:45216 is the strongest representative of the only real overlap in the cluster, and it best captures the shared Qwen3.5 save_pretrained bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer failure classes: AddedToken special-argument conflict vs model loading failure for a specific repo." + }, + { + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Different bugs: torch.export/torch_compilable_check vs OmDet-Turbo processor image-size mismatch." + "reason": "Different bugs and code paths: FineGrainedFP8Config failure vs missing Float8 storage lookup." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Both touch generation/cache behavior, but one is a performance overhead report and the other is a cache-length contract bug." + "reason": "Performance overhead in generation vs a StaticCache return-type contract bug." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Unrelated: a Transformers v5 init flag regression vs a TimesFM window_size AttributeError." + "reason": "torch.export / torch_compilable_check failure is unrelated to OmDet-Turbo processor size mismatch." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Both involve Qwen VL media handling, but one is a broad video regression and the other is a specific still-image position_id scaling bug." + "reason": "Generic Transformers v5 init flag break vs TimesFM window_size AttributeError; different components and symptoms." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different models and failure modes: Llava Next loading segfault vs Qwen3OmniMoe video ValueError." + "reason": "Different multimodal model failures: Llava Next load segfault vs Qwen3OmniMoe video-input ValueError." }, { - "left": "issue:43531", + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is video-input processing and the other is still-image rope/position-id scaling; not the same bug." + }, + { + "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "No same code path: Qwen3-MoE sliding_window behavior vs granite_speech config strictness." + "reason": "Sliding-window issue in Qwen3-MoE is unrelated to strict config blocking granite_speech loading." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method conflict vs Qwen3 auto device mapping CUDA assert; no shared bug." + "reason": "Tokenizer method-name conflict and Qwen3 auto-device-map cuda assert are unrelated." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression; 45357 is a narrower follow-up about incorrect visual encoder keys." + "reason": "Both report the same Qwen3.5 save_pretrained regression producing incorrect checkpoints/visual encoder keys in Transformers 5.x." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer-related, but one is a load failure for a specific model and the other is a performance regression in convert_tokens_to_ids." + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta is unrelated to convert_tokens_to_ids performance regression." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Different topics: Torch 2.10 compatibility vs noisy loading output." + "reason": "Torch version incompatibility is not the same as generic noisy logging when loading a transformer." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model families and bugs: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding_window." + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Unrelated audio feature extraction bug vs compiled flex_attention failure on newer torch." + "reason": "Audio feature extraction bug and compiled flex_attention torch-version bug are different subsystems." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Different regressions: base_model_prefix loading vs non-persistent buffer corruption." + "reason": "base_model_prefix loading break is unrelated to non-persistent buffer initialization regression." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is IterableDataset/multi-image finetuning and the other is rope/position_id scaling." + "reason": "Multi-image iterable dataset finetuning failure is unrelated to Qwen2.5-VL still-image temporal position scaling." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Different tokenizers and symptoms: Granite token IDs regression vs CodeLlama leading-space round-trip issue." + "reason": "Granite token ID regression and CodeLlama leading-space round-trip bug are different tokenizer behaviors." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Noise during loading is not the same bug as EMBEDDIA/est-roberta tokenizer loading failure." + "reason": "Noise/logging issue and tokenizer-loading failure are not the same underlying bug." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different problem domains: HF init flag regression vs Strix Halo mmap OOM workaround." + "reason": "Transformers v5 init-flag regression is unrelated to mmap/OOM behavior on Strix Halo." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model loading/runtime issue vs Float8 storage lookup error; no concrete shared code path." + "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Related to gradient checkpointing in name only: eval-mode restriction vs missing supports_gradient_checkpointing flag." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to missing supports_gradient_checkpointing flag." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are unrelated." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError is a different failure than missing Float8 storage." + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image iterable dataset finetuning are different problems." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is multi-image iterable dataset failure." + "reason": "Unexpected _is_hf_initialized argument is unrelated to missing Float8 storage object." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Completely different subsystems: GPT-OSS perplexity vs Whisper batch_decode skip_special_tokens behavior." + "reason": "Perplexity regression on GPT-OSS and Whisper batch_decode skip_special_tokens bug are unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer marker handling for Ministral is unrelated to DeepSeek accuracy regression." + "reason": "Tokenizer BPE-marker issue is unrelated to DeepSeek-R1-Distill-Llama accuracy regression." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different loading failures: Qwen2.5-GGUF with transformers v5 vs missing pad_token_id on Llama4Config." + "reason": "GGUF loading failure with transformers v5 is unrelated to Llama4Config missing pad_token_id." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different generation/training paths: progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL finetuning on multi-image datasets." - }, - { - "left": "issue:44079", - "right": "issue:45663", - "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to Gemma-4 FSDP2 shared_kv_states KeyError." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error message vs Apple Silicon TypeError in caching_allocator_warmup." - }, - { - "left": "issue:43482", - "right": "issue:45538", - "accept": false, - "reason": "Different tokenizer/model issues: Qwen2.5-GGUF loading vs CLIPTokenizer max length constant." - }, - { - "left": "issue:43632", - "right": "issue:44534", - "accept": false, - "reason": "Both are Transformers v5 regressions, but they affect different internals and symptoms." + "reason": "Tokenizer error message issue and Apple Silicon caching_allocator_warmup TypeError are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:45216 and issue:45357, is plausibly a same-bug regression/follow-up based on their titles. The other rejections are generally well-justified by distinct models, subsystems, or failure modes. Minor caution: wording like \"upstream\" is a bit interpretive, but not enough to invalidate the cluster judgment." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, 45216/45357, is a plausible duplicate/sub-duplicate pair about the same Qwen3.5 save_pretrained regression; the other pair verdicts are appropriately cautious and do not overclaim duplication." }, "evaluator_used": true, "retried": false, @@ -3759,13 +3842,13 @@ "component_index": 1, "component_count": 24, "review_unit_index": 12, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:40444", "issue:41720", @@ -3780,8 +3863,8 @@ "issue:43482", "issue:43493", "issue:43531", - "issue:43606", "issue:43611", + "issue:43632", "issue:43644", "issue:43646", "issue:43701", @@ -3796,7 +3879,6 @@ "issue:44291", "issue:44462", "issue:44466", - "issue:44479", "issue:44534", "issue:44568", "issue:44829", @@ -3808,15 +3890,19 @@ "issue:45381", "issue:45479", "issue:45491", + "issue:45538", "issue:45542", + "issue:45663", "issue:45701", "issue:45812", - "issue:45823", "issue:45834", "issue:46402", "issue:46821" ], "soft_pairs": [ + "issue:43482|issue:45538", + "issue:44079|issue:45663", + "issue:43632|issue:44534", "issue:43317|issue:43856", "issue:43531|issue:44291", "issue:43421|issue:44568", @@ -3826,9 +3912,9 @@ "issue:44462|issue:45812", "issue:43296|issue:46821", "issue:44829|issue:45479", - "issue:43818|issue:46402", "issue:43377|issue:45491", "issue:43611|issue:43646", + "issue:43818|issue:46402", "issue:42175|issue:43296", "issue:43644|issue:44079", "issue:43818|issue:45357", @@ -3836,229 +3922,230 @@ "issue:44265|issue:45072", "issue:45325|issue:45381", "issue:43493|issue:43994", - "issue:45325|issue:45834", "issue:40444|issue:45381", + "issue:45325|issue:45834", "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:44479|issue:45823" + "issue:43701|issue:45325", + "issue:43873|issue:45701" ], - "prepared_review_unit_hash": "0a31a62378b8194b8d57c1e7b8ec2dba3da1c5395e121af4673b4fbd0d8fb148", + "prepared_review_unit_hash": "1ead6352281f8ebdb21671ff53be81e32ac10b8a5d6a6ee2819cdf053b5039ec", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36674, - "estimated_input_tokens": 9169, - "estimated_eval_tokens": 18594 + "soft_pair_count": 30, + "serialized_chars": 36961, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue cluster with a few clear duplicate-style subpairs around Qwen visual position handling and SigLIP2 tokenizer/model behavior; the rest are different regressions in unrelated subsystems.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 44479 is the broadest and most representative report of the Qwen2.5-VL/Qwen3* video-input regression family, capturing the same visual position-id bug line as the narrower Qwen visual-position issues.", + "summary": "This set is mostly a grab bag of unrelated bug reports. There is a loose Transformers v5 model-loading/initialization theme, but the soft pairs do not look like the same concrete bug/change, so I rejected them all. Issue 43611 is the best umbrella representative among the issues, but only for the v5 loading subset.", + "confidence": 0.69, + "canonical_issue_reason": "No single issue cleanly represents the whole heterogeneous set; 43611 is the closest umbrella candidate because it captures the broad Transformers v5 model-loading regression theme that several other reports partially resemble.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best single representative because it describes the regression most generally and across multiple affected Qwen model variants.", + "best_issue_reason": "43611 is the best anchor because it is the broadest user-facing loading failure in the cluster and the most likely reference point for the v5 init/load regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Both concern tokenization behavior, but one is a GGUF loading failure and the other is a model_max_length default; different bugs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "A ModelOutput key-assignment bug and a Gemma4 FSDP shared_kv_states issue are unrelated code paths." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about _is_hf_initialized and the other about buffer serialization; not the same bug." + }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different problems: CPU/GPU offload loading failure vs MoE training memory usage." + "reason": "One is dequantized model loading with offload, the other is Qwen3 MoE training memory usage; too different." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Different code paths: sliding_window/Qwen3-MoE behavior vs init_empty_weights/_is_hf_initialized loading error." + "reason": "Sliding-window behavior in Qwen3-MoE and an init_empty_weights/_is_hf_initialized TypeError are distinct failures." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer-related, but one is runtime post-processor updates and the other is add_special_tokens/BOS-EOS handling; not the same bug." + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is BOS/EOS insertion for a specific tokenizer." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both concern TF-related packaging, but the reported failures are different extras/dependency setups." + "reason": "These are both backend/dependency issues, but one is missing TensorFlow in an install extra and the other is a tf backend error from tensorboard-only installs." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Unrelated failures: Qwen3 auto device-map CUDA assert vs Mistral regex patch AttributeError." + "reason": "CUDA assert during Qwen3 auto device mapping and a tokenizer regex AttributeError are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Different issues in different internals: ModelOutput key assignment vs non-persistent buffer initialization." + "reason": "ModelOutput key handling and non-persistent buffer junk are different internal regressions." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Tokenizer loading vs Granite token-ID regression; related area, but not clearly the same underlying bug." + "reason": "Both are AutoTokenizer regressions, but one ignores tokenizer.json and the other returns wrong Granite token IDs; not the same bug." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Different models and failures: PaddleOCR-VL load in vLLM vs TimesFM window_size AttributeError." + "reason": "A PaddleOCR-VL load failure in vLLM and a TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both cause degenerate training, but via distinct mechanisms and model families." - }, - { - "left": "issue:43818", - "right": "issue:46402", - "accept": false, - "reason": "Different model bugs: Video-LLaVA tower/weight sharing vs Sam3Model text encoder loading." + "reason": "Both are degenerate training reports, but one is tied to flash_attention_3 and the other to single_label_classification with num_labels=1." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/masking issues, but they affect different models and different attention/padding failure modes." + "reason": "Both mention batching/padding, but MIMI padding-mask mismatch and Gemma3 all-padding-window NaNs are different model/code-path bugs." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other custom model initialization." + "reason": "Both are v5 model-loading/init regressions, but one is about base_model_prefix loading and the other about custom model initialization; too broad to merge." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing issues and Sam3Model text encoder loading are unrelated." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend issue vs model-loading failure in vLLM; not the same bug." + "reason": "Different backend/package problems with different models and runtime contexts." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer corruption vs ModelOutput key assignment bug." + "reason": "Non-persistent buffer initialization and ModelOutput key assignment are separate regressions." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different visual-model bugs: missing temporal attention in Video-LLaVA vs incorrect visual encoder keys in save_pretrained." + "reason": "Video-LLaVA architecture problems and Qwen3.5 save_pretrained visual-key serialization are different issues." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Different loading failures: Whisper runtime issue vs torch.device('meta') loading breakage." + "reason": "Whisper failing to run and meta-device loading breakage are both load-related but not the same concrete bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different problems: torch.export/torch_compilable_check vs bf16 dtype mismatch in inference." + "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatch are unrelated." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Same Qwen2.5-VL vision-position regression family in 5.3.0; both point to get_rope_index/position-id handling." + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video-input vision_position_ids; not clearly the same code-path." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 bug family: HF implementation disagrees with the original JAX behavior and yields bad outputs for the same model." - }, - { - "left": "issue:45325", - "right": "issue:45834", "accept": false, - "reason": "Both are vision/ocr-adjacent, but one is Qwen2.5-VL position-id scaling and the other is a Kosmos2.5 long-input index error." + "reason": "Both involve SigLIP2, but one claims HF/JAX implementation mismatch and the other reports bad AutoModel/pipeline outputs; related but not confirmed duplicate." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both mention Qwen2.5-VL, but one is finetuning with multiple images per prompt and the other is a video-input position-id regression." + "reason": "IterableDataset multi-image finetuning failure and Qwen2.5-VL video position-id issues are different symptoms." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 OCR index errors are unrelated." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Related to lm_head/tied weights, but one is a weight-tying bug and the other is a serialization inconsistency." + "reason": "One is a broken lm_head weight tie causing garbage generation; the other is inconsistent serialization depending on device." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Unrelated model-specific failures: Qwen3MoE FP8 config vs Qwen2.5-GGUF loading on v5." + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading failure are different bugs." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Different failures: init_empty_weights argument mismatch vs strict config rejecting 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": "Offloading/quantization issue vs tokenizer-version-dependent tokenization change." + "reason": "An unexpected _is_hf_initialized argument and strict config blocking granite_speech are unrelated." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL vision position ids." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different problems." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "CPU-offload device mismatch vs torch.export/compilable-check export failure." + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope-index scaling are unrelated." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Video-input regression in Qwen models vs Gemma4 PLE device-mapping mismatch; different symptoms and code paths." + "reason": "Quantization/offloading behavior and version-dependent tokenization changes do not describe the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The clustering summary is grounded in the packet and stays conservative. The two accepted soft pairs (Qwen position-id handling and SigLIP2 behavior) are supported by the issue titles, and the rejected pairs generally involve clearly different model families or failure modes. The choice of issue 44479 as the broad representative of the Qwen video/position-id regression family is reasonable from the titles provided." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4067,17 +4154,16 @@ "component_index": 1, "component_count": 24, "review_unit_index": 13, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:34634", "issue:35707", - "issue:36331", "issue:39692", "issue:40444", "issue:40990", @@ -4106,6 +4192,7 @@ "issue:43883", "issue:44186", "issue:44265", + "issue:44479", "issue:44488", "issue:44534", "issue:44568", @@ -4125,6 +4212,8 @@ "issue:46821" ], "soft_pairs": [ + "issue:44479|issue:45823", + "issue:43606|issue:44265", "issue:40990|issue:45584", "issue:43262|issue:43746", "issue:43828|issue:46821", @@ -4141,8 +4230,8 @@ "issue:43257|issue:45923", "issue:44568|issue:45920", "issue:45823|issue:46821", - "issue:43454|issue:45072", "issue:42796|issue:46209", + "issue:43454|issue:45072", "issue:43317|issue:43873", "issue:43377|issue:44898", "issue:43454|issue:43720", @@ -4153,157 +4242,168 @@ "issue:43526|issue:43883", "issue:43322|issue:46050", "issue:41720|issue:43322", - "issue:43881|issue:44991", - "issue:36331|issue:42617" + "issue:43881|issue:44991" ], - "prepared_review_unit_hash": "d536694e56253d2139145f2b399c81fafb99f27718e9dc972441cb5be46f9f3a", + "prepared_review_unit_hash": "405ef90a0ba61ff06578c6951af963d6438de04f4a45adde2871e38bc8b92ce7", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36810, - "estimated_input_tokens": 9203, - "estimated_eval_tokens": 18662 + "soft_pair_count": 31, + "serialized_chars": 37101, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous issue reports across unrelated models and subsystems. I do not see a safe cluster-wide duplicate canonical; none of the soft-edge pairs look mergeable into one concrete fix.", - "confidence": 0.88, - "canonical_issue_reason": "No safe canonical issue for the whole set: the reports span unrelated bugs in tokenization, loading, device mapping, training, audio, and export.", + "summary": "This cluster is a noisy mix of unrelated bug reports across tokenization, multimodal loading, quantization/offloading, generation, and training. None of the soft-edge pairs look like the same underlying issue, so they should all be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs across tokenization, multimodal loading, quantization/offloading, generation, and training; the soft pairs are mostly false positives.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to name a closest representative, issue 43873 is the broadest loading/offloading report, but it still does not represent the rest of the cluster.", + "best_issue_reason": "If a representative is needed, issue 43873 is the broadest loading/offloading report with the most cluster-like context, but it still does not subsume the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal failures, but one is a video-input regression in Qwen-family models and the other is a Gemma4 PLE device mismatch; different code paths and failure modes." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Bark CPU offload device mismatch is unrelated to torch.export failures around torch_compilable_check." + }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Different models and bug surfaces: perplexity/eval behavior vs Whisper empty-transcription generation after token alignment." + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation are unrelated bugs." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Both touch audio, but one is a sampling-rate default bug and the other is a PEFT/local checkpoint loading failure." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT adapter checkpoint loading." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Unrelated failures: autocast dtype mismatch in Phi-MoE vs an AttributeError for TimesFM window_size." + "reason": "These are different failures: dtype mismatch under autocast versus a TimesFM window_size AttributeError." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and likely different root causes." + "reason": "glm-4v loading failure and sleng-bert tokenizer loading failure affect different models and code paths." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Generation with inputs_embeds/past_key_values is unrelated to a device-map CUDA assert on Qwen3." + "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset handling and progressive generation with past key values are different code paths." + "reason": "BarkProcessor voice_preset failure is unrelated to progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying in AyaVisionConfig is unrelated to Bamba SDPA/torch.compile failures." + "reason": "Weight-tying bug in AyaVision is unrelated to Bamba torch.compile SDPA failure." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both are audio-model issues, but one is CPU offload device mismatch and the other is DAC latent reconstruction mismatch." + "reason": "Both mention model loading/forward issues, but CPU offload device mismatch and DAC.from_latents vs forward mismatch are different bugs." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Docs example errors for SigLIP2 do not match Qwen2.5-VL finetuning with multi-image iterable datasets." + "reason": "SigLIP2 doc example errors and Qwen2.5-VL iterable-dataset multi-image finetuning failures are unrelated." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash in LayoutLMv2 is not the same as torch.export failing on torch_compilable_check models." + "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to torch.export.export failures on torch_compilable_check." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device_map=auto, but the failures differ: CUDA assert on Qwen3 vs device mismatch during Gemma4 forward." + "reason": "Both involve device mapping, but Qwen3 cudaErrorAssert and Gemma4 PLE forward mismatch are not the same code-path problem." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor/model input-size mismatch." + "reason": "MIMI padding-mask batched-vs-single mismatch is unrelated to OmDet-Turbo image-size mismatch." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Streaming mask off-by-one and tokenizer convert_tokens_to_ids slowdown are different bugs." + "reason": "Off-by-one sliding-window masking and tokenizer convert_tokens_to_ids slowdown are unrelated." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Specific BOS/EOS handling in one tokenizer is not the same as broad AutoTokenizer ID regressions across many models." + "reason": "Both are tokenizer regressions in v5, but they affect different APIs and symptoms; not the same concrete bug." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device-mismatch forward failure and TimesFM window_size AttributeError are unrelated." + "reason": "Gemma4 PLE device mismatch and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "LM head weight tying and bfloat16 dtype mismatches in inference are different problems." + "reason": "Tokenizer BPE-marker handling and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:42796", - "right": "issue:46209", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + "reason": "Weight tying causing garbage generation is unrelated to bfloat16 dtype mismatches in inference." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "They share offloading/quantization wording, but the repros and failure modes differ enough that they should not be merged." + "reason": "Both touch offloading/quantization, but one is dequantized-model loading with device_map=auto and the other is a broader quantization offloading issue; not the same bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Padding-mask batch consistency and Perceiver non-default resolution failures are different model/processor bugs." + "reason": "MIMI padding-mask correctness and Perceiver non-default-resolution interpolation are different model bugs." }, { "left": "issue:43454", @@ -4315,55 +4415,49 @@ "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity on a benchmark and gradient-checkpointing behavior with PEFT LoRA are unrelated." + "reason": "High perplexity on a model is unrelated to LoRA gradient checkpointing being ineffective." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel script execution and Qwen3MoE FP8 loading are different code paths." + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both mention loading/regression, but FSDP CPU RAM efficient loading and junk non-persistent buffers are not the same defect." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different regressions." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for composite Qwen multimodal configs." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to not unwrapping text_config in composite Qwen multimodal configs." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BEiT image-processor label reduction and Molmo tied-weights attribute errors are unrelated." + "reason": "reduce_labels returning one label and Molmo missing all_tied_weights_keys are unrelated." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next load crashes and sinq save/load quantization breakage are different failures." + "reason": "Llava Next segmentation fault and sinq save/load quantization breakage are unrelated." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both are model-loading issues, but one is a device-map CUDA assert and the other is a segmentation fault in Llava Next loading." + "reason": "Qwen3 device-map cudaErrorAssert and Llava Next loading segfault are different model/loading failures." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/model-loading failures for different repositories; no shared concrete bug." - }, - { - "left": "issue:36331", - "right": "issue:42617", - "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to the 3d_parallel script failure." + "reason": "glm-4v loading failure and EMBEDDIA/est-roberta tokenizer loading regression are unrelated." } ] }, @@ -4379,13 +4473,13 @@ "component_index": 1, "component_count": 24, "review_unit_index": 14, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:26413", "issue:28530", @@ -4436,6 +4530,7 @@ "issue:46821" ], "soft_pairs": [ + "issue:36331|issue:42617", "issue:44387|issue:45704", "issue:41720|issue:44977", "issue:36331|issue:42915", @@ -4444,9 +4539,9 @@ "issue:43450|issue:45701", "issue:40990|issue:45701", "issue:43065|issue:46402", + "issue:44186|issue:45072", "issue:43873|issue:44756", "issue:41720|issue:42617", - "issue:44186|issue:45072", "issue:26413|issue:28530", "issue:43550|issue:43720", "issue:43577|issue:43708", @@ -4459,215 +4554,221 @@ "issue:44610|issue:44898", "issue:43404|issue:45357", "issue:44008|issue:45823", - "issue:36010|issue:42617", "issue:44423|issue:45406", + "issue:36010|issue:42617", "issue:45632|issue:45684", "issue:41720|issue:45161", "issue:43531|issue:43572", "issue:28530|issue:33666" ], - "prepared_review_unit_hash": "ec30d31d55ee7d0569890e6ab100da31cc2abba2312670390ca259e4f02c4306", + "prepared_review_unit_hash": "b2ba85ca9f7d4447b1b8258afee176358379aca6b809c5a2c715b646dea99d9a", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35902, - "estimated_input_tokens": 8976, - "estimated_eval_tokens": 18208 + "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": "This cluster is highly heterogeneous: the soft pairs share only broad themes (same model family, same API area, or same symptom class) but not the same concrete bug. I would not merge any of the proposed soft edges.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45701 is the broadest, most hub-like issue here (generic version-regression/tokenization wording, multiple inbound references), so it is the best umbrella representative for the noisy cluster.", + "summary": "This cluster does not form a true duplicate set: most items are unrelated Transformers bug reports that only share broad subsystem similarity. I would reject every soft edge. If a single representative is needed, issue 43708 is the strongest canonical issue because it describes a concrete, well-scoped Trainer checkpoint-resume regression with clear reproduction conditions.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43708 is the most concrete and actionable report in the cluster: it has a specific regression, a clear failure mode, and a narrow code path (Trainer resume_from_checkpoint / max_steps).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the most representative issue by scope and connectivity, but only as a loose thematic hub rather than a true duplicate anchor.", + "best_issue_reason": "Issue 43708 is the best representative because it is specific, reproducible, and bug-focused, unlike many other items that are either broader, model-specific, or only loosely related.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Different failures: a Trainer API signature regression vs a generic inability to run 3d_parallel.py." + }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both mention memory pressure, but one is int4 quantization/OOM while the other is a T5 RMSNorm memory leak; different code paths and fixes." + "reason": "Unrelated problems: int4 quantization OOM vs a T5/apex RMSNorm memory leak." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen3-related, but one is a device-mapping cuda assert and the other is a flash-attention generation issue; not the same bug." + "reason": "Both involve Qwen models, but the concrete bugs differ: device-map CUDA assert vs flash-attention generation behavior." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "`compute_loss(num_items_in_batch)` is a trainer API compatibility issue; Qwen3MoE + FineGrainedFP8Config is a different model/config failure." + "reason": "No same underlying bug: compute_loss kwargs regression vs Qwen3Moe FP8 config failure." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern saving/loading model weights, but one is tied `lm_head` serialization and the other is incorrect visual encoder keys; distinct failures." + "reason": "Both mention serialization/save behavior, but one is tied lm_head.weight and the other is wrong visual encoder keys." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Both involve loading/serialization regressions in v5, but one is strict config handling and the other is tokenizer loading for a specific model; not the same defect." + "reason": "Different root causes: strict config blocking granite_speech vs tokenizer loading failure for a specific model." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape handling is unrelated to the tokenization-version regression described in 45701." + "reason": "Video processor batch-shape bug is unrelated to a version-dependent tokenization change." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on gpt-oss is an evaluation/model-behavior problem, not the same underlying tokenization change bug." + "reason": "Perplexity anomaly on GPT-OSS is not the same as a tokenization version regression." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Both are Sam3-related, but one is a dummy Conv2d concern and the other is missing text-encoder weight loading; different code paths." + "reason": "Different models and code paths: dummy Conv2d in Sam3PixelDecoder vs missing Sam3 text encoder weight loading." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in inference." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offload behavior and Strix Halo mmap OOM are both memory-related but arise from different mechanisms and fixes." + "reason": "Quantization/offload behavior and Strix Halo mmap OOM are different issues with different fixes." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert and failure to run `3d_parallel.py` are not the same underlying issue." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer crashes on NER/batched padding and bfloat16 dtype mismatches are unrelated preprocessing vs precision bugs." + "reason": "Qwen3-VL auto device mapping and a 3d_parallel.py execution failure are not the same bug." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resumption exhausting the epoch iterator and early-stopping metric lookup are separate trainer behaviors." + "reason": "Checkpoint resume iterator failure vs early stopping metric lookup are separate Trainer features." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "One is torch.compile + SDPA on Bamba, the other is packed-weight handling during accelerate loading; different failure modes." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype propagation and resume-from-checkpoint max_steps calculation are unrelated bugs." + "reason": "One is a dtype propagation bug in Blip2 loading; the other is a max_steps miscalculation on resume_from_checkpoint." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "A MoE MPS histogram dtype error and a TimesFM window_size AttributeError are unrelated model-specific failures." + "reason": "MPS histogram support error in MoE models is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor/tokenizer API regression and a broader tokenization-version complaint are related only superficially, not the same concrete bug." + "reason": "Processor.tokenizer regression is about multimodal API breakage, not tokenization differences across versions." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both touch device/runtime behavior, but one is compile+SDPA and the other is CPU-offload device mismatch; not mergeable as one fix." + "reason": "These are distinct runtime failures in different models and subsystems: torch.compile/SDPA vs CPU-offload device mismatch." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Custom model initialization breakage and inconsistent `from_pretrained` behavior inside classes are separate API issues." + "reason": "Both concern custom model loading, but the concrete failures differ: initialization breakage vs from_pretrained behavior inside Python classes." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crashes and OmDet-Turbo image-size mismatch are both processor issues but not the same bug." + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo image-size mismatch are unrelated." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure and dequantized model loading with cpu offload are different quantization/offload problems." + "reason": "FineGrainedFP8Config failure is not the same as dequantized model loading with gpu+cpu offload." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both involve image sizing, but one is an OmDet processor/model expectation mismatch and the other is Perceiver interpolation behavior; distinct issues." + "reason": "Different vision preprocessing bugs: OmDet-Turbo returns 640px while Perceiver fails at non-default resolution." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Tied `lm_head` weights in Mistral3 and incorrect visual encoder keys in Qwen3.5 save_pretrained are different serialization bugs." + "reason": "Tied lm_head weight serialization in Mistral3 is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch with `device_map=auto` are unrelated." + "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are different bugs." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "GenerationMixin import regression and failure to run `3d_parallel.py` are unrelated issues." + "reason": "Continuous batching crash from str.to is not the same as Gemma4Processor missing _tokenizer." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "`continuous-batching` multimodal crash and Gemma4Processor missing `_tokenizer` are both serve-related but different code paths and fixes." + "reason": "Importing GenerationMixin from transformers.generation has no relation to running 3d_parallel.py." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Trust-remote-code cache path collision and read-only permission propagation are unrelated save/load filesystem issues." + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permissions propagation in save_pretrained." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both mention Qwen/GPT-OSS/MoE style model families, but one is an A800 device-map crash and the other is tensor-parallel support; different problems." + "reason": "Qwen3-VL device-map assert and GPT-OSS tensor-parallel failure are different model-specific issues." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window handling for Qwen3-MoE and missing `pad_token_idx` in StableLmConfig are separate config/model bugs." + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to missing pad_token_idx in StableLmConfig." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early-stopping metric lookup and Qwen2-VL multi-GPU training are not the same underlying issue." + "reason": "Early stopping metric handling is unrelated to Qwen2-VL multi-GPU training." } ] }, @@ -4683,13 +4784,13 @@ "component_index": 1, "component_count": 24, "review_unit_index": 15, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:28530", "issue:29159", @@ -4754,232 +4855,226 @@ "issue:33357|issue:35707", "issue:43540|issue:43782", "issue:30064|issue:34634", - "issue:43550|issue:43653", "issue:43873|issue:45704", + "issue:43550|issue:43653", "issue:29159|issue:36032", + "issue:44492|issue:44509", "issue:44387|issue:45701", "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:43606|issue:43653", "issue:45406|issue:45464", + "issue:43606|issue:43653", "issue:34567|issue:35707", "issue:43531|issue:46821", "issue:34634|issue:41720", "issue:43531|issue:44589" ], - "prepared_review_unit_hash": "7bf1362ce6d44d9833b3ee15a705c132dcb681b606ca5b83a168aaed600c4cd0", + "prepared_review_unit_hash": "e5128359cb54b6499c387cb3ebfd6e188242366e2598d943957509e178d69c5b", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36607, - "estimated_input_tokens": 9152, - "estimated_eval_tokens": 18560 + "serialized_chars": 36602, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Highly heterogeneous cluster: it mixes unrelated tokenizer, config, multimodal, training, quantization, serving, and docs issues. None of the suggested soft pairs look like the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out; the set is too heterogeneous to have a meaningful duplicate anchor.", + "summary": "This is a loose cluster of mostly unrelated Transformers bug reports spanning tokenizers, multimodal processors, loading/offloading, generation, and training-state issues. The soft pairs share broad subsystem language, but none look like the same concrete bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the broadest and most central report here: it has the strongest discussion/references and covers a common loading/offloading/quantization failure mode that overlaps thematically with several other reports.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue; even the broadest titles here describe different failure modes in different subsystems.", + "best_issue_reason": "issue:43873 is the best umbrella issue for this cluster because it is high-traffic, user-facing, and broad enough to represent the main loading/offloading regression theme without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different models and code paths: CamemBERT masked-LM predictions vs Qwen3.5 recurrent state reset with cache." + "reason": "Different models and failure modes: CamemBERT masked-LM predictions vs Qwen3 recurrent state reset in modular code." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Qwen3Moe FP8 config failure and pipelines import failure from kernels version/revision requirements are unrelated." + "reason": "One is a Qwen3Moe FP8/config load error; the other is a pipelines import-time dependency/version requirement issue." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 auto device-mapping CUDA assert failures." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b loading failure are different subsystems and symptoms." + "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b load failure are different code paths and symptoms." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer bugs, but LayoutLMv2 NER/padding crashes and MLukeAttributeError are different concrete defects." + "reason": "Both are tokenizer bugs, but for different tokenizers and different crashes; not the same underlying defect." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch 2.10 incompatibility is a version-support problem, not the TimesFM window_size AttributeError." + "reason": "Torch compatibility and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43716", "right": "issue:46821", "accept": false, - "reason": "Image preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated issues." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to TimesFM window_size handling." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload regression involve different config fields and behaviors." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload behavior are distinct config bugs." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe fine-grained FP8 config failure and Llava Next segmentation fault are not the same bug." + "reason": "Qwen3Moe FP8 config loading and Llava Next segmentation fault are different model-specific failures." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping/eval metric lookup has nothing to do with void segmentation map processing." + "reason": "Early-stopping metric resolution and void segmentation-map processing are unrelated." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different runtime problems." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different bugs." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe and Qwen3VL weight_only load failure are different code paths." + "reason": "Both are Qwen3 multimodal, but one is video-input processing and the other is from_pretrained weight loading; different paths." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation map processing and BarkProcessor voice_preset handling are unrelated." + "reason": "Void segmentation-map handling and BarkProcessor voice_preset are unrelated features." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration." + "reason": "Quantization/offloading OOM is unrelated to T5's apex.FusedRMSNorm memory leak." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are distinct bugs." + "reason": "torch.compile/SDPA failure for Bamba is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is different from the T5Tokenizer add_special_tokens naming conflict." + "reason": "Slow-vs-fast tokenizer inconsistency and T5 add_special_tokens name conflict are different tokenizer issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is not the same as outdated docs mentioning removed pipeline tasks." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization OOM and version-dependent tokenization changes are not the same underlying issue." + "reason": "Int4 quantization memory regression and tokenization differences across versions are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch for Bark differs from BitNet packed-weights unpacking during accelerate loading." - }, - { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "A typo in cache strategies is unrelated to stale docs mentioning removed pipeline tasks." + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are different loading bugs." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffers filled with junk and from_pretrained behavior inside Python classes are different loader semantics." + "reason": "Non-persistent buffer corruption in v5 and inconsistent from_pretrained behavior inside Python classes are not the same bug." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM config unwrapping are separate Qwen-related bugs." + "reason": "Qwen3-MoE sliding_window behavior and composite Qwen 3.5/3.6 config unwrapping are different code paths." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to GraniteSpeech PEFT adapter loading." + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local model import warning and undefined variables in multimodal token counting are different issues." + "reason": "Trailing-slash import warning and undefined video-branch helpers in multimodal token counting are distinct issues." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics dropping tuple labels is unrelated to SAM3 PCS text/bounding-box behavior." - }, - { - "left": "issue:43606", - "right": "issue:43653", - "accept": false, - "reason": "CPU offload device mismatch and mask token special-token registration are different bugs." + "reason": "gather_for_metrics tuple-label truncation and SAM3 text/bbox odd behavior are different problems." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming chat/completions failure." + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are separate service/model bugs." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "TrainerState token counters not updating and progressive generation cache behavior are unrelated." + "reason": "CPU offload device mismatch and tokenizer mask-token registration are unrelated." }, { - "left": "issue:43531", - "right": "issue:46821", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Both mention windowing, but Qwen3-MoE sliding_window and TimesFM window_size AttributeError are different models and bugs." + "reason": "TrainerState token-count tracking and generation with inputs_embeds/past_key_values do not share the same root cause." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 device-mapping cudaErrorAssert." + "reason": "BarkProcessor voice_preset and Qwen3 A800 CUDA assert are different model-specific failures." }, { "left": "issue:43531", - "right": "issue:44589", + "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and missing Float8 storage object are unrelated." + "reason": "Qwen3-MoE sliding_window and TimesFM window_size AttributeError only overlap by terminology, not by implementation or bug." } ] }, @@ -4995,13 +5090,13 @@ "component_index": 1, "component_count": 24, "review_unit_index": 16, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:30064", "issue:36010", @@ -5053,8 +5148,8 @@ ], "soft_pairs": [ "issue:44451|issue:44991", - "issue:45759|issue:45859", "issue:45357|issue:46402", + "issue:45759|issue:45859", "issue:44077|issue:44625", "issue:43644|issue:46665", "issue:44062|issue:44451", @@ -5065,12 +5160,12 @@ "issue:39692|issue:44610", "issue:44368|issue:45357", "issue:46655|issue:46693", - "issue:41720|issue:45704", "issue:43746|issue:46050", + "issue:41720|issue:45704", "issue:43421|issue:43927", - "issue:45704|issue:45923", - "issue:43381|issue:45704", "issue:44918|issue:44936", + "issue:43381|issue:45704", + "issue:45704|issue:45923", "issue:42886|issue:44843", "issue:44514|issue:44545", "issue:45759|issue:45923", @@ -5083,20 +5178,20 @@ "issue:43421|issue:44186", "issue:43782|issue:45381" ], - "prepared_review_unit_hash": "83b52acba4548dd8206f45733b47441b136ddc09978c6a46d6633763d37e2711", + "prepared_review_unit_hash": "1259032e93dc9a38764a7517685d5d3e8b1e236b6fbdc534a86ca531decad115", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36365, + "serialized_chars": 36366, "estimated_input_tokens": 9092, "estimated_eval_tokens": 18440 }, @@ -5105,198 +5200,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous Transformers issues with only two clear duplicate pairs: the offline tokenizer-cache regression and the Qwen2_5_VL batched padding crash. The rest are similar only at a broad subsystem level, not the same underlying bug.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43421 is the best cluster anchor among the issues: it is the broadest tokenizer-centric report and sits near several other special-token/tokenizer behavior reports, making it the most representative issue in this set.", + "summary": "This set is mostly heterogeneous and does not form one duplicate cluster; almost all soft pairs are false positives across different bugs/models. The only true duplicate is the Qwen2_5_VLProcessor batched-input crash pair (issue:44514 and issue:44545).", + "confidence": 0.96, + "canonical_issue_reason": "issue:44545 is the cleanest representative because it is an exact duplicate of issue:44514 with the same title and the same concrete crash scenario.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43421 is the strongest overall issue candidate because it captures a concrete recurring tokenizer state/post-processor problem and is broader than the more model-specific tokenizer reports.", + "best_issue_reason": "issue:44545 is the best issue to keep: it describes a specific, reproducible bug and has a direct duplicate in the set, while the other items are unrelated or only loosely similar.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading failures, but they involve different models and likely different root causes." + "reason": "Both are tokenizer-loading failures, but they target different models and likely different breakpoints; too broad to treat as one bug." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Both mention Qwen 3.5/3.6, but one is a config unwrap issue and the other is CPU offload compatibility; not the same bug." + "reason": "Different model families and different failure modes: incorrect visual encoder keys vs missing text encoder weights." }, { - "left": "issue:45357", - "right": "issue:46402", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Different model families and different loading failures; no shared concrete code path." + "reason": "One is about unwrapping text_config in from_config; the other is a CPU-offload incompatibility in rotary embedding forward. Not the same code-path." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "One is about post_init being optional, the other about num_labels propagation; unrelated behaviors." + "reason": "Both involve config-related behavior, but one is about post_init validation and the other about num_labels propagation; not the same underlying bug." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer corruption and from_pretrained behavior in Python classes are unrelated." + "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are unrelated issues." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "A tokenizer AddedToken constructor error is not the same as a model-specific load failure." + "reason": "AddedToken special-argument construction error is unrelated to a model-specific load failure." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and failure modes: image resolution handling vs dtype mismatch." + "reason": "Different subsystems and failure modes: image interpolation vs bfloat16 dtype mismatch." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading a specific model and PIL backend torchvision requirements are separate bugs." + "reason": "Loading a specific model and an image-processor torchvision dependency regression are not the same bug." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "One is config propagation, the other is loss calculation degeneracy; different code paths." + "reason": "Both concern classification config, but one is config propagation and the other is zero-loss behavior for num_labels=1; separate bugs." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and a ZeRO-3 gradient blow-up are distinct issues." + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient explosion are distinct training issues." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are vision-related, but one is a doc/example mismatch and quantization failure while the other is a processor size mismatch." + "reason": "A broken documentation example and a processor/model input-size mismatch are unrelated." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is unrelated to saving incorrect visual encoder keys." + "reason": "A warning about tie_word_embeddings and incorrect visual encoder keys are different problems." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Incorrect video padding calculation and a FA2 performance regression are different problems." + "reason": "Incorrect video padding calculation is unrelated to a flash-attention performance regression." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "CUDA assert during Qwen3 device mapping is unrelated to a T5 Apex RMSNorm memory leak." + "reason": "Local checkpoint loading with PEFT adapters and quantized save/load breakage are different code paths and model behaviors." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Local PEFT checkpoint loading and sinq save/load breakage are different serialization problems." + "reason": "cuda assert during Qwen3 device mapping is unrelated to T5's apex RMSNorm memory leak." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve tokenizer metadata, but one is runtime special-token updates and the other is save/load losing custom token IDs." + "reason": "Runtime special-token post-processing and saved custom token IDs are related to tokenization, but they are different bugs and different failure points." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "A memory leak in T5 norm code and a missing gradient_checkpointing flag are not the same bug." + "reason": "Trainer embedding unpacking failure and evaluate-after-train failure are different trainer issues." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Eval-mode gradient checkpointing behavior does not match a T5 Apex memory leak." + "reason": "Eval-mode gradient checkpointing and apex RMSNorm memory leak are unrelated." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "Trainer embedding unpacking failure and evaluate-after-train failure are different trainer issues." + "reason": "Different models and different concerns: memory leak vs missing supports_gradient_checkpointing flag." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Both describe the same offline tokenizer-loading regression; 44843 identifies the unconditional model_info() call in _patch_mistral_regex as the root cause." + "accept": false, + "reason": "Both break offline behavior, but one is cache loading and the other is an unconditional model_info call in a specific regex patch; not the same concrete bug." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "These are the same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False." + "reason": "These are near-verbatim duplicates with the same title and the same Qwen2_5_VLProcessor batched-input crash." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Different Qwen model issues: from_config text_config unwrapping vs missing supports_gradient_checkpointing." + "reason": "Composite config unwrapping and missing gradient-checkpointing support are unrelated." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "A silent wrong-result cache bug and an error-message bug are not the same underlying change." + "reason": "Mamba2Mixer incorrect results with use_cache and T5 decoder validation error-message quality are not the same issue." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc/example issues and quantization offloading behavior are not the same bug." + "reason": "A SigLIP2 doc example problem is unrelated to quantization offloading behavior." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT checkpoint loading and quantized offloading misbehavior are separate problems." + "reason": "Local checkpoint loading with adapters and quantization/offloading behavior are different bugs." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and failure modes: nonsensical pipeline outputs vs masked LM predictions." + "reason": "Different model families and different outcomes: nonsensical SigLIP2 results vs incorrect CamemBERT masked-LM predictions." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both concern tokenizer special tokens, but one is runtime post-processor updating and the other is a BigBirdTokenizer registration/decode bug." + "reason": "One is runtime special-token post-processor updates; the other is BigBirdTokenizer mask token registration/empty decode output." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "ImageProcessor segmentation-map handling and a GenerationMixin ImportError are unrelated." + "reason": "Image segmentation map processing and GenerationMixin import failure are entirely unrelated." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token post-processor updates and LayoutLMv2 NER/padding crashes are different tokenizer bugs." + "reason": "Tokenizer post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer bugs." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are separate multimodal issues." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video vision_position_ids issue are different multimodal failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it correctly characterizes the set as mostly heterogeneous and identifies the two strongest duplicate pairs (42886/44843 and 44514/44545). The remaining soft-edge rejections are conservative and do not overclaim shared root cause from the titles alone. I don\u2019t see an evidence-overstatement problem here." + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted pair, issue:44514 / issue:44545, is well supported as a near-duplicate batched-input crash report. The other soft pairs are generally separated by different model families, subsystems, or failure modes, so the rejection calls are defensible. No mergeability problems here." }, "evaluator_used": true, "retried": false, @@ -5309,13 +5404,13 @@ "component_index": 1, "component_count": 24, "review_unit_index": 17, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:30064", "issue:36331", @@ -5388,231 +5483,231 @@ "issue:44186|issue:44898", "issue:30064|issue:36331", "issue:41720|issue:44991", - "issue:43335|issue:43756", "issue:43643|issue:44877", "issue:43550|issue:43819", + "issue:43335|issue:43756", "issue:43540|issue:44008", - "issue:44821|issue:45084", "issue:44843|issue:45081", - "issue:39692|issue:45834", + "issue:44821|issue:45084", "issue:44485|issue:44509", + "issue:39692|issue:45834", "issue:44186|issue:44442", "issue:44448|issue:44671" ], - "prepared_review_unit_hash": "a4dba96b6eb8c870385ade848c2ba953e93bc2fd5c4ca26a7369842b7c4e9c7d", + "prepared_review_unit_hash": "889385932f14a964effe0db4986ccabceceb7b2c4e23e2eae3e4d4dbfedb6845", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37253, - "estimated_input_tokens": 9314, - "estimated_eval_tokens": 18884 + "serialized_chars": 37261, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose topical neighborhood, not a true duplicate cluster: it mixes unrelated bugs across vision/video models, tokenizers, configs, and training/runtime paths. No soft edge is strong enough to merge, so all candidate links are rejected.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue is clearly justified because the cluster is heterogeneous; at most it loosely centers on tokenizer-regex regressions, but most items are unrelated.", + "summary": "This cluster is a false positive: the items span unrelated tokenizer, model, config, performance, and documentation issues with no single shared underlying bug or change. All soft-edge links should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous, spanning unrelated bugs across tokenizers, models, configs, and docs.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one representative issue, 45081 is the clearest concrete regression in the tokenizer-regex code path (_patch_mistral_regex crash with a reproducible failure).", + "best_issue_reason": "No issue cleanly represents the cluster as a whole; there is no common root cause or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different model families and failures: VideoPrism output field mismatch vs RT-DETR feature-level shape error." + "reason": "Different components: VideoPrism output-field bug vs RT-DETR forward shape/type error." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both touch fix_mistral_regex, but one is a crash in _patch_mistral_regex and the other is a Kimi tokenizer regression with codec/warning issues; not clearly the same bug." + "reason": "Both mention Mistral regex/tokenizer handling, but one is a backend_tokenizer crash and the other is a Kimi-K2.5 codec/regression issue." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache seq length contract bug is unrelated to a video classification output field mix-up." + "reason": "Unrelated cache API contract issue vs VideoPrism output misassignment." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression and repo_files revision forwarding are unrelated changes." + "reason": "Tokenizer regression vs Hub API revision forwarding; no shared root cause." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different subsystems and failures: accelerate loading of packed BitNet weights vs DAC from_latents/STE mismatch." + "reason": "Packed-weight loading bug vs DAC latent reconstruction/STE mismatch." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated tokenizer/model-loading bugs." + "reason": "BigBird special-token registration bug vs BitNet packed-weight loading bug." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed zero3/BertModel init error is unrelated to _torch_extract_fbank_features() behavior." + "reason": "Zero3/BertModel init index error vs audio feature extraction helper issue." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to Kosmos2.5 long-OCR indexing." + "reason": "Processor/tokenizer regression vs long-OCR indexing failure." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Bamba torch.compile SDPA failure is unrelated to SwitchTransformers/TimmWrapperModel dtype mismatches." + "reason": "Different failures: torch.compile SDPA bug vs bfloat16 dtype mismatch." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Torch.compile SDPA failure and DiaConfig save/load token-ID loss are different bugs." + "reason": "Compile-time attention bug vs DiaConfig custom token ID persistence error." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken duplicate special-arg error is unrelated to loading a specific model/tokenizer checkpoint." + "reason": "AddedToken constructor error vs tokenizer load failure for a specific model." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3.5 video apply_chat_template token/feature mismatch are different code paths." + "reason": "Both are video-related, but one is a Qwen3OmniMoe input-processing error and the other is a chat-template video token/feature mismatch." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are unrelated." + "reason": "Qwen2.5-VL video position IDs bug vs long-context FA2 performance regression." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank feature extraction issue and add-new-model-like TOKENIZER_MAPPING_NAMES failure are unrelated." + "reason": "Audio feature extraction helper issue vs tokenizer-mapping model addition bug." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig trust_remote_code missing fields." + "reason": "Sliding-window Qwen3-MoE bug vs AutoConfig remote-code field loss." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "base_model_prefix loading breakage and from_pretrained behavior inside Python classes are different loader regressions." + "reason": "Base_model_prefix loading regression vs generic from_pretrained behavior in Python classes." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Missing CLIPOutput attentions field and RTDetrV2 output drift are unrelated model-output regressions." + "reason": "CLIP attentions field regression vs RT-DETR output divergence." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration and DAC forward/from_latents mismatch are unrelated." + "reason": "BigBird special-token registration bug vs DAC latent reconstruction/STE mismatch." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and Perceiver non-default-res image classification failure are different bugs." + "reason": "LayoutLMv2 tokenizer NER/padding crash vs Perceiver non-default-resolution failure." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image Processor void segmentation map handling and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Image processor void-segmentation bug vs CustomTrainer compute_loss kwarg incompatibility." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and est-roberta tokenizer loading failure do not share a concrete code path." - }, - { - "left": "issue:43335", - "right": "issue:43756", - "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE layer-dropping are different configuration/model-definition bugs." + "reason": "Qwen3 auto device-map CUDA assert vs tokenizer loading failure for est-roberta." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields and granite_speech strict-config loading are distinct config-loading regressions." + "reason": "Remote-code config field loss vs strict granite_speech config loading." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile SDPA failure and DAC latent conversion mismatch are unrelated model/runtime issues." + "reason": "Bamba torch.compile SDPA bug vs DAC latent reconstruction mismatch." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Gemma3n variable-name collision are unrelated." + "reason": "Sparse layer creation bug vs Smollm3 RoPE-layer dropping bug." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "AutoImageProcessor URL loading and TypeError compiling non-template nodes are unrelated." + "reason": "Video-input validation bug vs Gemma3n variable-name collision." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve _patch_mistral_regex, but one is offline-mode model_info() access and the other is a backend_tokenizer attribute crash; not clearly the same underlying bug." + "reason": "Offline model_info call in _patch_mistral_regex vs backend_tokenizer AttributeError in the same helper; related area but distinct bugs." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "SigLIP2 docs/example errors and Kosmos2.5 OCR indexing are unrelated." + "reason": "AutoImageProcessor URL-loading issue vs template-node compile error; unrelated." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and removed pipeline-task docs are different change requests." + "reason": "GLM-5 RoPE discussion vs docs cleanup for removed pipeline tasks." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example errors vs Kosmos2.5 OCR index error." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated." + "reason": "LayoutLMv2 tokenizer crash vs FastSpeech2Conformer tokenizer loading failure." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM prediction regression are different model-specific issues." + "reason": "Different model regressions: Pegasus output change vs CamemBERT masked-LM prediction bug." } ] }, @@ -5628,13 +5723,13 @@ "component_index": 1, "component_count": 24, "review_unit_index": 18, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:28218", "issue:29159", @@ -5648,7 +5743,6 @@ "issue:43582", "issue:43606", "issue:43644", - "issue:43645", "issue:43716", "issue:43720", "issue:43749", @@ -5656,6 +5750,7 @@ "issue:43818", "issue:43825", "issue:43827", + "issue:43931", "issue:43950", "issue:43994", "issue:44008", @@ -5682,233 +5777,226 @@ "issue:46294", "issue:46463", "issue:46512", - "issue:46665" + "issue:46846" ], "soft_pairs": [ "issue:43644|issue:43749", - "issue:45183|issue:45479", "issue:43322|issue:45685", + "issue:45183|issue:45479", "issue:34634|issue:36010", "issue:43606|issue:45072", "issue:45584|issue:45834", "issue:43716|issue:44008", "issue:44479|issue:45834", "issue:43388|issue:46032", - "issue:43950|issue:45987", "issue:44991|issue:46291", "issue:43582|issue:46512", - "issue:43577|issue:43818", + "issue:43950|issue:45987", "issue:43825|issue:43994", + "issue:43577|issue:43818", "issue:43782|issue:44977", "issue:46294|issue:46463", "issue:43421|issue:44811", "issue:44561|issue:45020", + "issue:43931|issue:46846", "issue:44805|issue:44936", "issue:43540|issue:45381", "issue:44610|issue:45072", - "issue:43720|issue:45072", "issue:43825|issue:43827", "issue:28218|issue:29159", - "issue:43749|issue:44291", - "issue:43645|issue:46665", - "issue:43577|issue:43582" + "issue:43720|issue:45072", + "issue:43749|issue:44291" ], - "prepared_review_unit_hash": "25988cda0876a91002c474f381645b8c7fb1e0b49b42d5071e50cdff0a71b581", + "prepared_review_unit_hash": "298d0534b487b523c1591addd27807b25c672e2f147c0340916c6fc991444f6f", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35657, - "estimated_input_tokens": 8915, - "estimated_eval_tokens": 18086 + "soft_pair_count": 26, + "serialized_chars": 35365, + "estimated_input_tokens": 8842, + "estimated_eval_tokens": 17940 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and spans many unrelated regressions. The only strong duplicate-looking pair is the tokenizer added-token spacing vs. slow/fast tokenizer inconsistency report.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set for recent-version remote_code regressions, making it the best general anchor for this mixed cluster.", + "summary": "The set is mostly heterogeneous transformer bugs across tokenizer, loading, vision/video, dtype, and trainer codepaths. Only the tokenizer pair around added-token spacing looks like the same underlying slow/fast tokenizer bug; the rest are too different to merge as duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:29159 is the better canonical issue for the tokenizer pair because it states the broader slow-vs-fast inconsistency, while issue:28218 is the more specific added-token spacing symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most general, high-level issue here; the rest are mostly narrow, model-specific regressions or unrelated bug reports.", + "best_issue_reason": "issue:29159 is the strongest issue candidate overall: it is broad enough to cover the accepted tokenizer duplicate and is phrased at the right abstraction level for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Different loading paths and failures: non-persistent buffer corruption vs. FSDP CPU RAM efficient loading." + "reason": "Both are loading/runtime regressions, but one is about non-persistent buffers being corrupted and the other is FSDP CPU RAM-efficient loading; different bugs and codepaths." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "One is input_ids/inputs_embeds validation messaging; the other is a classification-loss bug for num_labels=1." + "reason": "A Llava Next load segfault and an MPS histogram int-kernel error are unrelated failures." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Unrelated models and code paths: Llava Next load segfault vs. an MPS histogram/int support error." + "reason": "One is input validation for input_ids/inputs_embeds, the other is a classification loss degeneration issue; not the same bug." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset behavior is unrelated to the GenerationMixin import failure." + "reason": "BarkProcessor voice preset handling and a GenerationMixin import error are unrelated." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Different bug classes: CPU offload device mismatch vs. bfloat16 dtype mismatch in other models." + "reason": "Both mention mismatch-like symptoms, but they affect different models and different mechanisms (CPU offload device mismatch vs bfloat16 dtype mismatch)." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty transcription handling is unrelated to Kosmos2.5 long OCR indexing." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR index errors are different model-specific failures." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal, but they describe different failures in different models and code paths." + "reason": "A dtype mismatch between image preprocessor and model is unrelated to a Gemma3n forward variable-name collision." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video regression and Kosmos2.5 OCR indexing are not the same underlying bug." + "reason": "These are different problems in different model families: video-input regression vs OCR length/indexing failure." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Gather-for-metrics label trimming is unrelated to Mamba2 cache misuse with seq_len > 1." - }, - { - "left": "issue:43950", - "right": "issue:45987", - "accept": false, - "reason": "Non-persistent buffer corruption and StaticCache return-type mismatch are different regressions." + "reason": "Gathering metrics drops tuple labels in the last batch, while Mamba2Mixer has a use_cache correctness bug; separate paths." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure and kernels version/revision import failure are distinct issues." + "reason": "Tokenizer loading failure for a specific model and pipeline import failure due to kernels version requirements are unrelated." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon warmup TypeError is unrelated to stale config dtype in from_config()." + "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config are different dtype/config issues." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "BLIP2 dtype mismatch and Video-LLaVA architecture/weight-sharing issues are not the same bug." + "reason": "Silent corruption of non-persistent buffers is unrelated to StaticCache.get_seq_length returning the wrong type." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline v5 error-message wording and SigLIP2 model output corruption are unrelated." + "reason": "An error-message/docs issue about removed translation pipelines is not the same as SigLIP2 producing bad outputs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype retention and Video-LLaVA temporal-attention/weight-sharing issues are different model bugs." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "from_pretrained weight_only loading error is unrelated to flash-attention generation problems." + "reason": "Qwen3VL weight_only loading and Qwen3.5 flash-attention generation failures are distinct regressions." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video template mismatch and T5 decoder-input validation messaging are different code paths." + "reason": "Video chat-template feature/token mismatch and a T5 decoder-input validation message bug are unrelated." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime post-processor updates and Whisper batch_decode skip_special_tokens handling are separate tokenizer/decoder issues." + "reason": "Runtime post-processor updates for special tokens and Whisper skip_special_tokens decoding are different tokenizer/processor behaviors." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code breakage, but one is specifically about is_torch_fx_available removal while the other is a broad umbrella report." + "reason": "Both affect trust_remote_code models, but one is specifically the removal of is_torch_fx_available and the other is a broader recent-version regression." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL shape mismatch and missing linear_attn TP plan entries are separate model-loading/tensor-parallel problems." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape IndexError and trainer.evaluate() after train() are not the same failure." + "reason": "A mask/tensor shape IndexError and trainer.evaluate failing after train are not the same underlying issue." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to video position-id regression in Qwen2.5-VL." + "reason": "Different Qwen video-input regressions with different symptoms and likely different fixes." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo image-size mismatch and bfloat16 dtype mismatches are different problems." - }, - { - "left": "issue:43720", - "right": "issue:45072", - "accept": false, - "reason": "Packed-weight loading failure in BitNet is unrelated to bfloat16 dtype mismatch bugs." + "reason": "Processor image-size mismatch and dtype mismatch are unrelated." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "A misleading runtime error and stale documentation references are related thematically but not the same artifact." + "reason": "Both are about pipeline removal fallout, but one is an incorrect error message and the other is outdated docs; not the same concrete bug/change." }, { "left": "issue:28218", "right": "issue:29159", "accept": true, - "reason": "Both describe tokenizer behavior divergence around added tokens / spacing, with the slow-vs-fast inconsistency matching the extra-space symptom." + "reason": "These describe the same tokenizer inconsistency: added tokens triggering extra spacing versus slow/fast tokenizer behavior differences." }, { - "left": "issue:43749", - "right": "issue:44291", - "accept": false, - "reason": "FSDP CPU RAM loading and init_empty_weights/_is_hf_initialized argument handling are different initialization/loading bugs." - }, - { - "left": "issue:43645", - "right": "issue:46665", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Jupyter custom-model initialization failure is not the same as from_pretrained-in-class inconsistent behavior." + "reason": "Packed-weight loading failure in BitNet is unrelated to generic dtype mismatch bugs." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "BLIP2 dtype handling and Apple Silicon caching allocator warmup are unrelated." + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights rejecting _is_hf_initialized are different loading regressions." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge decisions stay conservative overall. The one accepted pair is plausible from the titles, and the rejections do not overclaim duplicate status." + "feedback": "The assessment is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:28218 vs issue:29159, is supported by the tokenizer-space/slow-vs-fast linkage, and the rest are reasonably kept separate by model/codepath differences." }, "evaluator_used": true, "retried": false, @@ -5921,13 +6009,13 @@ "component_index": 1, "component_count": 24, "review_unit_index": 19, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:34634", "issue:36010", @@ -5938,10 +6026,9 @@ "issue:43329", "issue:43452", "issue:43526", - "issue:43531", "issue:43550", + "issue:43577", "issue:43582", - "issue:43638", "issue:43645", "issue:43653", "issue:43697", @@ -5957,7 +6044,6 @@ "issue:44671", "issue:44857", "issue:44912", - "issue:44936", "issue:44991", "issue:45003", "issue:45020", @@ -5975,20 +6061,23 @@ "issue:46209", "issue:46285", "issue:46326", + "issue:46665", "issue:46697", "issue:46728" ], "soft_pairs": [ + "issue:43645|issue:46665", + "issue:43577|issue:43582", "issue:44671|issue:45701", "issue:42175|issue:45081", - "issue:45987|issue:46192", "issue:34634|issue:36331", + "issue:45987|issue:46192", "issue:45003|issue:46285", "issue:46697|issue:46728", "issue:43653|issue:44912", "issue:43262|issue:43819", - "issue:43582|issue:44857", "issue:43782|issue:45325", + "issue:43582|issue:44857", "issue:45081|issue:45406", "issue:44589|issue:45042", "issue:45372|issue:46326", @@ -6003,207 +6092,205 @@ "issue:43257|issue:43329", "issue:43906|issue:46209", "issue:36010|issue:36331", - "issue:43819|issue:43927", "issue:36010|issue:43645", - "issue:43531|issue:45042", - "issue:43638|issue:44936" + "issue:43819|issue:43927" ], - "prepared_review_unit_hash": "a6cde3af40de2c8a143dbad6ca6ab94e5c6b605b2d4063bdb4b298e634706937", + "prepared_review_unit_hash": "2b8652adc9dd8de8f6c22f6e423c4661b340ce9627c548240c97a0510f817be6", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36422, - "estimated_input_tokens": 9106, - "estimated_eval_tokens": 18468 + "serialized_chars": 35893, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, and the soft edges are broad-topic false positives rather than true duplicates. I would not merge any of these pairs; no single issue/PR stands out as a valid canonical representative for the whole group.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous: these are mostly unrelated regressions in loading, tokenization, processors, training, and backend-specific behavior. None of the proposed soft links looks like the same underlying bug/change, so no true duplicate canonical stands out.", + "confidence": 0.94, + "canonical_issue_reason": "No strong canonical issue in this set; the only broad umbrella is issue 45020 (remote_code loading regressions), but it does not actually duplicate the other items.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45020 is the best standalone representative because it is broad, user-impacting, and well-described, but it is still not a duplicate of the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve from_pretrained/custom-model initialization, but they describe different failure modes and code paths." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated: one is a dtype-loading bug in BLIP2, the other is an Apple Silicon allocator TypeError." + }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "Different bugs: one is a CamemBERT masked-LM regression, the other is a general tokenization change across versions." + "reason": "Tokenization/version drift may affect outputs, but these are different symptoms and not the same bug." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Unrelated subsystems: pip backend dependency packaging vs a Mistral tokenizer regex patch crash." + "reason": "Completely different subsystems: install extras/backend selection vs. Mistral regex patching." }, { - "left": "issue:45987", - "right": "issue:46192", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Different API surfaces: cache sequence length return type vs chat-template kwargs handling." + "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer.compute_loss argument mismatch." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:45987", + "right": "issue:46192", "accept": false, - "reason": "Unrelated models/code paths: Bark voice preset vs trainer compute_loss signature regression." + "reason": "Cache-length return type and return_tensors handling are separate API bugs." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Both touch model internals, but the bugs are different: sys.modules access vs CLIP text model structure inconsistency." + "reason": "Unsafe sys.modules access is unrelated to CLIP model structure inconsistency." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-processor issues, but they affect different models and different counting/padding logic." + "reason": "Both are image-size/padding related, but they affect different processors and different computations." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to MXFP4 quantization loading fallback." + "reason": "Tokenizer special-token registration and MXFP4 quantization loading are unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to DAC latent/forward mismatch." + "reason": "Audio chat-template sampling-rate bug is unrelated to DAC latent/STE mismatch." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Different platform and failure mode: Apple Silicon allocator TypeError vs CUDA AMP loss crash." + "reason": "Both are Qwen-VL issues, but one is a pretrained loading error and the other is a rope-index math bug." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Both are Qwen VL-related, but one is a load-time weight_only error and the other is a rope/indexing bug." + "reason": "Different hardware/backends and different failure points; no shared code-path bug." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Similar processor/tokenizer loading failures, but different models and different missing attributes." + "reason": "Both hit missing tokenizer internals, but one is Mistral regex patching and the other is Gemma4Processor initialization." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Completely unrelated: Float8 storage lookup error vs PIL backend torchvision dependency regression." + "reason": "Float8 storage lookup error and PIL/torchvision dependency regression are unrelated." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is an import break in Gemma 4 loading and the other is a continue_final_message tokenizer bug." + "reason": "Shared mistral_common dependency only; import failure and continue_final_message logic are different bugs." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "KeyError on a specific model is not the same underlying issue as remote_code breakage in newer versions." + "reason": "Issue 45020 is a broad remote_code regression; this is a specific MobileLLM key error, not the same failure." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different concrete failures: torch.compile+SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." + "reason": "torch.compile/SDPA failure is unrelated to MXFP4 quantization fallback behavior." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Different functionality entirely: template compilation error vs CLIPTokenizer max length constant." + "reason": "Template compilation TypeError and CLIPTokenizer max-length misuse are unrelated." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Both affect model plumbing, but one is multimodal token counting and the other is stale auto-mapping references." + "reason": "Video token counting bug and stale auto-mapping references are different maintenance issues." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Vision-model issues, but not the same bug: label reduction in BEiT fast processor vs RTDetrV2 output drift." + "reason": "Different models and different bugs: label reduction vs. output divergence in Transformers v5." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen tied-weights warnings, but one is an incorrect tying bug and the other is a user-facing warning in a different model/version." + "reason": "Both mention tied-word-embedding warnings, but one is an incorrect weight-tying bug and the other is a user-facing warning during LoRA fine-tuning." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading failures, but they concern different tokenizer configs and different failure paths." + "reason": "Both concern loading, but gguf_file support and est-roberta tokenizer loading are distinct regressions." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Unrelated vision processor label handling vs an MPS attention correctness issue." + "reason": "BeitImageProcessorFast label reduction is unrelated to the MPS attention correctness issue." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Different Qwen3-MoE problems: weight conversion/loading under accelerate+deepspeed vs undefined multimodal-token helper usage." + "reason": "MOE weight conversion with accelerate/deepspeed is unrelated to multimodal video token counting." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "No shared bug: isolated reproduction of an older issue vs FP8 inference failure on B200." + "reason": "An isolated reproduction of an earlier issue is not the same as the FP8/B200 inference failure." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Different regressions: missing GenerationMixin import vs trainer compute_loss signature change." - }, - { - "left": "issue:43819", - "right": "issue:43927", - "accept": false, - "reason": "Different model/config bugs: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs after save/load." + "reason": "ImportError for GenerationMixin and Trainer compute_loss signature mismatch are separate regressions." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to notebook custom-model initialization failures." - }, - { - "left": "issue:43531", - "right": "issue:45042", - "accept": false, - "reason": "Different code paths: Qwen3-MoE sliding-window logic vs PIL backend processor dependency handling." + "reason": "Both are recent-version breakages, but one is an import error and the other is custom-model behavior in notebooks." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Training-time Zero3/empty-tensor index crash is not the same as evaluate-after-train state issues." + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are unrelated." } ] }, @@ -6219,17 +6306,15 @@ "component_index": 1, "component_count": 24, "review_unit_index": 20, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ - "issue:28282", "issue:29159", - "issue:29870", "issue:34567", "issue:38175", "issue:39692", @@ -6241,8 +6326,10 @@ "issue:43262", "issue:43329", "issue:43450", + "issue:43531", "issue:43540", "issue:43606", + "issue:43638", "issue:43643", "issue:43650", "issue:43696", @@ -6262,8 +6349,8 @@ "issue:44756", "issue:44811", "issue:44821", - "issue:44857", "issue:44912", + "issue:44936", "issue:44977", "issue:45042", "issue:45459", @@ -6273,10 +6360,11 @@ "issue:46291", "issue:46421", "issue:46424", - "issue:46701", - "issue:46832" + "issue:46701" ], "soft_pairs": [ + "issue:43638|issue:44936", + "issue:43531|issue:45042", "issue:42175|issue:46291", "issue:43720|issue:44610", "issue:42490|issue:43257", @@ -6294,214 +6382,212 @@ "issue:42915|issue:43742", "issue:45459|issue:45803", "issue:43329|issue:43450", - "issue:43749|issue:44756", "issue:43650|issue:43906", + "issue:43749|issue:44756", "issue:44291|issue:45042", - "issue:42915|issue:44821", "issue:34567|issue:40990", - "issue:43606|issue:45859", + "issue:42915|issue:44821", "issue:43540|issue:46701", - "issue:44857|issue:46832", + "issue:43606|issue:45859", "issue:43927|issue:44912", - "issue:29159|issue:34567", - "issue:28282|issue:29870" + "issue:29159|issue:34567" ], - "prepared_review_unit_hash": "9b946c827a9e9da402f9d31288b3665049576879820e5614ca18dfe3dc468ad2", + "prepared_review_unit_hash": "9cd2d8f46c11481518720635cb2091cd4bdfd8b9dd21f2ac1393ab42918e15cf", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36200, - "estimated_input_tokens": 9050, - "estimated_eval_tokens": 18356 + "serialized_chars": 35539, + "estimated_input_tokens": 8885, + "estimated_eval_tokens": 18026 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: loading/configuration, quantization, multimodal/video, tokenizer, and training-state issues all mixed together. I don\u2019t see any soft pair that clearly describes the same underlying bug or change.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43749 is the broadest infrastructure/loading bug in the set and has the strongest cluster-central feel (high discussion and inbound references), so it is the least narrow anchor even though the cluster is not a true duplicate set.", + "summary": "The set is mostly a collection of unrelated issue reports across tokenizer, loading, quantization, video, and training subsystems. None of the soft-edge pairs appear to be the same underlying bug or change, so all candidates should be rejected as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43749 is the strongest canonical candidate: it describes a broad, high-impact failure in a core loading path, has substantial discussion/inbound references, and is phrased as a concrete bug rather than a peripheral symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43749 is the best overall representative of the cluster\u2019s loading/runtime-failure theme; it is broader and more central than the more model-specific or narrowly scoped reports.", + "best_issue_reason": "issue:43749 is the best standalone issue overall because it is specific, impactful, and likely to serve as the main tracker for downstream reports in the same area.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: one is a deepspeed/zero3 index error with a non-pretrained BERT model, the other is a post-train evaluate() failure. Same trainer family, but not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3-MoE sliding_window behavior vs image processor torchvision dependency." + }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "One is about missing TensorFlow backend support from a torch-only install; the other is an import failure caused by the kernels package version/revision requirement. Different dependency problems." + "reason": "Both are packaging/import complaints, but one is about optional TensorFlow backend installation and the other is a kernels package version/revision import failure. Not the same bug." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Accelerate loading with packed weights is unrelated to a processor/model input-size mismatch in OmDet-Turbo." + "reason": "BitNet accelerate-loading packed-weight unpacking is unrelated to OmDet-Turbo processor size mismatch." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "A trailing-slash local-path import warning is not the same bug as Qwen3 MoE weights failing to convert under accelerate + deepspeed." + "reason": "Both involve loading, but one is a local-path trailing-slash import warning and the other is Qwen3 MoE weight conversion under accelerate+deepspeed. Different code paths." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation example errors and an MXFP4 quantization fallback bug are different problems in different code paths." + "reason": "Documentation/example errors for SigLIP2 are unrelated to gpt-oss-20b MXFP4 quantization fallback." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo\u2019s processor/output-size mismatch." + "reason": "Different models and bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor/model resolution mismatch." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is a different failure mode from Whisper batch_decode ignoring skip_special_tokens." + "reason": "PEFT local-checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode token skipping." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config loading, but one loses fields with trust_remote_code while the other fails to unwrap text_config for composite multimodal configs; not the same bug." + "reason": "Both are config-loading issues, but one is missing fields from trust_remote_code AutoConfig and the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "A unit-test model load failure for GLM-4.7 is not the same as a flash-attention generation regression in Qwen3.5." + "reason": "GLM-4.7-Flash unit-test loading failure is not the same as Qwen3.5 flash-attention generation regression." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Int4 CUDA memory growth under Transformers 5.x is a different issue from Sam3Video\u2019s out-of-memory failure." + "reason": "Both mention OOM, but one is reserved-memory growth under int4 quantization and the other is Sam3Video runtime OOM. No shared underlying bug is evident." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MOE weight-conversion failure during loading is unrelated to a plain CUDA OOM on GPT-oss-20b." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to GPT-oss-20b CUDA OOM." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Defaulting audio chat templates to 16kHz is a different processor bug from Whisper batch_decode skipping special-token handling." + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode special-token handling are distinct processor behaviors." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is about lazy initialization causing recompilation and the other about max_cache_length only applying to Quantized Cache; not the same concrete bug." + "reason": "Both are cache-related, but one is lazy-init causing spurious recompilation and the other is max_cache_length being honored only for Quantized Cache. Not the same defect." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Accelerate/deepspeed weight conversion failure and Qwen3-VL weight-shape mismatch are distinct model-loading errors." + "reason": "Different loading problems: MoE weight conversion with accelerate/deepspeed vs Qwen3-VL weight shape mismatch." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both touch video regressions, but one is a specific undefined-helper bug in multimodal token counting while the other is a broader v5.3.0 generation regression across several Qwen video models." + "reason": "The undefined video-branch helper bug is not the same as the broader v5.3.0 video-input regression across several Qwen models." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and a MobileLLM key error are unrelated loading bugs." + "reason": "FineGrainedFP8Config failure for Qwen3-MoE is unrelated to MobileLLM key errors during loading." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both are exception-handling problems, but they affect different functions and different failure modes: protobuf decode errors vs bare except swallowing interrupts in Fuyu tensor conversion." + "reason": "Both involve exception handling, but they are different code paths and different failure modes; one hides tokenizer errors without protobuf, the other is a bare except in Fuyu tensor conversion." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined variables in video token counting is not the same as batched video processor shape corruption." - }, - { - "left": "issue:43749", - "right": "issue:44756", - "accept": false, - "reason": "FSDP CPU RAM-efficient loading and disabling mmap on Strix Halo are different memory/loading issues with different root causes." + "reason": "Both are video-related, but one is an undefined-name bug in multimodal token counting and the other is batched video processor shape handling." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "One item is just a placeholder/nonsense title, the other is an isolated reproduction report; they are not the same bug." + "reason": "Placeholder 'ADD THE DATA' is not the same as an isolated reproduction of another issue." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "The unexpected _is_hf_initialized argument error is unrelated to PIL image processors incorrectly requiring torchvision." + "reason": "FSDP CPU RAM efficient loading breakage is unrelated to disabling mmap on Strix Halo to avoid OOM." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "A Qwen3Moe FP8 configuration bug is unrelated to failing to load AutoImageProcessor from a URL." + "reason": "init_empty_weights TypeError and PIL backend torchvision dependency are different regressions." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counting and GPT-oss perplexity are different issues in different subsystems." + "reason": "TrainerState token counting bug is unrelated to GPT-oss perplexity on WikiText-2." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both mention CPU offload, but they involve different models and different code paths: device mismatch in bark-small versus rotary embedding incompatibility in Qwen3_5Moe." + "reason": "Qwen3-MoE FP8 loading and AutoImageProcessor-from-URL loading are distinct issues." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Qwen3OmniMoe video input validation failure and DiffusionGemma pipeline failure are unrelated." + "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemma image-text-to-text pipeline failure are different pipelines and bugs." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "A float16 AMP crash in LwDetrImageLoss is not the same as an RTDetr forward TypeError when feature-level counts do not match backbone outputs." + "reason": "Both mention CPU offload, but they affect different models and code paths; no evidence they share the same underlying defect." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token-ID loss and MXFP4 quantization fallback are separate model/config bugs." + "reason": "DiaConfig save/load token ID loss is unrelated to gpt-oss MXFP4 quantization fallback." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistencies are unrelated to TrainerState\u2019s token counter not updating." - }, - { - "left": "issue:28282", - "right": "issue:29870", - "accept": false, - "reason": "Missing PyTorch during AutoModel import is a dependency issue, while the Bart generate crash is an unbound decoder_attention_mask bug." + "reason": "Tokenizer slow/fast inconsistency and TrainerState token-count updates are separate bugs in different subsystems." } ] }, @@ -6517,19 +6603,20 @@ "component_index": 1, "component_count": 24, "review_unit_index": 21, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:24643", "issue:27957", "issue:28282", "issue:29127", "issue:29159", + "issue:29870", "issue:33357", "issue:34567", "issue:34689", @@ -6552,11 +6639,10 @@ "issue:44062", "issue:44291", "issue:44479", - "issue:44488", "issue:44560", "issue:44568", - "issue:44821", "issue:44849", + "issue:44857", "issue:44936", "issue:44987", "issue:44991", @@ -6565,18 +6651,20 @@ "issue:45356", "issue:45357", "issue:45405", - "issue:45488", "issue:45538", "issue:45701", "issue:45907", "issue:46291", "issue:46512", "issue:46693", - "issue:46821" + "issue:46821", + "issue:46832" ], "soft_pairs": [ + "issue:44857|issue:46832", "issue:43525|issue:46291", "issue:43454|issue:43577", + "issue:28282|issue:29870", "issue:44568|issue:45356", "issue:44987|issue:45538", "issue:28282|issue:34689", @@ -6600,215 +6688,211 @@ "issue:41720|issue:43540", "issue:27957|issue:28282", "issue:24643|issue:29159", - "issue:43540|issue:44560", "issue:44987|issue:45907", - "issue:42175|issue:44488", - "issue:43540|issue:44479", - "issue:44291|issue:44821", - "issue:44568|issue:45488" + "issue:43540|issue:44560" ], - "prepared_review_unit_hash": "190711a3fb18f07370d5a33f50dc3a759722f0cf752b29dd7b003c4160bdcd6b", + "prepared_review_unit_hash": "1703484b59f230dc07b5b96a457cf63a5bd42f25a29d672e21f5573781cd81f1", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36968, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "soft_pair_count": 29, + "serialized_chars": 36440, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous mix of unrelated bug reports; the soft pairs are mostly only loosely similar by subsystem or symptom, not the same underlying fix. I found no duplicate pair that is strong enough to merge, and there are no PRs in the set.", - "confidence": 0.86, - "canonical_issue_reason": null, + "summary": "This cluster is noisy and mostly heterogeneous: the soft pairs are similar only at a broad topic level (tokenization, model loading, dtype, generation, and backend regressions), but they do not describe the same concrete bug. No pull requests are present.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45701 is the broadest representative of the tokenization/regression subset and has the most external references among the listed issues, but there is no single true duplicate target for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45701 is the best single representative because it captures a common version-induced tokenization regression theme that overlaps with several nearby items, even though the overall cluster is not a tight duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different object-detection failures in different models: LwDetr loss AMP crash vs RT-DETR forward shape/feature-level error." + }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Different failures: a missing `pad_token_id` config attribute versus a kernels package API/version requirement." + "reason": "Unrelated bugs: Llama4 config missing pad_token_id vs kernels/import resolution requiring version or revision." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Both touch model loading internals, but one is about untied `lm_head` weights while the other is a dtype-casting bug in BLIP2." + "reason": "Both involve model loading details, but one is lm_head weight tying in AyaVision/Mistral3 and the other is dtype propagation in BLIP2; different bugs and code paths." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Generic PyTorch import error vs BART generate() unbound decoder_attention_mask; not the same issue." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer-related, but different concrete regressions and model families; not the same bug path." + "reason": "Both are tokenizer regressions, but for different models and different failures (special token insertion vs codec/warning handling)." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "A model load failure for one repo is not the same as CLIP tokenizer `model_max_length` behavior." + "reason": "Different tokenizer-related regressions: loading a specific model on 5.1+ vs CLIPTokenizer model_max_length handling." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "One is missing PyTorch in the environment; the other is a specific model-loading regression in a newer Transformers release." + "reason": "Both are loading-related, but one is missing PyTorch import detection and the other is a specific Llama 3.2 Vision model-loading regression." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch compatibility and kernels revision forwarding are unrelated dependency issues." + "reason": "Torch version compatibility is unrelated to the kernels revision/version requirement in pipeline import." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FineGrainedFP8/Qwen3Moe loading is unrelated to CLIP tokenizer length settings." + "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer max-length behavior." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different models and different bugs: output differences in RTDetrV2 versus incorrect save_pretrained keys in Qwen3.5." + "reason": "Different regressions: RT-DETR output divergence vs Qwen3.5 save_pretrained key naming." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error during CLIP model load is unrelated to TrainerState token counting." + "reason": "MacOS bus error with CLIP model vs TrainerState token-count tracking; unrelated." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied weights, but the concrete problems differ: missing tie in Mistral3 versus LoRA merge/extended-vocab collapse." + "reason": "Both mention tying weights, but one is a missing tie in Mistral3 config and the other is LoRA merge collapse with extended vocab; not the same bug." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend inclusion issue versus missing exported Qwen2_5_VL class import." + "reason": "Backend packaging issue vs missing Qwen2.5-VL class import; unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and a PEFT minimum-version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error vs PEFT minimum-version bump; unrelated." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Environment import failure versus LayoutLMv3 error-message clarity." + "reason": "ImportError for PyTorch availability vs LayoutLMv3 error messaging; different failures." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "A key error while loading one model is not the same as the `_is_hf_initialized` argument regression." + "reason": "Different model-loading failures: MobileLLM key error vs init_empty_weights unexpected argument." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading failure is unrelated to CLIP tokenizer max-length behavior." + "reason": "Device-map/offload loading failure vs CLIP tokenizer max-length constant; unrelated." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer lifecycle bug versus a TimesFM `window_size` attribute error." + "reason": "Trainer lifecycle failure vs TimesFM window_size attribute error; different subsystems." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Both are regressions, but one is a video-input bug and the other is a long-context FA2 performance regression." + "reason": "Video input regression for Qwen VL models vs FA2 long-context performance regression; not the same bug." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer load failures, but they appear to stem from different concrete code paths and model-specific issues." + "reason": "AddedToken constructor conflict vs tokenizer loading failure for a specific model; different root causes." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "One is a Qwen3.5 hidden-states bug; the other is a broader tokenization-version change." + "reason": "Both are version-related text-processing regressions, but one is Qwen3.5 hidden-state behavior and the other is general tokenization changes; not duplicates." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Model weight dtype mismatch and stale `config.dtype` are related themes but not the same underlying defect." + "reason": "Both mention dtype, but one is runtime model/qformer dtype staying float32 and the other is config.dtype stale after from_config." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 loading and FSDP CPU RAM efficient loading are separate training/loading problems." + "reason": "Qwen3Moe FP8 config failure is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf/AutoModel loading behavior is unrelated to Apple Silicon allocator warmup type handling." + "reason": "gguf_file loading breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different model families and failures: CUDA assert during device mapping versus video input processing error." + "reason": "Different Qwen model bugs: auto device mapping cudaErrorAssert vs video-input ValueError." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 on XLM-Roberta is unrelated to the PyTorch import error." + "reason": "FlashAttention2 on XLM-Roberta is unrelated to missing-PyTorch import detection." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-shape runtime error and tokenizer inconsistency are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:44560", - "accept": false, - "reason": "Both mention video inputs, but the model families and failure modes differ enough that they do not look like one fix." + "reason": "DeepSpeed training weight-dimension error vs slow/fast tokenizer inconsistency; unrelated." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading failure versus Hugging Face Hub revision forwarding in `list_repo_files`." - }, - { - "left": "issue:42175", - "right": "issue:44488", - "accept": false, - "reason": "Backend install packaging issue versus a model-specific loading failure." + "reason": "A model-loading regression vs a hub API revision-forwarding bug; different code paths." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Both involve tokenizer regressions, but one is about `add_special_tokens` behavior and the other about a tokenizer.json pre-tokenizer override." + "reason": "Both involve Qwen video paths, but they target different models and failure modes, so they are not the same underlying bug." } ] }, @@ -6824,23 +6908,25 @@ "component_index": 1, "component_count": 24, "review_unit_index": 22, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:24643", "issue:29870", "issue:34567", "issue:36331", "issue:38175", + "issue:42175", "issue:43257", "issue:43452", "issue:43526", "issue:43531", + "issue:43540", "issue:43577", "issue:43582", "issue:43697", @@ -6849,29 +6935,26 @@ "issue:43756", "issue:43906", "issue:44062", + "issue:44291", "issue:44479", "issue:44488", "issue:44568", "issue:44589", - "issue:44625", "issue:44737", "issue:44792", "issue:44821", - "issue:44877", "issue:44898", "issue:44964", "issue:45042", "issue:45072", "issue:45081", "issue:45325", - "issue:45357", "issue:45381", "issue:45405", "issue:45479", - "issue:45588", + "issue:45488", "issue:45600", "issue:45823", - "issue:45920", "issue:46399", "issue:46463", "issue:46468", @@ -6882,231 +6965,241 @@ "issue:46829" ], "soft_pairs": [ + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:44291|issue:44821", + "issue:44568|issue:45488", "issue:38175|issue:44898", "issue:44479|issue:45381", "issue:44792|issue:44964", - "issue:43257|issue:43756", "issue:34567|issue:36331", + "issue:43257|issue:43756", "issue:44062|issue:45081", "issue:43582|issue:46821", "issue:43742|issue:44589", "issue:45042|issue:45081", "issue:43716|issue:46701", - "issue:44737|issue:46463", "issue:43756|issue:46399", - "issue:43756|issue:45325", + "issue:44737|issue:46463", "issue:44568|issue:46491", + "issue:43756|issue:45325", "issue:43531|issue:44821", "issue:43906|issue:46468", - "issue:45405|issue:45600", "issue:43577|issue:45072", + "issue:45405|issue:45600", "issue:45823|issue:46463", "issue:24643|issue:29870", "issue:43906|issue:46693", "issue:43697|issue:46829", "issue:43452|issue:44488", - "issue:44737|issue:45588", - "issue:43526|issue:45479", - "issue:44625|issue:44877", - "issue:45357|issue:45920" + "issue:43526|issue:45479" ], - "prepared_review_unit_hash": "7b45b69a4ccffd62ab991a9de362f7c821df4c2df03e3d5fdf01c8b68cc73169", + "prepared_review_unit_hash": "76ad5869dc079d2fbf35ef81d344f7193f9a668da357d472579cb64e774f9bb1", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36162, - "estimated_input_tokens": 9041, - "estimated_eval_tokens": 18338 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35915, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are distinct model-specific regressions or unrelated loader/trainer bugs, so none of the soft edges are true duplicates. The best issue representative is the broad, high-impact tokenizer regression in issue 45920.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45920 is the broadest, most central regression here: it impacts AutoTokenizer across multiple model families, has clear reproduction, and reflects the kind of high-signal user-facing breakage the cluster otherwise lacks.", + "summary": "This cluster is mostly heterogeneous; the only plausible duplicate overlap is the Qwen video-input regression pair. All other soft edges look like distinct bugs or changes.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the strongest representative candidate: it covers the broad Qwen video-input regression family and has the closest overlap with issue:45381.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 has the strongest combination of breadth, impact, and documentation quality among the issues in this noisy cluster.", + "best_issue_reason": "issue:44479 is the best available cluster anchor, but the set is still largely unrelated and should not be treated as one duplicate bucket.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue vs tokenizer/model loading failure; different bug classes." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen video-input reports, but 43540 is specific to Qwen3OmniMoe while 44479 is a broader v5.3.0 regression; not enough evidence of the same code path." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument error vs AutoImageProcessor URL loading; unrelated failures." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions: mDeBERTa special-token insertion vs LlamaTokenizer ByteLevel/Metaspace override." + }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both are image-model inference bugs, but they hit different architectures and different failure modes: SigLIP2 zero probabilities vs Perceiver non-default-resolution failure." + "reason": "SigLIP zero-probability output issue vs Perceiver non-default-resolution failure; different models and symptoms." }, { "left": "issue:44479", "right": "issue:45381", - "accept": false, - "reason": "Same general Qwen VL/video area, but not the same concrete bug: one is a broad v5.3.0 regression across several models, the other is a specific qwen2.5-vl vision_position_ids issue." + "accept": true, + "reason": "Both describe the same Qwen2.5-VL/Qwen video-input position-id regression in v5.3.0; 45381 is a narrower report of the same bug." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different model families and paths: Janus image generation test failure versus Phi-4 multimodal loading failure." + "reason": "Janus image-generation test failure vs Phi-4 multimodal model load failure; different code paths." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Unrelated bugs: Qwen3 MoE weight conversion with accelerate/deepspeed versus SmolLM3 RoPE-layer configuration mismatch." + "reason": "TrainerState token-count tracking vs custom compute_loss API signature change; not the same bug." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Trainer token-count tracking not updating is unrelated to CustomTrainer.compute_loss() receiving an unexpected keyword argument." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed vs Smollm3 RoPE layer count bug; unrelated model-specific issues." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken keyword handling and Mistral regex patching fail in different code paths with different root causes." + "reason": "AddedToken special-arg duplication vs Mistral tokenizer patch crash; both tokenizer-related but different failures." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated runtime issues." + "reason": "Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError; unrelated APIs." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Loading facebook/MobileLLM-125M key errors and Float8 storage lookup failures are distinct loader/runtime problems." + "reason": "Model loading key error vs Float8 storage lookup TypeError; different load-time problems." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "One is an image-processor torchvision dependency regression; the other is a tokenizer regex patch crash." + "reason": "Image processor torchvision dependency regression vs Mistral regex patch crash; unrelated subsystems." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different symptoms and code paths: BLIP2 dtype mismatch versus DiffusionGemma image-text-to-text pipeline failure." - }, - { - "left": "issue:44737", - "right": "issue:46463", - "accept": false, - "reason": "XLNet CPU tensor creation bug and T5 decoder-input validation error message are not the same underlying issue." + "reason": "Mistral-3 dtype mismatch in preprocessing/model loading vs DiffusionGemma pipeline breakage; not the same bug." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "SmolLM3 RoPE-layer loss and Qwen3.5 kernel-registration crash are unrelated model implementation bugs." + "reason": "Smollm3 RoPE-layer bug vs Qwen3.5 kernel registration crash; different code paths." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Both involve Qwen-family rotary/position behavior, but one is about SmolLM3 layer dropping and the other is a Qwen2.5-VL still-image position-id scaling bug." + "reason": "XLNet CPU tensor creation bug vs T5 decoder-input validation message; unrelated." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is BOS/EOS insertion behavior and the other is code-lama leading-space round-trip loss." + "reason": "mDeBERTa add_special_tokens regression vs CodeLlama encode/decode leading-space regression; different tokenizer behaviors." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but one is Smollm3 layer dropping and the other is Qwen2.5-VL temporal position scaling; different underlying issues." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3-MoE sliding_window bug vs AutoImageProcessor URL loading failure; unrelated." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "An isolated reproduction of an old issue and a broken Nemotron example are not the same concrete defect." + "reason": "Isolated reproduction of issue 38071 vs broken Nemotron example; no clear shared bug." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "PEFT version constraint problems are unrelated to stale auto_mappings references to removed configs." + "reason": "Both are dtype mismatches, but they affect different models and code paths; not safe to merge as duplicates." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Both mention dtype, but they affect different model families and different inference paths." + "reason": "PEFT version pin problem vs stale auto_mappings config reference; unrelated CI/package issues." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map mismatch and T5 decoder validation messaging are unrelated bugs." + "reason": "Gemma4 device_map='auto' forward mismatch vs T5 decoder validation error; different subsystems." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape error and BART generate() unbound-local mask error are different failures." + "reason": "DeepSpeed training RuntimeError vs BART generate() UnboundLocalError; unrelated failures." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "The first is a reproduction of another issue; the second is a performance regression in long-context generation with FA2." + "reason": "Issue 38071 reproduction vs FA2 long-context performance regression; different bugs." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "RTDetrV2 output changes in v5 and VideoPrism hidden_states misassignment are distinct model-output bugs." + "reason": "RTDetrV2 output inconsistency vs VideoPrism output-field mixup; different model families and symptoms." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are load-time problems, but one is a gguf_file integration breakage and the other is a specific model load failure; not the same root cause." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet CPU arange placement and flash_attention sink-less crash are unrelated implementation bugs." + "reason": "gguf_file/from_pretrained breakage vs loading a specific model failure; too broad to treat as the same issue." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BEiT label reduction and sequence-classification zero-loss behavior are different issues, despite both touching classification preprocessing/training." - }, - { - "left": "issue:44625", - "right": "issue:44877", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict-config loading failures are separate config-handling bugs." - }, - { - "left": "issue:45357", - "right": "issue:45920", - "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key corruption and AutoTokenizer wrong token IDs are different code paths and failure modes." + "reason": "BeitImageProcessorFast reduce_labels bug vs sequence-classification zero-loss bug; unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the verdicts are conservative overall. The only accepted overlap, issue:44479 with issue:45381, is well supported by the shared Qwen2.5-VL video-input/vision_position_ids regression theme. The other soft-edge rejects are cautious and do not overclaim duplicate status." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7115,21 +7208,18 @@ "component_index": 1, "component_count": 24, "review_unit_index": 23, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:28282", - "issue:29159", "issue:32090", - "issue:33357", "issue:38175", "issue:41762", - "issue:42898", "issue:43295", "issue:43452", "issue:43525", @@ -7149,30 +7239,37 @@ "issue:44442", "issue:44466", "issue:44493", - "issue:44568", + "issue:44625", + "issue:44737", "issue:44811", "issue:44843", + "issue:44877", "issue:44898", "issue:44913", "issue:44936", "issue:45005", "issue:45200", "issue:45216", - "issue:45356", + "issue:45357", "issue:45372", "issue:45375", - "issue:45542", + "issue:45588", + "issue:45663", + "issue:45920", "issue:46050", "issue:46121", "issue:46170", - "issue:46178", "issue:46463", - "issue:46491", "issue:46693", "issue:46701", - "issue:46829" + "issue:46829", + "issue:46846" ], "soft_pairs": [ + "issue:44625|issue:44877", + "issue:44737|issue:45588", + "issue:45663|issue:46846", + "issue:45357|issue:45920", "issue:43540|issue:46693", "issue:44913|issue:46121", "issue:28282|issue:32090", @@ -7187,213 +7284,193 @@ "issue:44493|issue:46050", "issue:43653|issue:44361", "issue:43819|issue:44811", - "issue:43688|issue:43749", "issue:43525|issue:46701", + "issue:43688|issue:43749", "issue:38175|issue:43295", "issue:43452|issue:44843", "issue:43994|issue:44898", "issue:45372|issue:46170", - "issue:43531|issue:43742", - "issue:45542|issue:46178", - "issue:42898|issue:46491", - "issue:43295|issue:45356", - "issue:29159|issue:33357", - "issue:43653|issue:44568" + "issue:43531|issue:43742" ], - "prepared_review_unit_hash": "8ca91472a8b5224c5f02bc28cdfebfbe04398250b1e9427ae695a6514435b4eb", + "prepared_review_unit_hash": "a9b2671b397b42188ce341099fc4b060a16f7f7a65ef2f8096f15d31989ee248", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35916, - "estimated_input_tokens": 8979, - "estimated_eval_tokens": 18214 + "soft_pair_count": 25, + "serialized_chars": 35663, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated one-off issue reports across different models/subsystems. The only soft pair that plausibly describes the same underlying bug is the v5 tied-weights serialization regression: issue 44466 and issue 45005.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 45005 is the best representative because it is broader and more detailed: it describes the tied-weights regression in v5 across translation models, which subsumes the narrower lm_head.weight/device-specific serialization problem in issue 44466.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45005 is the strongest overall issue candidate for the cluster because it most clearly captures the shared tied-weights serialization bug and appears to be the broader root report.", - "best_pr_reason": null, + "summary": "This cluster is heterogeneous: the items cover unrelated loading, config, tokenizer, training, and vision/audio bugs. All suggested soft pairs look like false positives rather than the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster does not share one underlying bug; it is a mix of distinct, unrelated regressions and feature bugs.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a good global representative for deduplication here; the items are too diverse to anchor a meaningful canonical duplicate.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-loading are different config bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange placement and flash_attention s_aux=None are unrelated code paths." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states and Qwen3.5 TP-plan linear_attn are different model-specific issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Incorrect save_pretrained visual encoder keys is not the same as wrong AutoTokenizer token IDs." + }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Different problems: video input processing error in Qwen3OmniMoe vs a FA2 long-context performance regression." + "reason": "Qwen3OmniMoe video processing error and FA2 long-context performance regression are unrelated." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both mention rope-related code, but one is config reload losing rotary_pct while the other is a TypeError in rope validation for JSON-loaded lists." + "reason": "GPTNeoX rotary_pct reload defaulting and rope validation TypeError are different bugs." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Unrelated failures: missing PyTorch import for AutoModel vs a Trainer GPU broadcast TypeError on NoneType." + "reason": "Missing PyTorch import error and Trainer _gpu_broadcast_one NoneType error are unrelated failures." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different model/regression bugs: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained checkpoint corruption are separate regressions." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different code paths: BitNet packed-weight unpacking during accelerate loading vs Perceiver positional interpolation on non-default image size." + "reason": "BitNet packed-weight loading and Perceiver interpolate_pos_encoding failure are different model paths." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both are output-field issues in vision models, but they affect different models and different incorrect fields; not the same underlying bug." + "reason": "Both mention hidden_states, but the models and failure modes differ." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve config fields, but one is trust_remote_code returning incomplete configs while the other is a specific Qwen vision config field dropped by strict validation." + "reason": "Generic AutoConfig trust_remote_code field loss is not the same as Qwen3_5MoeVisionConfig strict field dropping." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Unrelated: Gemma 4 text-only token defaults vs an incorrect decoder-input validation message for T5." + "reason": "Gemma 4 mm_token_type_ids handling and T5 decoder-input error messaging are unrelated." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Both describe the same tied-weights/save_pretrained regression in v5, centered on lm_head.weight serialization and translation models." + "accept": false, + "reason": "Both concern tied weights, but one is device-dependent save serialization and the other is a broader translation-model issue." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different failures: DeepSpeed ZeRO-3 loading IndexError for Gemma3 vs trainer.evaluate() failing after training." + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() are different trainer/deepspeed bugs." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-loading problems, but they involve different tokenizer classes and distinct failure modes." - }, - { - "left": "issue:44493", - "right": "issue:46050", - "accept": false, - "reason": "Both mention unexpected keys/quantization, but one is a generic position-id key issue and the other is sinq quantization save/load corruption." + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer issues." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Different issues: BigBird mask token registration/empty decode vs MLukeTokenizer AttributeError on tasks." + "reason": "BigBird mask-token decode bug and MLuke task AttributeError do not share the same defect." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Unrelated: DAC latent reconstruction mismatch vs Whisper processor.batch_decode ignoring skip_special_tokens." + "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens behavior are different features." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "Different subsystems: auxiliary-loss normalization in MoE models vs broken FSDP CPU RAM efficient loading." + "reason": "Missing pad_token_id in Llama4Config is unrelated to DiffusionGemmaGenerationOutput pipeline failure." }, { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Different model families and failures: Llama4Config missing pad_token_id vs DiffusionGemma image-text pipeline breakage." + "reason": "Auxiliary-loss normalization and FSDP_CPU_RAM_EFFICIENT_LOADING are separate problems." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Both are regressions, but one is SigLIP2 zero-probabilities output quality and the other is CLIPVisionModel hidden_states handling." + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are different bugs." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both involve AutoTokenizer.from_pretrained, but one is gguf_file breakage for tokenizer/model loading and the other is an offline-mode mistral regex hub call." + "reason": "gguf_file loading breakage and offline model_info call in Mistral regex patch are distinct from_pretrained issues." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model bugs: nonsensical SigLIP2 outputs vs Perceiver resize/interpolation failure." + "reason": "Siglip2 nonsensical outputs and Perceiver non-default resolution failure are unrelated vision-model bugs." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Unrelated dependency/import problems: Gemma 4 processor loading needs ReasoningEffort vs Windows ROCm torch.distributed import/type issues." + "reason": "Gemma 4 mistral_common import failure and Windows ROCm torch.distributed dependency issues are different environment problems." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Different model-specific bugs: Qwen3-MoE sliding_window behavior vs a key error loading MobileLLM-125M." - }, - { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "Both involve backend detection, but one is tensorboard-without-TensorFlow backend handling and the other is a missing tensorflow_text backend mapping entry." - }, - { - "left": "issue:42898", - "right": "issue:46491", - "accept": false, - "reason": "Related only at a broad tokenizer level; one is a global clean_up_tokenization_spaces semantic change, the other is a CodeLlama leading-space round-trip regression." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Different regressions: CLIPVisionModel hidden_states output vs Kimi-K2.5 tokenizer codec handling and mistral regex warning behavior." - }, - { - "left": "issue:29159", - "right": "issue:33357", - "accept": false, - "reason": "Unrelated: slow-vs-fast tokenizer inconsistency vs a MacOS bus error with a community CLIP model." - }, - { - "left": "issue:43653", - "right": "issue:44568", - "accept": false, - "reason": "Both are special-token/tokenizer bugs, but they affect different tokenizers and different behaviors; not the same underlying issue." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M loading KeyError are separate model-specific defects." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is conservative and grounded in the packet. The only clearly related soft pair is 44466/45005, and the rest of the pairwise rejections are appropriately cautious given the issue titles. No overstatement stands out." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7402,35 +7479,32 @@ "component_index": 1, "component_count": 24, "review_unit_index": 24, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ + "issue:29159", "issue:32090", + "issue:33357", "issue:33666", "issue:36010", - "issue:36331", "issue:41720", - "issue:43262", - "issue:43278", + "issue:42898", "issue:43295", "issue:43452", "issue:43504", "issue:43550", "issue:43577", - "issue:43606", - "issue:43643", "issue:43646", "issue:43653", "issue:43688", "issue:43720", "issue:43749", "issue:43756", - "issue:43782", "issue:43927", "issue:44361", "issue:44464", @@ -7438,8 +7512,7 @@ "issue:44479", "issue:44484", "issue:44554", - "issue:44561", - "issue:44610", + "issue:44568", "issue:44625", "issue:44704", "issue:44734", @@ -7448,271 +7521,254 @@ "issue:44843", "issue:44977", "issue:44991", + "issue:45356", "issue:45440", "issue:45491", + "issue:45542", "issue:45701", "issue:45704", "issue:46002", "issue:46050", + "issue:46178", "issue:46402", + "issue:46491", "issue:46612", "issue:46693", "issue:46821" ], "soft_pairs": [ + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:29159|issue:33357", "issue:43646|issue:43749", - "issue:44464|issue:44743", "issue:43452|issue:43577", + "issue:44464|issue:44743", "issue:43756|issue:46402", "issue:43688|issue:45704", "issue:43653|issue:43927", "issue:43688|issue:45701", "issue:44843|issue:44991", + "issue:44484|issue:44704", "issue:44821|issue:46821", "issue:44479|issue:44625", - "issue:44484|issue:44704", "issue:45491|issue:46002", "issue:43550|issue:44361", - "issue:43688|issue:45440", "issue:33666|issue:36010", + "issue:43688|issue:45440", "issue:44734|issue:46612", "issue:32090|issue:33666", - "issue:44464|issue:44977", "issue:44466|issue:46050", + "issue:44464|issue:44977", "issue:41720|issue:44464", "issue:44977|issue:46693", "issue:43504|issue:43550", "issue:43504|issue:43720", - "issue:43577|issue:44554", - "issue:43643|issue:44561", - "issue:43720|issue:43927", - "issue:33666|issue:36331", - "issue:43504|issue:44610", - "issue:43606|issue:43927", - "issue:43278|issue:43688", - "issue:43782|issue:46693", - "issue:43262|issue:43295" + "issue:43577|issue:44554" ], - "prepared_review_unit_hash": "ffd7ee935324fc01dfea8518bfa027c9d84294fe8f1f84b84591f72a6e05cfe3", + "prepared_review_unit_hash": "7634000eaa1780d8c1c0dae083d0bace27994d2ad081080e0c2391c24ef80042", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37395, - "estimated_input_tokens": 9349, - "estimated_eval_tokens": 18954 + "soft_pair_count": 29, + "serialized_chars": 36550, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated regressions, loading bugs, and model-specific issues. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "If a single representative is needed, issue 43646 is the broadest cross-cutting regression report in the set, but the cluster is too heterogeneous to justify a true canonical duplicate target.", + "summary": "This is a heterogeneous cluster of mostly tokenizer, loading, and generation regressions. None of the soft-edge pairs look like the same underlying bug/change, so I would not merge any of them. The broadest and most representative issue is the general tokenization regression report.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45701 is the best umbrella issue: it is the broadest tokenizer-regression report, and it has the most evidence of being a general version-related tokenization change rather than a model-specific edge case.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best overall representative because it describes a wide Transformers 5.0 breakage affecting custom model initialization, which is broader than the mostly model-specific reports here.", + "best_issue_reason": "Same reason as canonical: it most clearly represents the broad, general tokenization-regression theme in this otherwise mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Different failure domains: custom model initialization vs FSDP CPU-RAM-efficient loading." + "reason": "Both are backend/config errors, but they affect different backends and failure modes; not the same bug." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Both involve generation/caching, but one is chunked generation with compiled forward and the other is recurrent-state reset in modular Qwen3.5." + "reason": "Both concern tokenizer output, but one is a v5 cleanup-space behavior change and the other is a CodeLlama leading-space regression." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Tokenizer/model loading via gguf_file is unrelated to Blip2 dtype propagation." + "reason": "Different regressions: processor/tokenizer image-passing breakage versus Kimi-K2.5 codec handling and warning behavior." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Different models and bugs: RoPE layer dropping vs missing text encoder weights on load." + "reason": "Both are tokenizer/special-token bugs, but they involve different models and different missing-token behaviors." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Aux-loss normalization bug is unrelated to T5 using apex RMSNorm and leaking memory." + "reason": "Tokenizer inconsistency versus a MacOS bus error on a pretrained CLIP model; unrelated failure classes." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Tokenizer special-token registration issue is not the same as config token IDs being lost on save/load." + "reason": "Custom initialization breakage and FSDP loading breakage are different code paths and not one concrete bug." }, { - "left": "issue:43688", + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Model/tokenizer loading failure versus dtype propagation on BLIP2; distinct issues." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache, but one is chunked generation with compiled forward and the other is recurrent-state reset in modular Qwen3.5." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading problems: RoPE-layer dropping versus missing text-encoder weight loading." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both mention token handling, but one is BigBird mask-token registration and the other is DiaConfig custom token IDs after save/load." + }, + { + "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization is unrelated to tokenizer behavior changes across versions." + "reason": "One is loss normalization in specific models; the other is a broad tokenization regression." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline hub call in tokenizer patching is different from a model-specific tokenizer load failure." + "reason": "Both are tokenizer-loading regressions, but the offline model_info call bug is different from the est-roberta tokenizer load failure." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard-size behavior is unrelated to AutoProcessor kwargs forwarding." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "Image processor URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "ImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in Qwen variants is different from num_labels propagation in Qwen3.5 config." - }, - { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "save_pretrained shard-size question is unrelated to AutoProcessor kwargs forwarding." + "reason": "Video-input regression for Qwen VL models versus num_labels propagation in Qwen3.5; different problems." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention and the other is classification-head init/checkpointing." + "reason": "Both mention NaNs, but one is GPU sliding-window attention and the other is classification head init/checkout." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to MLukeTokenizer AttributeError." + "reason": "Torch.compile/SDPA failure and a tokenizer AttributeError are not the same bug." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Aux-loss normalization and DeepseekV3MoE implementation divergence are different problems." + "reason": "Multi-GPU training on Qwen2-VL versus a GenerationMixin import error; unrelated." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and GenerationMixin import failure are unrelated." + "reason": "Aux-loss normalization is unrelated to DeepSeekV3MoE implementation divergence." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both involve generation internals, but the bugs are different: KV-cache indexing crash vs skipped beam-search cache reorder." + "reason": "Both are cache/generation related, but one is KV-cache tensor indexing and the other is beam-search cache reorder omission." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Generic Trainer broadcast error is not the same as Qwen2-VL multi-GPU training behavior." + "reason": "Trainer broadcast TypeError and Qwen2-VL multi-GPU training are different distributed-training failures." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is distinct from Qwen3.5 flash-attention generation failure." + "reason": "Serialization inconsistency of tied weights and sinq quantization save/load breakage are different bugs." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Device-dependent lm_head serialization is not the same as sinq quantization save/load breakage." + "reason": "Both affect generation, but compiled chunked generation inconsistency and flash-attention failure in Qwen3.5 are separate code paths." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "cudaErrorAssert on auto device mapping is unrelated to compiled-forward generation drift." + "reason": "Auto device mapping CUDA assert and compiled chunked generation inconsistency are unrelated." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Correctness failure in Qwen3.5 flash-attention is not the same as a performance regression in FA2 long-context generation." + "reason": "One is a functional flash-attention generation failure; the other is a performance regression." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field model loading bug is unrelated to Bamba torch.compile SDPA failure." + "reason": "Pretrained-model loading with a legacy field and torch.compile SDPA failure are unrelated." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field load failure is different from packed-weights handling during accelerate loading." + "reason": "Both involve loading, but one is a legacy-field model preset issue and the other is packed-weight unpacking during accelerate loading." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation and MPS attention correctness are unrelated." - }, - { - "left": "issue:43643", - "right": "issue:44561", - "accept": false, - "reason": "Missing fields from trust_remote_code config loading is different from removal of is_torch_fx_available breaking remote-code models." - }, - { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "Accelerate packed-weight loading and DiaConfig token-ID persistence are unrelated." - }, - { - "left": "issue:33666", - "right": "issue:36331", - "accept": false, - "reason": "Qwen2-VL multi-GPU training and compute_loss signature mismatch are different trainer issues." - }, - { - "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "Beit preset loading bug is unrelated to OmDet-Turbo processor/model input-size mismatch." - }, - { - "left": "issue:43606", - "right": "issue:43927", - "accept": false, - "reason": "CPU-offload device mismatch does not match DiaConfig token-ID loss." - }, - { - "left": "issue:43278", - "right": "issue:43688", - "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to auxiliary-loss normalization." - }, - { - "left": "issue:43782", - "right": "issue:46693", - "accept": false, - "reason": "weight_only loading error for Qwen3VL is unrelated to FA2 performance regression." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio sampling-rate default bug and processor.tokenizer regression are different processor issues." + "reason": "BLIP2 dtype propagation and MPS attention correctness are different issues." } ] }, @@ -7728,29 +7784,35 @@ "component_index": 1, "component_count": 24, "review_unit_index": 25, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "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:43643", "issue:43646", - "issue:43701", + "issue:43688", "issue:43720", - "issue:43824", + "issue:43782", "issue:43825", "issue:43844", "issue:43927", @@ -7758,274 +7820,266 @@ "issue:44361", "issue:44451", "issue:44466", - "issue:44488", "issue:44514", "issue:44554", - "issue:44568", - "issue:44589", + "issue:44561", + "issue:44610", "issue:44625", - "issue:44792", - "issue:44843", "issue:44849", "issue:44964", "issue:44977", - "issue:45072", "issue:45290", - "issue:45357", "issue:45405", "issue:45584", - "issue:45812", "issue:45823", "issue:46050", "issue:46192", "issue:46209", "issue:46365", - "issue:46489", + "issue:46693", "issue:46710", - "issue:46821", - "issue:46832" + "issue:46846" ], "soft_pairs": [ + "issue:43643|issue:44561", + "issue:43611|issue:46846", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43278|issue:43688", + "issue:43504|issue:44610", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:43262|issue:43295", + "issue:44514|issue:45290", "issue:39692|issue:43493", "issue:43720|issue:44361", - "issue:44514|issue:45290", + "issue:43525|issue:43572", "issue:44964|issue:45405", "issue:44554|issue:46365", - "issue:43525|issue:43572", "issue:43493|issue:43825", "issue:44977|issue:46209", "issue:44625|issue:45584", "issue:43452|issue:44451", "issue:45823|issue:46050", "issue:28218|issue:33357", - "issue:43994|issue:46192", "issue:42796|issue:44977", + "issue:43994|issue:46192", "issue:44849|issue:46209", - "issue:43278|issue:43844", "issue:39692|issue:43295", + "issue:43278|issue:43844", "issue:43493|issue:43844", "issue:33357|issue:33666", - "issue:43646|issue:44466", "issue:46209|issue:46710", - "issue:44568|issue:46489", - "issue:44849|issue:45357", - "issue:43278|issue:43701", - "issue:44792|issue:45405", - "issue:43927|issue:44361", - "issue:45072|issue:46832", - "issue:43824|issue:44589", - "issue:46821|issue:46832", - "issue:44568|issue:45812", - "issue:44488|issue:44843" + "issue:43646|issue:44466" ], - "prepared_review_unit_hash": "bfdc4d8c5d4a412964245fdae1e741a36a53b7e2e54ecdc47b5177dd9e56224b", + "prepared_review_unit_hash": "42fa95d5608cc922fe0a4fa1d5b9877cd83cab990d24058489488f8e88007e77", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37067, - "estimated_input_tokens": 9267, - "estimated_eval_tokens": 18790 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36206, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it contains several unrelated tokenizer/config/load regressions, mostly around Transformers v5+, but none of the proposed soft pairs look like the same underlying bug. I would use the Granite tokenizer regression as the closest representative, but with low confidence.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 45812 is the most concrete and central tokenizer regression here: a silent v4\u2192v5 change causing wrong token IDs across Granite models, which matches the tokenizer-focused theme better than the broader or model-specific reports.", + "summary": "This cluster is not a duplicate set; the suggested links mostly connect superficially similar Transformers issues across unrelated models, configs, and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "45812 is the best anchor for this cluster because it is broad, user-visible, and directly about tokenizer output correctness rather than a one-off model-specific failure.", + "best_issue_reason": "No single issue is a good global representative; 43611 is the broadest regression report, but it still does not summarize the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is about missing config fields and the other about removal of is_torch_fx_available; different breakages." + }, + { + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "Different problems: documentation/example errors and quantization failure vs an implementation discrepancy with JAX." + "reason": "One is a base_model_prefix loading regression; the other is a Qwen3.5 tensor-parallel OOM/shape-plan bug." }, { "left": "issue:43720", - "right": "issue:44361", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading during accelerate vs DiaConfig token ID persistence; unrelated model families and failure modes." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support and a custom trainer method-signature error are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy field loading failure for BEiT is unrelated to OmDet processor/model size mismatch." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL loading with weight_only=True and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig token ID save/load corruption." + }, + { + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Unrelated subsystems: BitNet accelerate-loading packed weights vs an MLukeTokenizer AttributeError." + "reason": "Default sampling-rate handling and processor.tokenizer/image regression are separate audio/multimodal bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template crashes, but the triggers and code paths differ (batched padding=False vs tool-call assistant messages without content)." + "reason": "Batched padding=False crash and tool-call messages without content are distinct apply_chat_template edge cases." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Model load failure vs dependency version bump; not the same underlying bug." + "reason": "Broken documentation example and HF-vs-JAX implementation discrepancy are not the same underlying issue." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "MPS attention correctness issue and Trainer import failure are unrelated." + "reason": "Packed-weight loading failure and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Same general class of missing config attributes after v5, but different models, attributes, and failure modes." + "reason": "Both are missing pad-token fields, but in different model configs and different attribute names; not one bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal and a PEFT version pin issue do not share the same code path." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import failure due to datasets are unrelated." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are unrelated." + "reason": "SigLIP2 implementation mismatch and pipeline translation error messaging are different subsystems." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Different hardware/precision failures: flash-attention generation vs FP8 inference on B200." + "reason": "Flash-attention generation bug in Qwen3.5 and FP8 inference failure on B200 are distinct hardware/model issues." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Different features and symptoms: num_labels propagation vs Whisper empty transcription generation failure." + "reason": "num_labels propagation and Whisper empty-transcription handling are unrelated." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are load-time failures, but they affect different models and likely different root causes." + "reason": "gguf_file loading regression and inability to load ScandiBERT are not the same bug." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Different bugs: device-map mismatch in Gemma4 forward vs sinq save/load quantization breakage." + "reason": "Gemma4 PLE device placement and sinq save/load quantization breakage are different failures." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug and a MacOS bus error in CLIP are not the same issue." + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP are unrelated." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Wrong SigLIP2 outputs and silently ignored return_tensors are unrelated." + "reason": "BPE marker handling in Ministral and Qwen3.5 flash-attention generation are different tokenizer/model bugs." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation failure are different bugs." + "reason": "SigLIP2 bad outputs with AutoModel/pipeline and return_tensors being ignored are unrelated." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-state output bug is unrelated to FP8 inference on B200." + "reason": "Qwen3.5 hidden-state bug and FP8 B200 inference failure do not share a concrete code path." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Evaluate-time dtype change and ZeRO-3 gradient blow-up are not the same root cause." + "reason": "Docs example errors and processor.tokenizer/image regression are separate issues." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Different regressions: SigLIP2 doc example errors vs processor.tokenizer/custom image-tokenizer access breakage." + "reason": "Eval dtype change for embeddings and ZeRO-3 gradient blow-up are different training behaviors." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Different model/runtime issues: SigLIP2 discrepancy vs ZeRO-3 gradient anomaly." + "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient regression are unrelated." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are unrelated." - }, - { - "left": "issue:43646", - "right": "issue:44466", - "accept": false, - "reason": "Generic custom model initialization breakage vs lm_head.weight serialization inconsistency are distinct problems." + "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are different model/use-case failures." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference failure and an accuracy regression after upgrade are not the same bug." - }, - { - "left": "issue:44568", - "right": "issue:46489", - "accept": false, - "reason": "Different tokenizer regressions affecting different models and behaviors; not a shared code-path bug." - }, - { - "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "Hidden-states bug and visual-encoder key serialization bug are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:43701", - "accept": false, - "reason": "Dtype mismatch in eval vs resume_from_checkpoint key mismatch are unrelated." - }, - { - "left": "issue:44792", - "right": "issue:45405", - "accept": false, - "reason": "Janus image-generation test failure and a PEFT version bump are unrelated." - }, - { - "left": "issue:43927", - "right": "issue:44361", - "accept": false, - "reason": "DiaConfig token-id persistence bug and MLukeTokenizer AttributeError are different failures." + "reason": "FP8 inference on B200 and DeepSeek accuracy regression after upgrade are distinct bugs." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "BF16 dtype mismatch issues are unrelated to RT-DETR feature-levels shape/type error." - }, - { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "ImportError for a model class and missing Float8 storage type are unrelated." - }, - { - "left": "issue:46821", - "right": "issue:46832", - "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR forward TypeError are distinct bugs." - }, - { - "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and failure modes; not the same underlying bug." + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are separate v5 regressions." } ] }, @@ -8041,22 +8095,16 @@ "component_index": 1, "component_count": 24, "review_unit_index": 26, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ - "issue:28218", - "issue:29159", - "issue:29942", - "issue:30333", - "issue:32090", - "issue:34567", - "issue:42490", "issue:43257", + "issue:43278", "issue:43299", "issue:43334", "issue:43504", @@ -8064,273 +8112,279 @@ "issue:43575", "issue:43606", "issue:43653", - "issue:43696", + "issue:43701", + "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:44977", - "issue:45084", + "issue:45072", "issue:45200", "issue:45229", "issue:45245", + "issue:45357", "issue:45405", - "issue:45479", "issue:45520", "issue:45584", - "issue:45588", "issue:45759", - "issue:45823", - "issue:46050", + "issue:45812", "issue:46285", + "issue:46399", "issue:46424", "issue:46468", + "issue:46489", "issue:46701", "issue:46710", "issue:46752", - "issue:46829", - "issue:46832" + "issue:46821", + "issue:46832", + "issue:46846" ], "soft_pairs": [ + "issue:44568|issue:46489", + "issue:44849|issue:45357", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:44488|issue:44843", + "issue:44568|issue:45812", + "issue:46821|issue:46832", + "issue:45072|issue:46832", "issue:44589|issue:45520", "issue:43575|issue:45405", - "issue:43257|issue:43299", "issue:43504|issue:43606", + "issue:46399|issue:46846", + "issue:43257|issue:43299", "issue:43606|issue:44112", - "issue:43334|issue:45759", "issue:45245|issue:46710", + "issue:43334|issue:45759", "issue:43334|issue:43572", "issue:43572|issue:44291", "issue:44493|issue:46285", + "issue:43937|issue:46701", "issue:44464|issue:46424", "issue:43504|issue:43653", - "issue:43937|issue:46701", "issue:44464|issue:45584", "issue:45200|issue:45229", "issue:46468|issue:46832", - "issue:43844|issue:44964", "issue:44869|issue:46752", - "issue:45229|issue:45823", - "issue:43873|issue:46050", - "issue:29942|issue:30333", - "issue:43994|issue:44493", - "issue:45588|issue:46050", - "issue:29159|issue:32090", - "issue:42490|issue:43696", - "issue:44977|issue:46701", - "issue:45084|issue:45520", - "issue:28218|issue:34567", - "issue:45479|issue:46829" + "issue:43844|issue:44964" ], - "prepared_review_unit_hash": "9168df70f907084be56dd0c4d501da7185fb4c32fa6041ce973c2f6b4e2262a8", + "prepared_review_unit_hash": "000b6c64d199014472be9e689aa89abe4f3e15335f5431929cef0d0300e3d925", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36410, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge looks like a true duplicate; the cluster is a broad false-positive mix of tokenizer, loading/config, quantization, and model-specific regression reports. I\u2019d treat it as heterogeneous rather than one underlying bug cluster.", - "confidence": 0.87, - "canonical_issue_reason": "If a representative issue is needed, #44291 is the broadest loader-regression report in the set (generic model loading failure under transformers >= 5.0), but this cluster is too heterogeneous to treat as a clean duplicate set.", + "summary": "This is a loose cluster of mostly unrelated Transformers bug reports that only share broad themes like loading regressions, config changes, and tokenizer/model-family issues. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44291 is the broadest and most representative regression here: a v5+ loading failure around `init_empty_weights`/model initialization that matches the cluster\u2019s dominant load-path theme better than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "#44291 is the best overall issue representative because it captures a concrete, broadly applicable loading regression; still, it is not a true canonical anchor for the whole mixed cluster.", + "best_issue_reason": "issue:44291 is the best single issue to anchor the cluster because it is concrete, regression-oriented, and broadly about model loading internals rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Different failures: Float8 storage lookup vs flash_attn import_utils on Python 3.13; unrelated code paths." + "reason": "Both are tokenizer-related, but they describe different failures in different models and code paths; not the same bug." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "OOM on Qwen2 tensor-parallel load vs a PEFT version bump; not the same bug." + "reason": "One is an `output_hidden_states` runtime issue, the other is a `save_pretrained` key regression; different behaviors and fixes." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Both are Qwen-family loading regressions, but one is accelerate/deepspeed weight conversion and the other is Qwen3VL MOE config loading; different concrete paths." + "reason": "Embedding dtype drift and checkpoint key mismatch are unrelated issues." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "BEiT legacy-field load failure vs Bark CPU-offload device mismatch; unrelated." + "reason": "A failing janus generation test and a PEFT version bump are not the same underlying problem." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "One is a real model/offload mismatch, the other a stale GraniteSpeech CI test; same wording, different underlying issue." + "reason": "ImportError for a missing class and a storage-object lookup error are distinct failures." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Both touch multimodal Qwen config handling, but pad_token_id missing and text_config unwrapping are distinct loader bugs." + "reason": "Different models, different exceptions, different code paths." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Runtime category-limit error vs accuracy regression after upgrade; unrelated." + "reason": "Model loading failure for a specific model and an offline-mode `model_info()` regression are unrelated." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Both mention missing token fields after 5.0, but they affect different configs/models and different attributes." + "reason": "Both concern tokenization output, but one is missing added BOS/EOS tokens while the other is a broader Granite token-id regression." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Both are 5.0-era loading regressions, but StableLm config metadata and init_empty_weights arg handling are different code paths." + "reason": "TimesFM window-size handling and RT-DETR feature-level handling are unrelated." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "Unexpected position-id key vs CLIP text-model structure change; unrelated." + "reason": "Different models and different bugs: dtype mismatch vs forward-shape mismatch." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs cache max-length semantics; not the same bug." + "reason": "Float8 storage lookup and `flash_attn` import key errors are separate compatibility issues." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "BEiT legacy preset loading vs BigBirdTokenizer special-token registration; unrelated." + "reason": "TP OOM on Qwen2 and an unreleased PEFT minimum-version bump are not the same bug." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "GenerationConfig validation failure vs image-text pipeline output issue; different problems." + "reason": "Legacy-field loading in BEiT segmentation and CPU offload device mismatch in Bark are unrelated." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Compiled-forward generation inconsistency vs Whisper empty-transcription failure; unrelated." + "reason": "Both mention Qwen3.5, but one is kernel registration failure and the other is tensor-parallel plan coverage; distinct fixes." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Same model family, but one is input defaulting for fine-tuning and the other is multi-GPU inference OOM." + "reason": "Both are Qwen MOE loading reports, but one is accelerate/deepspeed conversion and the other is a dev-version loading break; not the same concrete bug." }, { - "left": "issue:46468", - "right": "issue:46832", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Nemotron example breakage vs RT-DETR forward type error; unrelated." + "reason": "A runtime device mismatch and a stale CI test are different problems." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "ZeRO-3 gradient behavior vs Phi-4 multimodal loading failure; unrelated." + "reason": "Category-count overflow and post-upgrade accuracy regression are unrelated." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Both are input-edge-case crashes, but one is Whisper timestamp decoding and the other is empty chat-template handling; different APIs." + "reason": "Both involve Qwen multimodal config handling, but one is a missing `pad_token_id` attribute and the other is `from_config` not unwrapping `text_config`; different failure modes." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Both are Gemma4 inference issues, but OOM and device-map mismatch are different failure modes." + "reason": "Both are missing-token-id style config regressions, but they affect different models and fields." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Quantization/offloading theme overlaps, but offload behavior and sinq save/load persistence are distinct bugs." + "reason": "One is a config field rename/regression, the other is an initialization-arg loading failure; not the same issue." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "FlashAttention CI failures vs MLflow reporting on failed training; unrelated." + "reason": "Unexpected position-id keys and CLIP text-model structure inconsistency are separate regressions." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43937", + "right": "issue:46701", "accept": false, - "reason": "Siglip2 nonsensical outputs vs unexpected position-id key regression; unrelated." + "reason": "GenerationConfig validation and a diffusion pipeline failure are not the same bug." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Flash-attention sink-less-model crash vs sinq quantized model save/load breakage; unrelated." + "reason": "Chunked generation inconsistency with compiled forward and cache max-length semantics are different generation/cache issues." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Tokenizer fast/slow inconsistency vs GPU broadcast TypeError; unrelated." + "reason": "Different model families and failures: legacy preset field vs tokenizer special-token registration." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Trailing-slash import warning vs GPT-oss OOM; unrelated." + "reason": "Both touch generation, but the root causes are different: compiled-forward chunking vs empty-transcription/alignment handling." }, { - "left": "issue:44977", - "right": "issue:46701", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue vs DiffusionGemma image-text pipeline bug; unrelated." + "reason": "Same model family, but one is a missing default for text-only fine-tuning and the other is a multi-GPU OOM." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:46468", + "right": "issue:46832", "accept": false, - "reason": "Template compiler error vs flash_attn import KeyError on Python 3.13; unrelated." + "reason": "An example script breakage and an RT-DETR forward type error are unrelated." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "Tokenizer adds extra space vs TrainerState token counter not updating; unrelated." + "reason": "Whisper timestamp decode crash and empty-list chat template crash are different empty-input edge cases in different components." }, { - "left": "issue:45479", - "right": "issue:46829", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Degenerate zero-loss classification vs VideoPrism output field mix-up; unrelated." + "reason": "ZeRO-3 gradient behavior and Phi-4 multimodal loading are unrelated regressions." } ] }, @@ -8346,65 +8400,76 @@ "component_index": 1, "component_count": 24, "review_unit_index": 27, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:15354", - "issue:29870", + "issue:28218", + "issue:29159", "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", "issue:37428", "issue:38175", - "issue:39692", "issue:41720", "issue:42490", "issue:43065", - "issue:43232", "issue:43295", "issue:43450", "issue:43493", "issue:43540", - "issue:43550", "issue:43572", - "issue:43575", - "issue:43653", + "issue:43696", "issue:43701", - "issue:43824", - "issue:43844", "issue:43873", "issue:43957", - "issue:44112", + "issue:43994", "issue:44186", "issue:44423", + "issue:44493", "issue:44554", - "issue:44610", "issue:44734", - "issue:44849", "issue:44977", - "issue:44987", "issue:45072", + "issue:45084", "issue:45198", "issue:45200", - "issue:45356", + "issue:45229", "issue:45406", "issue:45446", + "issue:45479", "issue:45520", "issue:45588", "issue:45759", "issue:45823", + "issue:46050", "issue:46121", - "issue:46178", "issue:46192", "issue:46369", + "issue:46701", "issue:46710", - "issue:46821" + "issue:46821", + "issue:46829" ], "soft_pairs": [ + "issue:45229|issue:45823", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:44977|issue:46701", + "issue:45084|issue:45520", + "issue:28218|issue:34567", "issue:43065|issue:46369", + "issue:45479|issue:46829", "issue:44423|issue:44734", "issue:44554|issue:45446", "issue:15354|issue:38175", @@ -8412,244 +8477,219 @@ "issue:41720|issue:46710", "issue:45406|issue:46121", "issue:44977|issue:46710", - "issue:45072|issue:45198", "issue:37428|issue:43957", + "issue:45072|issue:45198", "issue:43295|issue:43450", "issue:45588|issue:45759", "issue:43540|issue:45200", "issue:44186|issue:46192", - "issue:43295|issue:43873", "issue:43572|issue:46821", + "issue:43295|issue:43873", "issue:45200|issue:45823", - "issue:45823|issue:46192", - "issue:43295|issue:44610", - "issue:29870|issue:29942", - "issue:45520|issue:46178", - "issue:43572|issue:44987", - "issue:43232|issue:44849", - "issue:43550|issue:43844", - "issue:43450|issue:43575", - "issue:44554|issue:45356", - "issue:37428|issue:43824", - "issue:42490|issue:43493", - "issue:39692|issue:46192", - "issue:38175|issue:43493", - "issue:43653|issue:44112" + "issue:45823|issue:46192" ], - "prepared_review_unit_hash": "4237fb223061a2fdc125d614f7d83e8b266b5890eaab1fc5f5c3a97e05348241", + "prepared_review_unit_hash": "e7d6b92a1648c6392f6b6a808515ad143453ed5e93eef6edfc985770351dd296", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37226, - "estimated_input_tokens": 9307, - "estimated_eval_tokens": 18870 + "soft_pair_count": 29, + "serialized_chars": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly broad similarity matches by subsystem or model family, but they describe different bugs, regressions, or code paths. I don\u2019t see any true duplicate pairs here, so no soft edge should be accepted.", - "confidence": 0.92, - "canonical_issue_reason": "No clear canonical issue: the soft pairs are all false positives with different triggers, symptoms, or code paths.", + "summary": "This cluster is a broad mix of unrelated issues across tokenization, serving, quantization, multimodal processors, attention, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not form a single duplicate topic.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be singled out, issue:45200 is the most concrete and actionable standalone report, but it does not act as a true duplicate hub for the set.", + "best_issue_reason": "No single issue is a good representative for the cluster because the reported failures span many unrelated subsystems and models.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Both are SAM3-related, but one is about a dummy Conv2d in the decoder and the other is memory overflow in a litetext model." + "reason": "Both mention Gemma4/inference, but one is CUDA OOM and the other is a device-mapping forward mismatch; different bugs." }, { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Both hit transformers serve, but one crashes on multimodal continuous batching and the other on KV-cache continuation indexing." + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization, but one is about offloading behavior and the other about save/load corruption for sinq; not the same code path." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Different problems: MPS attention correctness vs a PyTorch version check for AuxRequest import in flex_attention." + "reason": "Flash Attention 2 test failures and MLflow reporting on job failure are unrelated subsystems and failure modes." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Unrelated failures: TorchScript export of a ViT model vs zero probabilities in SigLIP2 inference." + "reason": "SigLIP2 wrong outputs and unexpected position-id keys are distinct model/regression symptoms." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "SigLIP2 model discrepancy and a checkpoint resume key mismatch are unrelated bugs." + "reason": "One is a flash-attention sink-less model crash; the other is a quantized model persistence bug. No shared underlying defect." }, { - "left": "issue:41720", - "right": "issue:46710", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Different failure modes: CUDA assert with auto device mapping vs accuracy regression after a version upgrade." + "reason": "Tokenizer slow/fast inconsistency and a Trainer GPU broadcast NoneType error are unrelated." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Gemma4 processor/tokenizer crash and rope-parameter JSON list handling are separate code paths." + "reason": "A trailing-slash import warning is unrelated to a GPT-oss CUDA OOM." }, { "left": "issue:44977", - "right": "issue:46710", + "right": "issue:46701", "accept": false, - "reason": "Flash-attention generation bug and a broad accuracy regression are not the same defect." + "reason": "Different models and different failure surfaces: flash-attention generation bug vs image-text-to-text pipeline failure." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "One is a dtype mismatch in bfloat16 inference; the other is Wav2Vec2 save/tokenization failure." + "reason": "Template-node compilation error and Python 3.13 flash_attn import lookup are different issues." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Import error for a flash-attention helper and meta-device loading breakage are distinct issues." + "reason": "Tokenizer spacing after added token and TrainerState token count not updating are unrelated." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Processor.tokenizer access in custom code and batched video processor shape mismatch are different regressions." + "reason": "Both touch SAM3, but one is about a dummy Conv2d implementation and the other is a memory overflow when calling the model." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:45479", + "right": "issue:46829", "accept": false, - "reason": "Flash-attention sink handling and Qwen multimodal config unwrapping do not describe the same bug." + "reason": "Zero-loss classification edge case and a VideoPrism hidden_states output bug are different model bugs." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "Both are serve-related, but one crashes on multimodal inputs and the other on KV-cache continuation tensor indexing." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer crashes on NER/padding vs return_tensors being ignored are separate tokenizer behaviors." + "reason": "An MPS attention correctness issue and a flex_attention import version check are not the same bug." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Custom processor-tokenizer regression and quantization offloading failure are not the same underlying problem." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Both mention config arguments, but one is StableLm pad_token_idx and the other is TimesFM window_size." + "reason": "SigLIP2 HF/JAX discrepancy and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:41720", + "right": "issue:46710", "accept": false, - "reason": "Both are Gemma4-related, but one is token-type defaults for text-only fine-tuning and the other is a device_map forward mismatch." + "reason": "Qwen3 device-mapping CUDA assert and a DeepSeek accuracy regression after upgrade are different failures." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Gemma4 device placement and a generic return_tensors handling bug are unrelated." + "reason": "Gemma4 processor _tokenizer attribute crash and rope-params JSON list handling are unrelated." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:44977", + "right": "issue:46710", "accept": false, - "reason": "Processor/tokenizer access regression and OmDet-Turbo input-size mismatch are different code paths." + "reason": "A flash-attention generation issue for Qwen3.5 is unrelated to a DeepSeek accuracy regression." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "BART generation UnboundLocalError and Flash Attention 2 test failures are not the same bug." + "reason": "Missing flash-support import and meta-device model-loading breakage are different issues." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Different import/backend failures: flash_attn on Python 3.13 vs tensorflow_text backend mapping." + "reason": "BF16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not share a concrete code-path bug." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "StableLm config field loss and Qwen3.5 flash-attention generation issues are unrelated." + "reason": "Processor.tokenizer regression and batched video output shape are different multimodal-processing problems." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Generation kwargs sync handling and output_hidden_states behavior in Qwen3.5 are separate bugs." + "reason": "Flash-attention crash on sink-less models and missing text_config unwrap in composite Qwen configs are unrelated." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "torch.compile/SDPA failure and ZeRO-3 gradient growth are different training issues." + "reason": "Video-input processing error in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are distinct bugs." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "Video processor batch-shape bug and Qwen2-57B-A14B-Instruct OOM are not duplicates." + "reason": "LayoutLMv2 tokenizer crash on NER/batched truncation and ignored return_tensors with text_kwargs are separate tokenizer issues." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." + "reason": "StableLm config pad_token_idx regression and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Different import errors: flash-attention utility import vs Qwen2.5-VL class import." + "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Trailing-slash model-path warning and SigLIP2 HF/JAX discrepancy are unrelated." + "reason": "Gemma4 mm_token_type_ids defaulting and Gemma4 PLE device mismatch are different bugs." }, { - "left": "issue:39692", + "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 documentation example errors and return_tensors handling are different problems." - }, - { - "left": "issue:38175", - "right": "issue:43493", - "accept": false, - "reason": "Both are SigLIP2-related, but one reports zero probabilities while the other reports implementation divergence vs JAX." - }, - { - "left": "issue:43653", - "right": "issue:44112", - "accept": false, - "reason": "Tokenizer special-token registration and a stale CI device override test are unrelated." + "reason": "Gemma4 device-mapping mismatch and ignored return_tensors behavior are unrelated." } ] }, @@ -8665,275 +8705,275 @@ "component_index": 1, "component_count": 24, "review_unit_index": 28, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:28218", + "issue:29870", + "issue:29942", "issue:35141", - "issue:41720", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", "issue:42915", + "issue:43232", "issue:43262", "issue:43278", + "issue:43295", "issue:43334", - "issue:43335", - "issue:43388", "issue:43450", "issue:43452", + "issue:43493", "issue:43525", - "issue:43526", "issue:43550", - "issue:43819", + "issue:43572", + "issue:43575", + "issue:43653", "issue:43824", - "issue:43827", + "issue:43844", "issue:43856", - "issue:43901", "issue:43950", "issue:43975", "issue:44112", - "issue:44206", "issue:44442", "issue:44466", - "issue:44479", "issue:44521", - "issue:44561", + "issue:44554", "issue:44610", "issue:44792", - "issue:44857", - "issue:44898", - "issue:45083", + "issue:44849", + "issue:44987", "issue:45127", "issue:45198", - "issue:45200", "issue:45290", - "issue:45325", + "issue:45356", "issue:45381", - "issue:45412", + "issue:45520", "issue:45563", - "issue:45584", - "issue:45593", + "issue:46178", "issue:46192", "issue:46209", - "issue:46234", "issue:46285", "issue:46512" ], "soft_pairs": [ - "issue:44466|issue:45127", + "issue:43295|issue:44610", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:43232|issue:44849", + "issue:43550|issue:43844", + "issue:43450|issue:43575", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:38175|issue:43493", "issue:44521|issue:45290", - "issue:43278|issue:43856", + "issue:44466|issue:45127", + "issue:43653|issue:44112", "issue:45381|issue:46209", + "issue:43278|issue:43856", "issue:28218|issue:35141", "issue:42915|issue:43824", "issue:43950|issue:46285", "issue:43824|issue:43975", - "issue:43452|issue:46512", "issue:43334|issue:43525", + "issue:43452|issue:46512", "issue:43262|issue:43450", "issue:44442|issue:45198", - "issue:44792|issue:45563", - "issue:44898|issue:45412", - "issue:44479|issue:46192", - "issue:43819|issue:44112", - "issue:45200|issue:45325", - "issue:43827|issue:43901", - "issue:43388|issue:43526", - "issue:44561|issue:46234", - "issue:43335|issue:43550", - "issue:41720|issue:46209", - "issue:43819|issue:45083", - "issue:44857|issue:45593", - "issue:44610|issue:44857", - "issue:44206|issue:45584" + "issue:44792|issue:45563" ], - "prepared_review_unit_hash": "0eb28aace78bfeb96f05ac53c118aadcaf458b5783d1a5436d96e7c87e8daefe", + "prepared_review_unit_hash": "31e9a5d0acb50737d555d56d9c0a589ede0a7807c632caf0f315213d3c6a8b16", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35889, - "estimated_input_tokens": 8973, - "estimated_eval_tokens": 18202 + "serialized_chars": 35834, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not look like a duplicate set. It is a grab bag of unrelated transformer bugs, regressions, and docs issues that only share broad API or subsystem keywords.", - "confidence": 0.98, + "summary": "This cluster is heterogeneous: it mixes tokenizer, generation, vision/audio processor, config/import, and performance issues across unrelated code paths. The soft pairs are mostly keyword-similar but not the same underlying bug or change, so none should be merged.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Both concern tied weights, but one is device-dependent lm_head serialization and the other is LoRA merge collapse with extended vocabulary; different concrete bugs." + "reason": "Both involve processor/tokenizer inputs, but one is a regression in custom model code and the other is an OmDet-Turbo size mismatch; different code paths and fixes." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal input and the other is a crash on tool-call messages; not the same failure." + "reason": "Bart generate() decoder mask error and Flash Attention 2 test failures are unrelated bugs in different subsystems." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory usage are unrelated issues." + "reason": "Both are import/backend mapping failures, but one is a flash_attn import issue on Python 3.13 and the other is an unsupported tensorflow_text backend entry; not the same bug." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Qwen2.5-VL vision position ids bug and FP8 inference failure on B200 are different model/runtime problems." + "reason": "One is a missing pad_token_idx config attribute, the other is a model loading failure for a specific repository; no clear shared underlying bug." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resizing." + "reason": "Generation kwargs handling after sync_gpus and Qwen3.5 output_hidden_states behavior are different generation bugs." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are different code paths and symptoms." + "reason": "torch.compile+SDPA failure in Bamba and gradient growth under ZeRO-3 are unrelated training/runtime problems." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP text model structural inconsistency." + "reason": "Video processor batching shape and tensor-parallel OOM are different issues with no shared fix path." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Missing import for a VL class and incorrect detokenization are separate bugs." + "reason": "MPS attention correctness and Kimi tokenizer codec warnings are unrelated; one is a backend math bug, the other is tokenizer regression." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "gguf_file loading failures and stale config dtype after from_config are unrelated." + "reason": "Both are import errors, but they reference different missing symbols/modules and different affected models; not the same import bug." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Both mention missing pad_token_id, but they affect different model configs and loading paths; not the same regression." + "reason": "Local-path slash import warning and SigLIP2 implementation discrepancy are unrelated." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Last-batch label dropping in gather_for_metrics is unrelated to BeitImageProcessorFast reducing labels to one element." + "reason": "SigLIP2 doc example problems and return_tensors being ignored are different behaviors and fixes." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "Audio chat-template sampling-rate default and batched video shape handling are different processor bugs." + "reason": "Both mention SigLIP2, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; not clearly the same concrete bug." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Tokenizer loading failure and save_pretrained/tokenization failure in Wav2Vec2 are not the same issue." + "reason": "Both touch apply_chat_template, but one is assistant mask generation for multimodal inputs and the other is a crash on tool-call messages; different failure modes." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Janus image generation test failure and stale paged-generate warning are unrelated." + "reason": "Both involve tied weights, but one is serialization differing by device and the other is LoRA merging with extended vocabulary causing collapse; distinct bugs." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release bug are different models and failure modes." + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." }, { - "left": "issue:44479", - "right": "issue:46192", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Qwen video input regression and return_tensors being ignored are unrelated API bugs." + "reason": "Qwen2.5-VL vision_position_ids and FP8 inference failure on B200 are different model/runtime issues." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "DAC forward/from_latents mismatch and a stale GraniteSpeech CI test do not describe the same bug." + "reason": "Embedding dtype regression during evaluate and MoE training memory inefficiency are unrelated." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting and Qwen2.5-VL rope indexing are different multimodal bugs." + "reason": "Tokenizer extra-space behavior and output embedding reinitialization after resize are different bugs in different parts of the stack." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Both are docs issues, but they cover different pipeline docs and different stale references." + "reason": "Qwen3MoE FP8 failure and Qwen2.5-VL import error are unrelated." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are unrelated model/runtime issues." + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure inconsistency are different regression classes." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and FP8 inference on B200 are different hardware/runtime failures." + "reason": "Qwen2.5-VL import failure and DeepSeek detokenization regression are unrelated." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "DAC latent mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Both mention missing pad_token_id, but they affect different model configs and likely different fixes; not enough evidence of the same underlying bug." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "AMP CUDA crash in LwDetrImageLoss is unrelated to D-FINE not using auxiliary losses." + "reason": "gguf_file loading failures and stale config.dtype after from_config are unrelated API regressions." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "OmDet-Turbo output size mismatch and LwDetrImageLoss AMP crash are different bugs." + "reason": "Audio chat-template sampling-rate default and video processor batch-shape bugs are different processor issues." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and Whisper empty-transcription failure are unrelated." + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer and Wav2Vec2 save/tokenization failure are different speech-tokenizer bugs." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Both are missing import_utils helpers, but they involve different removed/absent functions and different breakages; not one underlying bug." + "reason": "Janus image generation test failure and a stale num_return_sequences warning are unrelated generation issues." } ] }, @@ -8949,289 +8989,290 @@ "component_index": 1, "component_count": 24, "review_unit_index": 29, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:28282", "issue:29127", "issue:29942", "issue:32090", "issue:33357", - "issue:34689", - "issue:35141", "issue:37428", "issue:38175", - "issue:42490", + "issue:41720", "issue:43278", "issue:43335", + "issue:43388", "issue:43425", "issue:43504", + "issue:43526", "issue:43550", "issue:43606", "issue:43611", "issue:43653", - "issue:43720", + "issue:43819", "issue:43825", - "issue:43854", + "issue:43827", + "issue:43901", "issue:43931", "issue:44112", - "issue:44351", + "issue:44206", "issue:44448", - "issue:44514", - "issue:44521", + "issue:44479", + "issue:44561", + "issue:44610", "issue:44743", "issue:44855", + "issue:44857", + "issue:44898", "issue:45083", - "issue:45127", "issue:45200", - "issue:45245", - "issue:45290", + "issue:45325", "issue:45412", "issue:45520", - "issue:45588", + "issue:45584", "issue:45593", "issue:45759", - "issue:45859", "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", "issue:46285", - "issue:46326", - "issue:46431", "issue:46512", - "issue:46566", "issue:46821" ], "soft_pairs": [ + "issue:44898|issue:45412", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:43388|issue:43526", + "issue:44561|issue:46234", + "issue:43335|issue:43550", + "issue:41720|issue:46209", + "issue:44857|issue:45593", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:44610|issue:44857", "issue:46512|issue:46821", "issue:45759|issue:46285", - "issue:43606|issue:45083", "issue:45520|issue:46170", "issue:38175|issue:45412", + "issue:43606|issue:45083", "issue:37428|issue:43425", "issue:43335|issue:43653", - "issue:43550|issue:44112", "issue:29942|issue:32090", + "issue:43550|issue:44112", "issue:28282|issue:33357", "issue:43611|issue:43931", "issue:44448|issue:44743", "issue:43335|issue:43504", "issue:44855|issue:45083", "issue:43278|issue:43825", - "issue:43720|issue:44112", - "issue:29127|issue:32090", - "issue:43335|issue:45083", - "issue:44514|issue:44521", - "issue:43335|issue:45593", - "issue:37428|issue:44351", - "issue:43335|issue:44112", - "issue:45290|issue:46326", - "issue:45588|issue:45859", - "issue:46431|issue:46566", - "issue:34689|issue:35141", - "issue:45127|issue:45245", - "issue:42490|issue:43854", - "issue:45200|issue:45588" + "issue:29127|issue:32090" ], - "prepared_review_unit_hash": "7c7dec748ebb22b47ca2980dae8bdec94424a46f6a536d209ec7e8af1c1c4d7b", + "prepared_review_unit_hash": "778cca388c6fd6106febdce16f259b81e7d6f9f2389a99cb56a75acd09beecab", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36179, - "estimated_input_tokens": 9045, - "estimated_eval_tokens": 18346 + "serialized_chars": 36743, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose similarity bucket of unrelated Transformers issues. The soft edges mostly connect superficially similar bug reports (imports, loading, chat templates, offload, config, CI) rather than the same underlying defect, so none should be merged.", - "confidence": 0.79, - "canonical_issue_reason": "No single canonical issue: the tickets span many distinct subsystems and failure modes, and the closest pairs are only title-level similar.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad vocabulary (pipelines, import utilities, multimodal models, or hardware errors) but do not look like the same underlying bug or change. I would not collapse these into duplicate groups.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across model loading, processors, training, docs, and hardware-specific regressions, so there is no single issue that safely represents the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global representative stands out; the cluster is heterogeneous and not centered on one bug.", + "best_issue_reason": "No global best issue stands out; the set is too diverse for one issue to serve as a reliable representative duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Different bugs in different models: stale config dtype vs TimesFM window_size AttributeError." + "reason": "Different problems: Perceiver non-default resolution failure vs RT-DETR model memory not being released." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:44479", + "right": "issue:46192", "accept": false, - "reason": "Both concern multimodal model/config structure, but they hit different code paths and failure modes." + "reason": "Both involve multimodal inputs, but one is a video-input regression and the other is return_tensors/text_kwargs precedence." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Unrelated regressions: CPU offload device mismatch vs a helper length-calculation bug." + "reason": "Unrelated: DAC latent decoding mismatch vs a stale device-override CI test in GraniteSpeech." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Both are import/dependency issues, but the platform, module, and root cause differ." + "reason": "Both touch multimodal preprocessing, but Gemma mm_token_type_ids defaults and Qwen2.5-VL rope temporal scaling are distinct bugs." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Different subsystems entirely: zero probabilities in Siglip2 vs RT-DETR memory cleanup." + "reason": "Both are docs-related, but they cover different pipeline/documentation mismatches and different behaviors." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Version-compatibility problems, but one is a missing internal symbol import and the other is Torch 2.10 incompatibility." + "reason": "Both concern labels, but the bugs are in different components and have different failure modes." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Different model/tokenizer bugs: sparse layer construction vs special-token decode behavior." + "reason": "Both are import_utils helper regressions, but they are different missing symbols with different compatibility fallout." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Both are CI/runtime issues, but they affect different models and code paths." + "reason": "Different code paths: sparse-layer creation from config vs torch.compile/SDPA failure in Bamba-9B-v2." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Flash Attention test failure vs Trainer GPU broadcast NoneType error are unrelated bugs." + "reason": "Both are device/GPU-specific, but one is a Qwen3 auto-mapping CUDA assert on A800 and the other is an FP8 inference failure on B200." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Missing PyTorch import and MacOS bus error on CLIP are different failures." + "reason": "Different model/training bugs: LwDetr AMP crash vs D-FINE not using auxiliary losses when denoising is off." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Different model-loading breakages: base_model_prefix handling vs weight-shape mismatch." + "reason": "Different subsystems and symptoms: DAC latent/forward mismatch vs qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Different regression types: output drift across versions vs recurrent-state reset in modular Qwen code." + "reason": "Both affect audio-ish pipelines, but the root causes are unrelated: unsupported feature-extractor arg vs empty transcription after token alignment." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Separate bugs in different models; no shared underlying defect." + "reason": "Processor image-size mismatch and AMP/CUDA loss crash are unrelated failures." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Python 3.13 JIT parsing issue vs qwen3_omni_moe helper behavior are unrelated." + "reason": "Different issues: config.dtype staleness after from_config vs TimesFM window_size raising AttributeError." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Embedding dtype persistence and pipeline task messaging are different issues." + "reason": "Both involve model structure/configuration, but one is composite Qwen multimodal config unwrapping and the other is CLIP text-model structural inconsistency." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Accelerate loading of packed weights vs a stale CI device-override test are unrelated." + "reason": "Different platform/runtime failures: flash_attn import on Python 3.13 vs torch.distributed dependency issues on Windows with AMD ROCm." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Different errors in different components: LayoutLMv3 validation messaging vs Trainer broadcast handling." + "reason": "Unrelated: SigLIP zero probabilities vs RT-DETR memory cleanup." }, { - "left": "issue:43335", + "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "No shared root cause; these are distinct model-specific bugs." + "reason": "Different bugs in different code paths: CPU offload device mismatch vs qwen3_omni_moe output-length helper behavior." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Both are chat-template related, but one is batched padding behavior and the other is assistant-mask generation for multimodal inputs." + "reason": "A specific missing-import regression is not the same as a broad Torch 2.10 incompatibility report." }, { "left": "issue:43335", - "right": "issue:45593", + "right": "issue:43653", "accept": false, - "reason": "Different models and code paths; no same underlying bug." + "reason": "Different failures: sparse layer creation in SwitchTransformersConfig vs BigBirdTokenizer special-token registration." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Both are import errors, but they involve different symbols and regressions." + "reason": "Flash Attention 2 test failures and a Trainer NoneType broadcast error are separate bugs." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Both touch chat templating, but they fail in different branches and with different inputs." + "reason": "Different problems in different areas: torch.compile/SDPA failure vs stale CI device-override test." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Distinct failures: flash_attention integration on s_aux=None vs CPU-offload incompatibility in Qwen3_5Moe." + "reason": "ImportError for missing PyTorch and a MacOS bus error with a community CLIP model are not the same issue." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Missing chat template support vs meta-device loading are unrelated." + "reason": "Different loading regressions: base_model_prefix handling vs Qwen3-VL weight-shape mismatch." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Different model-loading problems: one breaks Llama 3.2 Vision loading, the other reinitializes embeddings after resize." + "reason": "Different model behaviors: Pegasus output regression vs qwen3_5 recurrent states resetting with cache." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "LoRA merge collapse and category-count overflow are unrelated bugs." + "reason": "Different bugs: SwitchTransformers sparse-layer construction vs Beit pretrained preset loading with a legacy field." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Local-path slash warning and GLM-4.7-Flash unit-test loading failure are different issues." + "reason": "Different symptoms and code paths: DebertaV2 Python 3.13 parsing issue vs qwen3_omni_moe helper behavior." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Gemma token-type defaults and flash_attention s_aux handling are unrelated code paths." + "reason": "Embedding dtype drift in eval and an incorrect pipeline() translation error message are unrelated." } ] }, @@ -9247,301 +9288,302 @@ "component_index": 1, "component_count": 24, "review_unit_index": 30, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ - "issue:10000", - "issue:15354", "issue:26413", - "issue:27957", "issue:28218", - "issue:29870", - "issue:29942", "issue:31501", "issue:32090", "issue:33357", "issue:34689", "issue:35141", - "issue:38175", + "issue:37428", "issue:39692", - "issue:40444", "issue:42490", - "issue:43278", - "issue:43329", - "issue:43381", + "issue:43335", "issue:43526", - "issue:43550", "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:44977", "issue:45072", "issue:45083", - "issue:45229", + "issue:45127", + "issue:45200", + "issue:45245", "issue:45290", "issue:45310", - "issue:45381", "issue:45459", "issue:45478", + "issue:45588", + "issue:45593", "issue:45823", - "issue:45920", - "issue:46192", + "issue:45859", "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", "issue:46697" ], "soft_pairs": [ - "issue:45310|issue:45478", - "issue:43819|issue:44493", - "issue:44448|issue:44779", - "issue:43606|issue:44857", - "issue:39692|issue:43526", - "issue:26413|issue:31501", - "issue:28218|issue:32090", - "issue:44617|issue:46697", - "issue:45459|issue:46234", - "issue:39692|issue:44493", - "issue:44206|issue:45823", + "issue:44514|issue:44521", + "issue:37428|issue:44351", + "issue:43720|issue:44112", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:45290|issue:46326", + "issue:46431|issue:46566", + "issue:45588|issue:45859", + "issue:45127|issue:45245", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:45310|issue:45478", + "issue:45200|issue:45588", + "issue:43819|issue:44493", + "issue:43606|issue:44857", + "issue:44448|issue:44779", + "issue:39692|issue:43526", + "issue:26413|issue:31501", + "issue:44617|issue:46697", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:39692|issue:44493", + "issue:44206|issue:45823", "issue:43701|issue:45083", "issue:44857|issue:45072", "issue:32090|issue:33357", "issue:42490|issue:43575", - "issue:43550|issue:45083", - "issue:44360|issue:44561", - "issue:38175|issue:44493", - "issue:27957|issue:34689", - "issue:29942|issue:35141", - "issue:29870|issue:32090", - "issue:44448|issue:44977", - "issue:43278|issue:43329", - "issue:45920|issue:46192", - "issue:40444|issue:43526", - "issue:45290|issue:45381", - "issue:10000|issue:15354", - "issue:44977|issue:45229", - "issue:43278|issue:43381" + "issue:44360|issue:44561" ], - "prepared_review_unit_hash": "77ae8d35f31b02d8c467ed3ba2f76c39322aef0ff7a9f43ad992e58f4536deb8", + "prepared_review_unit_hash": "c33b163afb43442158d5edb09b5954b3f665d495ae91d0d9f835624ad0dcb060", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35775, - "estimated_input_tokens": 8944, - "estimated_eval_tokens": 18144 + "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 mostly heterogeneous: the only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained reports (45310/45478). The rest are broad text-similarity matches across unrelated bugs. No PRs are present.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45310 is the earliest of the only exact duplicate pair, and it cleanly represents the Qwen3.5 MoE from_pretrained regression also reported in 45478.", + "summary": "This cluster is mostly heterogeneous. The only clear duplicate-looking pair is the two Qwen3.5 MoE `from_pretrained` regressions (45310/45478); the rest describe different models, features, or failure modes and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45310 is the earlier, clearer representative of the exact duplicate pair with 45478; both report the same Qwen3.5 MoE `from_pretrained` failure on transformers>=5.4.0.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest standalone issue in the set to use as a representative: it describes a broad v5 tokenizer regression affecting multiple named models and has the most cross-references.", + "best_issue_reason": "45310 is the strongest canonical issue for this cluster because it is the only near-exact duplicate pair and has a concise, concrete failure description.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same title and same Qwen3.5 MoE from_pretrained failure; these look like the same underlying bug." + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is a batched-padding crash and the other is incorrect assistant masks for multimodal inputs; different bugs." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Different code paths: DAC.from_latents mismatch vs position-id key warnings across many models." + "reason": "Both are import errors, but they involve different missing symbols and likely different breakages." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Both are v5 regressions, but one is Pegasus generation output drift and the other is DeepSeek tokenizer IDs; not the same bug." + "reason": "Completely different failures: BitNet loading vs a GraniteSpeech CI test/device override issue." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Both involve runtime/device issues, but Bark CPU offload mismatch and LwDetr AMP crash are unrelated." + "reason": "Different models and different helper/config code paths." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "SigLIP2 documentation example errors and BeitImageProcessorFast reduce_labels behavior are unrelated." + "reason": "Unrelated bugs in different model families." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Checkpoint resume epoch_iterator failure and FineWeb training not starting are different training issues." + "reason": "No shared code-path bug; model config issue vs CI test failure." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Tokenizer added-space bug and Trainer GPU broadcast NoneType error are unrelated." + "reason": "Both touch chat-template logic, but they describe different tokenizer behaviors and failure modes." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "CUDA OOM in Sam3Video and over-padding in Swin2SR image processing are different bugs." + "reason": "Processor chat-template absence vs device placement of DiffusionGemma weights are unrelated." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Both touch import/utils, but hidden tokenizer decode errors vs a missing availability helper are different problems." + "reason": "Different Qwen3.5-MoE-related problems: flash-attention sink handling vs CPU offload rotary embedding behavior." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Documentation/quantization example issue vs position-id key warnings; no shared bug." + "reason": "Extended-vocab LoRA collapse is unrelated to the category-count runtime error." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Gemma4 device-map mismatch are unrelated." + "reason": "Both concern model loading/embedding behavior, but the concrete bugs and affected models differ." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Resume-from-checkpoint key mismatch and qwen3_omni_moe feature-length behavior are different code paths." + "reason": "A trailing-slash local-path warning is not the same as the GLM-4.7-Flash unit test load failure." }, { - "left": "issue:44857", - "right": "issue:45072", - "accept": false, - "reason": "Both are dtype/runtime mismatches, but they affect different models and mechanisms; not the same fix." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, same transformers>=5.4.0 `from_pretrained` regression." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Trainer NoneType broadcast error and MacOS CLIP bus error are unrelated failures." + "reason": "Gemma 4 token-type defaults and flash-attention sink handling are different bugs." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Trailing-slash local model import warning and tensor-parallel OOM are unrelated." + "reason": "DAC latent reconstruction mismatch and unexpected position-id keys are unrelated." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe feature-length issue are different bugs." + "reason": "Device mismatch with CPU offload and AMP float16 loss crash are different issues." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "DSA ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are unrelated." + "reason": "Different output regression for Pegasus vs tokenizer correctness regression for DeepSeek." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "SigLIP2 zero-probability issue and position-id key warnings are different regressions." + "reason": "Documentation/quantization example problems are not the same as a BeitImageProcessor label-reduction bug." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Both mention model loading/attention, but XLMRoberta Flash Attention 2 and Llama 3.2 Vision loading are distinct issues." + "reason": "Training resume iterator failure and FineWeb training not starting are too different to merge as one bug." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Flash Attention tests failing and embedding reinitialization on resize are unrelated." + "reason": "CUDA OOM and image over-padding are unrelated." }, { - "left": "issue:29870", + "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "BART generate decoder_attention_mask bug and GPU broadcast NoneType error are different failures." + "reason": "Tokenizer added-space bug and Trainer broadcast TypeError are different failures." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Both are generation regressions, but Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are not the same bug." + "reason": "Tokenizer error masking and missing import-utils availability helper are unrelated." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Embedding dtype drift in evaluate and undefined video-token helper variables are unrelated." + "reason": "SigLIP2 doc/example issues do not match the position-id key regression." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Both are tokenizer/API regressions in v5, but wrong token IDs across models vs return_tensors being ignored are different underlying bugs." + "reason": "Feature-extractor argument handling and Gemma4 PLE device placement are different code paths." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Qwen2.5-VL iterable dataset finetuning failure and BeitImageProcessorFast reduce_labels bug are unrelated." + "reason": "Checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper issue." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Chat-template tool-call crash and qwen2.5-vl video vision_position_ids bug are different multimodal issues." + "reason": "Different dtype-related failures in different components." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "German DistilBertModel issue and GeneratorExp/torch.jit.script export failure are unrelated." + "reason": "Unsupported NoneType broadcast and MacOS bus error in CLIP are unrelated." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated." + "reason": "Local-path import warning and tensor-parallel OOM are different bugs." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "BF16-to-FP32 dtype change in evaluation and gradient checkpointing in eval mode are different behaviors." + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 `is_torch_fx_available` removal breakage." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate pair is 45310/45478 with identical titles, and the remaining soft-edge rejections do not overstate similarity. No PRs are present, so the PR-related fields are appropriately null." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only clear duplicate pair in the provided data is 45310/45478, which share the same title and regression description, and the rest of the rejected pairs are reasonably distinguished by model, code path, or failure mode. No evident overstatement." }, "evaluator_used": true, "retried": false, @@ -9554,69 +9596,82 @@ "component_index": 1, "component_count": 24, "review_unit_index": 31, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ + "issue:10000", + "issue:15354", "issue:25251", - "issue:29127", + "issue:27957", "issue:29870", + "issue:29942", "issue:32090", "issue:33290", - "issue:33357", - "issue:34567", "issue:34689", + "issue:35141", "issue:37428", - "issue:39692", + "issue:38175", + "issue:40444", "issue:41720", "issue:42175", "issue:42490", "issue:43278", + "issue:43329", "issue:43381", + "issue:43526", + "issue:43550", "issue:43575", - "issue:43611", - "issue:43653", - "issue:43701", "issue:43873", "issue:43927", "issue:43976", - "issue:44186", - "issue:44361", "issue:44448", "issue:44466", + "issue:44493", "issue:44561", "issue:44568", - "issue:44743", "issue:44779", "issue:44855", "issue:44857", - "issue:44871", "issue:44977", - "issue:45198", + "issue:45083", "issue:45229", "issue:45290", - "issue:45372", + "issue:45381", "issue:45440", "issue:45491", "issue:45563", "issue:45588", "issue:45698", - "issue:45803", "issue:45823", - "issue:46121", + "issue:45920", + "issue:46192", "issue:46399", "issue:46655" ], "soft_pairs": [ + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:29870|issue:32090", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:43278|issue:43329", + "issue:40444|issue:43526", + "issue:45290|issue:45381", + "issue:44977|issue:45229", + "issue:10000|issue:15354", + "issue:43278|issue:43381", + "issue:45290|issue:46655", "issue:44855|issue:46399", + "issue:43927|issue:45698", "issue:29870|issue:33290", - "issue:45290|issue:46655", "issue:44857|issue:45588", - "issue:43927|issue:45698", "issue:37428|issue:42175", "issue:32090|issue:33290", "issue:44561|issue:44779", @@ -9627,223 +9682,224 @@ "issue:42490|issue:43873", "issue:44568|issue:45491", "issue:45588|issue:45823", - "issue:43278|issue:43575", "issue:41720|issue:45229", - "issue:43381|issue:43701", - "issue:44977|issue:45563", - "issue:44871|issue:44977", - "issue:33357|issue:39692", - "issue:29127|issue:34567", - "issue:45198|issue:45803", - "issue:43653|issue:44743", - "issue:44361|issue:45198", - "issue:44186|issue:45198", - "issue:45372|issue:45588", - "issue:43611|issue:46121", - "issue:29870|issue:34689" + "issue:43278|issue:43575", + "issue:44977|issue:45563" ], - "prepared_review_unit_hash": "f3c29caf80f3b2d23c98b385813afa525fbef9511ca04dbdd8b27818e10e635f", + "prepared_review_unit_hash": "d4c1617c2b1551bef3c936c84a494d720758786672599dbb85f3d608412e713b", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36740, - "estimated_input_tokens": 9185, - "estimated_eval_tokens": 18626 + "soft_pair_count": 31, + "serialized_chars": 37245, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers bugs. The soft-similarity pairs overlap lexically on broad areas like generation, serialization, tokenizers, or memory, but they do not appear to describe the same concrete defect, so none should be merged as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "No soft pair looks like the same underlying bug/change; the cluster is a mix of unrelated tokenizer, generation, quantization, multimodal, and training/runtime issues. The strongest standalone issue anchor is the broad v5 tokenizer regression in issue 45920.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45920 is the broadest, most cross-cutting bug report here: a v5 tokenizer regression affecting multiple model families, with inbound references and a clear shared failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest issue candidate by discussion/inbound activity and broad infrastructure relevance, but it is still only one bug report in a largely unrelated set.", + "best_issue_reason": "issue:45920 is the best representative issue for this set because it has the widest impact and the clearest cross-model regression pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Both are import/registration failures, but they affect different model code paths (DebertaV2 vs Qwen3.5) and different root causes." + "reason": "Different subsystems and symptoms: torch.compile/SDPA failure vs a multimodal feature-length helper bug." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Bart generate() UnboundLocalError and DeepSpeed/Adafactor OOM are unrelated training/runtime problems." + "reason": "A model producing zero probabilities is unrelated to unexpected position-id keys during loading/serialization." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Chat template tool-call crash and SmolVLM video padding bug are different APIs and failure modes." + "reason": "Flash Attention 2 test failures are not the same bug as embedding reinitialization after resize." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "One is an AMP/CUDA loss crash, the other is a flash-attention integration AttributeError on sink-less models." + "reason": "Both mention model loading, but they target different models and different failure modes." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "Both involve save/load behavior, but one loses config token IDs and the other loads the wrong custom module; different underlying bugs." + "reason": "Generation-time decoder_attention_mask bug is unrelated to distributed broadcast of NoneType in Trainer." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Flash-attention import error and missing TensorFlow backend in a torch install are unrelated." + "reason": "Both are generation regressions, but the titles point to different model-specific issues and no shared code-path." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Trainer broadcast NoneType and Adafactor OOM are different failure classes with no shared code-path." + "reason": "Tokenizer regression affecting token IDs is not the same as return_tensors being ignored when kwargs are passed." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "A removed utility breaking trust_remote_code models is unrelated to DeepSeek tokenizer output regressions." + "reason": "Dtype drift in evaluation is unrelated to an undefined video-token helper branch." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are both memory-adjacent, but not the same bug or fix." + "reason": "Multi-image VL fine-tuning failure and BeitImageProcessor label reduction bug are different components." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Pipeline top_k nesting bug and Trainer GPU broadcast error are unrelated." + "reason": "Chat template/tool-call crash is not the same bug as wrong video vision_position_ids." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Both are v5 regressions, but one is generation output drift and the other is serialization of lm_head.weight; different concrete issues." + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are different underlying problems." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Python version compatibility breakage and DeepSeekV3MoE divergence are not the same defect." + "reason": "These are unrelated old issues: DistilBERT model error vs torch.jit.script GeneratorExp export failure." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Trailing-slash import warning and quantization/offloading failure are unrelated." + "reason": "Evaluation dtype mismatch is not the same as gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings from sliding-window attention are different problems." + "reason": "Tool-call chat templating crash and video padding bug are both multimodal, but not the same code path." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Flash-attention sinkless-model crash and Gemma4 device_map mismatch are distinct forward-path bugs." + "reason": "Python 3.13 parsing/IndentationError is unrelated to a missing decorator on a rotary-pos-emb registration." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Training/eval dtype drift and Qwen2 tensor-parallel OOM are unrelated." + "reason": "Both involve save/load behavior, but one is config token IDs and the other is loading the wrong custom module." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "Both involve large-model inference failures, but one is cudaErrorAssert on auto device mapping and the other is plain OOM; not the same root cause." + "reason": "Generation bug is unrelated to an Adafactor/deepspeed OOM during training." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch do not share a code-path." + "reason": "AMP/CUDA loss crash and flash_attention sink-less model AttributeError are different failures." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Flash-attention generation failure and a stale num_return_sequences warning are not the same bug." + "reason": "Importing a flash-attention utility and missing TensorFlow in a torch install are unrelated." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Gemma eos_token_id config mismatch and Qwen3.5 flash-attention generation failure are unrelated model-specific issues." + "reason": "Trainer NoneType broadcast error is not the same issue as deepspeed optimizer OOM." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "MacOS bus error on a CLIP model and SigLIP2 doc example errors are different scenarios and failure types." + "reason": "Removal of a utility breaking trust_remote_code models is unrelated to a tokenizer regression." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are unrelated." + "reason": "Quantization/offloading malfunction and multi-GPU OOM may both be memory-related, but they are not the same bug." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and a bare-except in Fuyu tensor conversion are different bugs." + "reason": "Pipeline top_k nesting behavior is unrelated to distributed broadcast of NoneType." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated tokenizer vs model-state issues." + "reason": "One is a generation-output regression; the other is device-dependent lm_head serialization. Similar theme, different bug." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Both touch tokenization, but MLuke AttributeError and Wav2Vec2 save_pretrained/tokenization failure are not the same defect." + "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE divergence from the remote implementation." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenization pathways." + "reason": "Local path import warning has no connection to quantization offloading behavior." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Gemma 4 processor import breakage and flash-attention sinkless crash are unrelated." + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are different subsystems." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "base_model_prefix loading regression and rope-validation TypeError involve different loading/validation code." + "reason": "Flash-attention AttributeError and device_map forward mismatch are separate runtime problems." }, { - "left": "issue:29870", - "right": "issue:34689", + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device-mapping assert on A800 is not the same as multi-GPU OOM on Gemma4." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16-to-FP32 eval dtype drift is unrelated to tensor-parallel load OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Bart generate() UnboundLocalError and Llama 3.2 Vision model-loading breakage are different model-specific regressions." + "reason": "A flash-attention generation bug is unrelated to a stale warning about num_return_sequences." } ] }, @@ -9859,21 +9915,23 @@ "component_index": 1, "component_count": 24, "review_unit_index": 32, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ - "issue:27957", "issue:29127", + "issue:29870", "issue:29942", "issue:30064", - "issue:33290", "issue:33357", + "issue:34567", + "issue:34689", "issue:35141", + "issue:39692", "issue:42490", "issue:42915", "issue:42994", @@ -9881,24 +9939,22 @@ "issue:43066", "issue:43381", "issue:43412", - "issue:43421", - "issue:43526", "issue:43575", + "issue:43611", "issue:43653", "issue:43701", "issue:43756", - "issue:43824", - "issue:43931", "issue:43994", "issue:44186", "issue:44206", "issue:44265", - "issue:44279", - "issue:44387", + "issue:44361", "issue:44442", "issue:44462", "issue:44479", - "issue:45072", + "issue:44743", + "issue:44871", + "issue:44977", "issue:45198", "issue:45245", "issue:45372", @@ -9911,259 +9967,282 @@ "issue:45588", "issue:45593", "issue:45712", - "issue:45834", + "issue:45803", + "issue:46121", "issue:46369", "issue:46693" ], "soft_pairs": [ + "issue:44871|issue:44977", + "issue:43381|issue:43701", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:45198|issue:45803", + "issue:43653|issue:44743", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:45372|issue:45588", + "issue:43611|issue:46121", "issue:42915|issue:42994", + "issue:29870|issue:34689", + "issue:45372|issue:45406", "issue:43412|issue:45588", "issue:44206|issue:44479", - "issue:45372|issue:45406", "issue:43756|issue:45440", - "issue:29942|issue:30064", "issue:43653|issue:44442", + "issue:29942|issue:30064", "issue:45491|issue:46693", "issue:43065|issue:45412", - "issue:29127|issue:33357", - "issue:45245|issue:45563", "issue:43065|issue:43994", + "issue:45245|issue:45563", "issue:45459|issue:45712", + "issue:29127|issue:33357", "issue:44265|issue:45198", - "issue:43575|issue:43701", "issue:43066|issue:44462", + "issue:43575|issue:43701", "issue:45372|issue:45459", "issue:45440|issue:45593", + "issue:43994|issue:45412", "issue:29127|issue:35141", "issue:42490|issue:43381", - "issue:43994|issue:45412", - "issue:45412|issue:46369", - "issue:43421|issue:45491", - "issue:43575|issue:44387", - "issue:44442|issue:45072", - "issue:42915|issue:43931", - "issue:43526|issue:45834", - "issue:43526|issue:46693", - "issue:27957|issue:29127", - "issue:43526|issue:44186", - "issue:43824|issue:44279", - "issue:27957|issue:33290" + "issue:45412|issue:46369" ], - "prepared_review_unit_hash": "bd6c6f1a3424914df0f3692c45f33c29ccd44910e2a5197951ed8e0f6c347e4d", + "prepared_review_unit_hash": "7ecca6f3ed23fbfef38792fd89f910dc0eabe39a1ea794ef0caa8b6e8ecc19ae", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36569, - "estimated_input_tokens": 9143, - "estimated_eval_tokens": 18542 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37694, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs look like broad-topic false positives rather than true duplicates: they share surface themes such as tokenizers, quantization, Flash Attention, or memory, but each points to a different model, code path, or failure mode. No soft edge is strong enough to merge into one duplicate cluster.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45491 is the clearest standalone, user-facing regression with a tightly scoped reproducer; the rest of the items are mostly unrelated false-positive matches.", + "summary": "This set is mostly a grab bag of unrelated closed issues; I would not merge any of the soft-similarity pairs except the Gemma 4 processor loading/reporting regression, which looks like two symptoms of the same breakage. There are no PRs in the input.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45372 is the clearest anchor candidate: it has a concrete regression, explicit version impact, and downstream references, and it appears to be the root cause behind the related Gemma4Processor serve failure.", "canonical_pr_reason": null, - "best_issue_reason": "45491 is the strongest issue to anchor on: it has a concrete failure mode, specific triggering conditions, and clear impact.", + "best_issue_reason": "issue:45372 is the strongest overall triage candidate because it describes a specific, reproducible loading regression with a clear dependency-related root cause and broader downstream impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Different phases and bugs: FP8 config failure versus quantized model saving failure." + "reason": "Different models and failures: Gemma3 EOS-token config mismatch vs Qwen3.5 flash-attention generation issue." }, { - "left": "issue:43412", + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated areas: gradient checkpointing eval-mode restriction vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 box-info error message vs TrainerState token-count tracking." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to SigLIP2 documentation/example problems." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is not the same bug as a bare except in FuyuBatchFeature conversion." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen3.5 recurrent-state reset behavior." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different code paths and different failure modes." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is not the same underlying issue as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "ExecuTorch export crash and flash-attention integration crash are separate code paths." + "reason": "Gemma4 processor loading/import failure and flash_attention.py s_aux=None crash are separate bugs in different paths." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading regression and convert_rope_params_to_dict TypeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are distinct quantization issues." + }, + { + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "Feature extractor arg regression is unrelated to the Qwen VL video-input regression." + "reason": "BART generate() decoder mask bug is unrelated to Llama 3.2 Vision model loading breakage." }, { "left": "issue:45372", "right": "issue:45406", + "accept": true, + "reason": "Both point to the same Gemma4 processor loading regression: the import failure in one issue plausibly leaves Gemma4Processor incompletely initialized, leading to the missing _tokenizer crash in serve." + }, + { + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "One is a dependency import error; the other is a missing Gemma4Processor attribute in serve." + "reason": "Gemma3n executorch export issues and flash_attention sink-less model crash are different failures." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Different model-specific implementation bugs: RoPE layer dropping versus DeepSeekV3MoE divergence." + "reason": "Unsupported center arg in feature extraction is unrelated to the Qwen video-input regression." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "FA2 test failures and void segmentation-map processing are unrelated." + "reason": "Smollm3 RoPE-layer misconfiguration and DeepseekV3MoE divergence are different model-specific bugs." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Tokenizer special-token registration bug does not match a FastSpeech2Conformer tokenizer load failure." + "reason": "BigBirdTokenizer mask-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void-segmentation-map processing are unrelated." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Both mention FA2/long context, but one is NaN embeddings and the other is a performance regression." + "reason": "Both mention FA2/long-context, but one is a NaN-correctness bug and the other is a performance regression; not the same underlying change." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d placeholder code is not the same as an RT-DETR memory leak." + "reason": "Sam3PixelDecoder dummy-conv cleanup and RT-DETR memory-release behavior are unrelated." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 is unrelated to a CLIP bus error on macOS." + "reason": "Dummy Conv2d cleanup does not match SigLIP2 nonsensical output behavior." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime error and stale generate warning are different problems." + "reason": "Category-count runtime error and stale paged-generate warning are different issues." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "A dummy class cleanup issue does not match SigLIP2 nonsensical outputs." + "reason": "Tokenizer error masking without protobuf and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance issues." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Protobuf error masking and leftover dummy classes are separate maintenance issues." + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are unrelated." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "torch.export / torch_compilable_check failure is not the same bug as Wav2Vec2 save/tokenization failure." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Qwen TP OOM and resume_from_checkpoint key mismatch do not share the same bug." + "reason": "Tokenizer decoder-type mismatch in v5 and ignoring tokenizer.json are different tokenizer-loading problems." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are distinct tokenizer-loading issues." + "reason": "TP OOM when loading Qwen2-57B and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 dependency import failure is not the same as protobuf exception handling." + "reason": "Gemma4 loading regression and protobuf-related tokenizer error masking are unrelated." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are different model bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are unrelated." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Message clarity for one error is not the same as embedding reinitialization logic." + "reason": "LayoutLMv3 box-message clarity and embedding reinitialization after resize are different problems." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Path-trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." - }, - { - "left": "issue:43994", - "right": "issue:45412", - "accept": false, - "reason": "SigLIP2 bad outputs and RT-DETR memory leak do not share a concrete code path." + "reason": "Trailing-slash local-path import warning is unrelated to gradient-checkpointing eval-mode behavior." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Memory leak on deletion and memory overflow during sam3-litetext usage are different failures." - }, - { - "left": "issue:43421", - "right": "issue:45491", - "accept": false, - "reason": "Tokenizer post-processor sync bug is unrelated to Gemma3 NaN embeddings." - }, - { - "left": "issue:43575", - "right": "issue:44387", - "accept": false, - "reason": "Model-specific TP OOM and int4 reserved-memory regression are not the same bug." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer load failure and bfloat16 dtype mismatch are different subsystems." - }, - { - "left": "issue:27957", - "right": "issue:29127", - "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to LayoutLMv3 error handling." - }, - { - "left": "issue:43824", - "right": "issue:44279", - "accept": false, - "reason": "Missing Qwen2.5-VL import symbol and a generic dependency issue are not the same concrete problem." - }, - { - "left": "issue:43526", - "right": "issue:45834", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:46693", - "accept": false, - "reason": "Label-reduction bug and FA2 long-context performance regression are unrelated." - }, - { - "left": "issue:27957", - "right": "issue:33290", - "accept": false, - "reason": "XLMRoberta FA2 support and deepspeed/adafactor OOM are different failures." + "reason": "RT-DETR memory leak and Sam3 litetext memory overflow are different memory issues in different models." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are conservative overall. The only accepted pair (45372/45406) is phrased cautiously enough to remain plausible from the titles and link structure, and the rest are clearly defended as unrelated. No PRs are present in the packet, so that part is also correct." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -10172,275 +10251,289 @@ "component_index": 1, "component_count": 24, "review_unit_index": 33, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:27957", - "issue:29870", + "issue:29127", "issue:33290", "issue:34689", "issue:35141", - "issue:42175", "issue:42490", + "issue:42915", "issue:43262", - "issue:43316", "issue:43334", "issue:43381", - "issue:43493", - "issue:43525", + "issue:43421", + "issue:43526", "issue:43531", + "issue:43575", "issue:43646", "issue:43720", - "issue:43723", "issue:43761", - "issue:43827", + "issue:43824", "issue:43873", + "issue:43931", "issue:43994", - "issue:44062", "issue:44077", + "issue:44186", "issue:44206", + "issue:44279", + "issue:44387", "issue:44442", - "issue:44479", "issue:44514", "issue:44743", "issue:44811", "issue:44898", "issue:44977", "issue:45003", + "issue:45072", "issue:45245", "issue:45250", - "issue:45325", "issue:45381", "issue:45440", - "issue:45479", + "issue:45491", "issue:45588", "issue:45600", + "issue:45834", "issue:45859", - "issue:45907", "issue:46121", - "issue:46234", "issue:46369", "issue:46399", "issue:46640", - "issue:46697" + "issue:46693" ], "soft_pairs": [ - "issue:46121|issue:46399", + "issue:43421|issue:45491", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:27957|issue:29127", "issue:43994|issue:46369", + "issue:27957|issue:33290", "issue:43334|issue:43531", - "issue:33290|issue:34689", "issue:45250|issue:46640", + "issue:33290|issue:34689", + "issue:46121|issue:46399", "issue:33290|issue:35141", "issue:45588|issue:45600", "issue:43381|issue:43873", - "issue:43761|issue:45859", "issue:44514|issue:45381", + "issue:43761|issue:45859", "issue:43646|issue:44077", "issue:44977|issue:45245", "issue:43262|issue:44206", "issue:44743|issue:44811", "issue:44442|issue:44898", - "issue:42490|issue:44743", "issue:45003|issue:45440", - "issue:43720|issue:44442", - "issue:42175|issue:46234", - "issue:43316|issue:43525", - "issue:27957|issue:29870", - "issue:43723|issue:45479", - "issue:43493|issue:43827", - "issue:44077|issue:44479", - "issue:45325|issue:46697", - "issue:44062|issue:45907" + "issue:42490|issue:44743", + "issue:43720|issue:44442" ], - "prepared_review_unit_hash": "d508085053ccfefd6b03f4fbfabe7d7ebe449f2da56e71140feb1bbed09f0ec7", + "prepared_review_unit_hash": "27a4630c858d8ef1683d1f96e7e931ef183746432285db785a9487f07a1b12e0", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35565, - "estimated_input_tokens": 8892, - "estimated_eval_tokens": 18040 + "soft_pair_count": 28, + "serialized_chars": 35963, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is noisy and mostly heterogeneous; nearly all soft pairs are clearly unrelated. The only plausible duplicate-looking pair is the two very generic Flash Attention 2 reports, but the titles are too vague to confidently merge.", - "confidence": 0.58, - "canonical_issue_reason": "issue:46640 is the broadest and most current flash-attention-related report in the set, so it is the best umbrella candidate if any Flash Attention 2 duplicates are consolidated.", + "summary": "This cluster is highly heterogeneous. The soft-similarity pairs mostly share broad themes like OOM, Flash Attention, model loading, or processor behavior, but they point to different models, configs, or code paths, so none are safe duplicate merges.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Same as canonical: it is the most generic issue in the only apparent shared theme, and there is no better representative with clearer scope.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Different bugs: rope-validation TypeError vs a Qwen3.5 kernel registration crash." + "reason": "Different bugs: runtime special-token/post-processor updates vs Gemma3 NaN embeddings with sliding-window attention." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Unrelated models and symptoms: SigLIP2 output quality vs Sam3 LiteText memory overflow." + "reason": "Both mention OOM, but one is tensor-parallel load OOM for a specific Qwen2 model and the other is int4 quantization memory regression." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Both are Qwen3-family, but one is a missing pad_token_id attribute and the other is a sliding_window behavior bug; not the same issue." + "reason": "Unrelated subsystems: tokenizer loading failure vs dtype mismatch during bfloat16 inference." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Different subsystems entirely: DeepSpeed/Adafactor OOM vs model loading for Llama 3.2 Vision." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 OCR long-input index errors." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Both are very generic Flash Attention 2 reports, but the available evidence is too thin to confirm the same underlying bug." + "reason": "Different model families and failures: FP8 config handling vs Qwen3-VL weight-shape mismatch on load." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "OOM in optimizer training is unrelated to token embedding resize/post_init reinitialization." + "reason": "Label reduction in an image processor is unrelated to FA2 long-context performance regression." }, { - "left": "issue:45588", - "right": "issue:45600", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "One is a flash_attention integration crash on s_aux=None; the other is an auto-mappings CI break from removed configs." + "reason": "Specific missing export/import error is not the same as a generic dependency issue." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior is unrelated to quantization/offloading." + "reason": "Different processors/tokenizers and different crash conditions." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Different model paths and failures: CLIPVision hidden_states regression vs Qwen3_5Moe CPU offload incompatibility." + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to LayoutLMv3 error-message clarity." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Both concern Qwen2.5-VL, but one is batched chat-template padding behavior and the other is video position-id scaling; different bugs." + "reason": "Different problems: nonsensical SigLIP2 outputs vs SAM3 LiteText memory overflow." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "A general custom model init regression is not the same as patchtsmixer's post_init allowance issue." + "reason": "Flash Attention support and deepspeed Adafactor OOM are different code paths and causes." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to the categories > 2^24 runtime error." + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding-window issues are distinct bugs." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to LastFeatureExtractor's unsupported center argument." + "reason": "Both are vague FA2 reports, but there is no concrete evidence they describe the same underlying bug." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Different bugs in different areas: recurrent-state reset vs Whisper batch_decode skipping special tokens." + "reason": "Optimizer OOM and a model-loading regression for Llama 3.2 Vision are unrelated." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Tokenizer loading failure and Perceiver image-resolution failure are unrelated." + "reason": "Rope-validation TypeError and Qwen3.5 kernel registration ValueError are different failures." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Local-path import warnings do not match the Qwen recurrent-state cache bug." + "reason": "OOM in deepspeed/Adafactor is unrelated to embedding reinitialization after resize." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:45588", + "right": "issue:45600", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to DeepSeekV3MoE divergence from remote implementation." + "reason": "Flash-attention sink-less crash and auto_mappings CI breakage are unrelated." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "BitNet accelerate-loading/unpacked-weights failure is unrelated to tokenizer loading." + "reason": "Gradient checkpointing eval-mode restriction is not the same as quantization offloading behavior." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Packaging backend inclusion and a missing import_utils helper are different issues." + "reason": "Both involve Qwen2.5-VL, but one is batched apply_chat_template padding behavior and the other is video vision_position_ids." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Both are config attribute discrepancies, but they concern different model families and different missing fields." + "reason": "CLIPVisionModel hidden_states regression and Qwen3.5MoE CPU-offload incompatibility are unrelated." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "XLM-Roberta Flash Attention 2 support and BART decoder_attention_mask assignment are unrelated." + "reason": "Custom model init breakage in Transformers 5.0.0 is not the same as patchtsmixer post_init policy changes." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to the degenerate zero-loss classification bug." + "reason": "Flash-attention generation issue and category-cardinality RuntimeError are unrelated." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are different audio bugs." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen VL video-input regression are unrelated." + "reason": "Recurrent-state reset with cache and Whisper batch_decode skip_special_tokens are separate behaviors." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Qwen2.5-VL temporal position-id scaling and Swin2SR over-padding are unrelated." + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access issue in modeling_utils is unrelated to DeepseekV3MoE divergence." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash import warning has nothing to do with recurrent-state caching." + }, + { + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "AddedToken special-argument handling is unrelated to list_repo_files revision forwarding." + "reason": "BitNet packed-weight loading bug is unrelated to tokenizer loading failure." } ] }, @@ -10456,296 +10549,282 @@ "component_index": 1, "component_count": 24, "review_unit_index": 34, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ - "issue:16998", - "issue:22355", "issue:25251", "issue:27957", "issue:28282", + "issue:29870", "issue:32090", + "issue:42175", "issue:42617", "issue:42907", "issue:43232", - "issue:43295", "issue:43316", "issue:43388", + "issue:43493", + "issue:43525", "issue:43550", "issue:43575", - "issue:43606", "issue:43643", "issue:43701", - "issue:43716", + "issue:43723", "issue:43742", "issue:43749", "issue:43761", - "issue:43825", + "issue:43827", "issue:43873", "issue:43931", + "issue:44062", "issue:44077", "issue:44079", "issue:44188", "issue:44190", "issue:44442", - "issue:44464", + "issue:44479", "issue:44496", - "issue:44534", "issue:44855", "issue:44871", "issue:44913", "issue:44987", "issue:45137", "issue:45216", - "issue:45584", + "issue:45325", + "issue:45479", "issue:45698", "issue:45759", "issue:45803", + "issue:45907", "issue:46178", "issue:46234", - "issue:46291", - "issue:46421", "issue:46506", - "issue:46821" + "issue:46697" ], "soft_pairs": [ + "issue:42175|issue:46234", + "issue:43316|issue:43525", + "issue:43723|issue:45479", + "issue:27957|issue:29870", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:44062|issue:45907", "issue:43873|issue:44871", "issue:43761|issue:44079", "issue:43643|issue:44913", "issue:44855|issue:45137", - "issue:43749|issue:43931", "issue:43316|issue:45759", - "issue:43761|issue:44188", + "issue:43749|issue:43931", "issue:44987|issue:46178", - "issue:43232|issue:43388", + "issue:43761|issue:44188", "issue:44190|issue:44496", "issue:43931|issue:45216", - "issue:42907|issue:45698", + "issue:43232|issue:43388", "issue:44442|issue:45803", + "issue:42907|issue:45698", "issue:43701|issue:46506", "issue:42617|issue:43575", "issue:27957|issue:32090", - "issue:43575|issue:43742", "issue:43550|issue:43701", - "issue:25251|issue:28282", - "issue:43606|issue:43701", - "issue:44464|issue:46421", - "issue:46234|issue:46291", - "issue:16998|issue:22355", - "issue:43295|issue:43825", - "issue:43295|issue:44871", - "issue:44871|issue:45584", - "issue:43316|issue:43716", - "issue:43316|issue:46821", - "issue:44077|issue:44534" + "issue:43575|issue:43742", + "issue:25251|issue:28282" ], - "prepared_review_unit_hash": "fc69c4ba0d71bceda346f6009aa817f5ff56613f1678fc22bc9d4fdb95a9d571", + "prepared_review_unit_hash": "9c002b0423d371ce5270bf5a14175af43bd31039c8d28f7e31f4f0a4ae2d8fc3", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36313, - "estimated_input_tokens": 9079, - "estimated_eval_tokens": 18414 + "soft_pair_count": 27, + "serialized_chars": 36001, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft edges are mostly superficial topical overlaps, not the same underlying bug or change. I would not merge any of the listed pairs as duplicates. #43873 is the most active issue, but it is still too broad to serve as a real canonical duplicate hub.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs; issue:43873 is only the most active thread, not a true duplicate hub.", + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated model bugs, config issues, packaging/import errors, and docs regressions. None of the candidate edges look like the same underlying bug or change, so all soft links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest engagement (discussion/inbound refs) and is the closest thing to a hub, though it is still too broad to represent the cluster.", + "best_issue_reason": "No single issue is a credible canonical representative because the set is not a duplicate cluster; the items cover many unrelated subsystems and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43873", - "right": "issue:44871", - "accept": false, - "reason": "Different problems: offloading/quantization handling vs Gemma-3 eos_token_id config inconsistency." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "CLIPVision hidden_states regression and ModelOutput key assignment are unrelated code paths." - }, - { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields is unrelated to GPTNeoXConfig rotary_pct reload behavior." + "reason": "Different problems: one is TensorFlow missing from a torch extra install, the other is a missing import_utils helper for falcon mamba SSM." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "DebertaV2 import/script parsing on Python 3.13 is unrelated to DeepSpeed ZeRO3 deque errors." + "reason": "Both mention config API inconsistencies, but they concern different models and different missing fields; not the same bug." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." + "reason": "Tokenizer loading in v5 and zero-loss classification behavior are unrelated failure modes." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "Both involve multimodal/composite configs, but the concrete bugs and models differ." + "reason": "Flash Attention support for XLM-Roberta is unrelated to Bart generation failing on decoder_attention_mask assignment." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Hidden_states regression in CLIPVision is unrelated to attention-kernel divergence under torch.compile." + "reason": "SigLIP2 implementation parity is unrelated to documentation still referencing removed pipeline APIs." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Physical-intelligence/fast loading failure is unrelated to the tensorflow_text backend-mapping error." + "reason": "One is a patchtsmixer config validation issue; the other is a video-input regression in Qwen VL models." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Generation sync_gpus kwargs bug is unrelated to gather_for_metrics truncating tuple labels." + "reason": "Qwen2.5-VL rope index scaling and Swin2SR image over-padding are different image/video preprocessing bugs." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config loading error." + "reason": "AddedToken special-arg duplication is unrelated to list_repo_files failing to forward revision." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Both touch Qwen3-VL/Qwen3.5, but one is a load-time shape mismatch and the other is a save_pretrained regression." + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are separate issues." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Dequantized model saving failure and wrong custom-module loading are separate save/load bugs." + "reason": "CLIPVisionModel hidden_states regression and generic ModelOutput key assignment are not the same code-path bug." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "AutoTokenizer loading failure and a bare except in FuyuBatchFeature are unrelated." + "reason": "Missing fields with trust_remote_code and rotary_pct not persisting on reload are different config serialization problems." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + "reason": "Python 3.13 IndentationError in torch.jit parsing is unrelated to the DeepSpeed ZeRO3 deque error." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "3d_parallel.py runtime failure and tp-load OOM on Qwen2 are different issues." + "reason": "Both involve config handling, but one is a Gemma3TextConfig API mismatch and the other is composite Qwen text_config unwrapping; different fixes." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Trainer _gpu_broadcast_one NoneType errors." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch during load are unrelated model loading failures." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Qwen2 tensor-parallel OOM and MobileLLM config key error are different loading bugs." + "reason": "Loading failures for physical-intelligence/fast and a backend mapping error for tensorflow_text are different issues." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatches." + "reason": "Both are regressions in model behavior, but one is missing hidden_states output and the other is divergent attention kernels under torch.compile." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "pipeline top_k nesting behavior is unrelated to missing PyTorch import errors." + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config.json error." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "CPU offload device mismatch and checkpoint key mismatch are different failure modes." + "reason": "A Qwen3-VL shape mismatch on load is unrelated to Qwen3.5 checkpoint saving being incorrect." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Chunked-generation output inconsistency and lazy cache recompilation are related broadly to generation, but not the same concrete bug." + "reason": "Generation kwarg synchronization after sync_gpus and gather_for_metrics label truncation are different distributed-training bugs." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Missing import_utils symbol and kernels backend version/revision failure are unrelated import-time issues." + "reason": "AutoTokenizer failing on a specific tokenizer class is unrelated to FuyuBatchFeature swallowing exceptions." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "DeBERTa model_max_length question and transformers.onnx missing-module error are unrelated." + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are different serialization paths and bugs." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "Processor/tokenizer regression and pipeline translation-task messaging are separate v5 issues." + "reason": "Checkpoint resume key mismatch and CPU/CUDA result divergence are unrelated problems." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Gemma-3 eos_token_id inconsistency." + "reason": "Running 3d_parallel.py and OOM when loading Qwen2-57B with tensor parallelism are different distributed/runtime issues." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Gemma eos_token config mismatch and Whisper empty-transcription failure are different tokenization bugs." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Trainer broadcasting NoneType through _gpu_broadcast_one." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image-preprocessor dtype mismatch." + "reason": "torch.compile + SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43316", - "right": "issue:46821", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to TimesFM window_size AttributeError." + "reason": "OOM in tensor-parallel Qwen2-57B loading and a MobileLLM key error are different model-loading failures." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "patchtsmixer post_init policy and non-persistent buffer junk initialization are different model/config issues." + "reason": "Pipeline top_k nesting behavior and missing PyTorch for AutoModel are entirely unrelated." } ] }, @@ -10761,49 +10840,46 @@ "component_index": 1, "component_count": 24, "review_unit_index": 35, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ - "issue:41950", + "issue:16998", + "issue:22355", "issue:43065", - "issue:43352", - "issue:43388", + "issue:43295", + "issue:43316", "issue:43404", "issue:43441", "issue:43452", - "issue:43475", "issue:43504", - "issue:43525", - "issue:43531", "issue:43540", "issue:43572", + "issue:43606", "issue:43646", "issue:43650", - "issue:43673", - "issue:43688", + "issue:43701", + "issue:43716", "issue:43761", + "issue:43825", + "issue:44077", "issue:44162", - "issue:44190", + "issue:44464", "issue:44496", "issue:44514", "issue:44534", "issue:44610", "issue:44617", - "issue:44743", "issue:44792", "issue:44871", "issue:44913", - "issue:44964", "issue:44977", - "issue:45127", - "issue:45200", "issue:45542", - "issue:45600", + "issue:45584", "issue:45632", "issue:45698", "issue:45803", @@ -10812,224 +10888,233 @@ "issue:46178", "issue:46202", "issue:46234", + "issue:46291", "issue:46365", "issue:46369", + "issue:46421", "issue:46424", - "issue:46640", + "issue:46821", "issue:46832" ], "soft_pairs": [ + "issue:43606|issue:43701", + "issue:46234|issue:46291", + "issue:44464|issue:46421", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:44077|issue:44534", "issue:44871|issue:46050", - "issue:43646|issue:44913", "issue:44162|issue:44792", "issue:45803|issue:46365", + "issue:43646|issue:44913", "issue:43452|issue:44496", "issue:43404|issue:43441", - "issue:45803|issue:46170", "issue:45632|issue:46424", + "issue:45803|issue:46170", "issue:44610|issue:46369", - "issue:43761|issue:46832", "issue:43650|issue:46202", + "issue:43761|issue:46832", "issue:43572|issue:46178", "issue:43540|issue:44514", "issue:45542|issue:46234", "issue:43065|issue:44617", "issue:43504|issue:45698", - "issue:43388|issue:43688", - "issue:44792|issue:44977", - "issue:44792|issue:45600", - "issue:43673|issue:44743", - "issue:43352|issue:46640", - "issue:45127|issue:45200", - "issue:41950|issue:43475", - "issue:43525|issue:43531", - "issue:44190|issue:44964", - "issue:44534|issue:44913" + "issue:44792|issue:44977" ], - "prepared_review_unit_hash": "c768a69374aa9753a34cbfeefbdf8fab8ea34c052fdeb437afaa859fb8b76b65", + "prepared_review_unit_hash": "59f61e0f77bd04c011faf31d808d76037ff0aefdb85364b33387199173929c07", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35389, - "estimated_input_tokens": 8848, - "estimated_eval_tokens": 17952 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34980, + "estimated_input_tokens": 8745, + "estimated_eval_tokens": 17746 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a collection of distinct Transformers bug reports with only superficial thematic overlap (loading/saving, config regressions, flash-attn, multimodal/video, cache behavior). I would not merge any of the soft pairs as duplicates. No PRs are present.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45698 is the broadest and most active report here: it describes a general from_pretrained/save_pretrained custom-module loading regression, has strong discussion/inbound references, and is the best representative if one issue must anchor the cluster.", + "summary": "This is a loose semantic cluster, not a true duplicate set: the items span many unrelated Transformers regressions and model-specific bugs. None of the soft pairs look like the same underlying issue/change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45698 is the best anchor for the cluster because it is a concrete from_pretrained/save_pretrained custom-module loading regression and the closest recurring theme across nearby items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest standalone issue to keep: it is open, well-discussed, and framed at the right abstraction level for a reusable loading/serialization bug rather than a model-specific symptom.", + "best_issue_reason": "issue:45698 is the strongest global representative: it is specific, user-facing, and sits at the center of the save/load custom-model regression pattern, though the set is still too mixed for a real duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Both concern generation/model config after v5 changes, but one is an eos_token_id mismatch and the other is quantized-model roundtrip corruption; different underlying bugs." + "reason": "Different failures: CPU offload device placement vs resume_from_checkpoint key mismatch." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "Both are config/regression reports, but one is a broad v5 custom-model initialization breakage while the other is a specific GPTNeoX rotary_pct reload bug." + "reason": "Both are import-related, but they target different missing checks/dependencies and different code paths." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "ESM2 being broken and janus image-generation test failure are unrelated model-specific failures, not the same bug." + "reason": "Related to chunked generation/cache behavior, but one is inconsistent outputs under compiled forward and the other is spurious recompilation from lazy cache init." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "One is a bare-except bug in Fuyu tensor conversion; the other is an import failure when datasets is installed. Different code paths and failure modes." + "reason": "Unrelated topics: model_max_length discussion vs missing transformers.onnx module." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Both are loading-related, but one is about gguf_file handling in from_pretrained and the other is an unrecognized model/config.json problem for a specific model repository." + "reason": "Different bugs: processor/tokenizer regression vs pipeline error-message wording." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Both mention model support constraints, but one is a missing weight tie in Mistral3 and the other is a FlashAttention compatibility issue for Ministral-3." + "reason": "Different model/API bugs: processor.tokenizer regression vs Gemma eos_token_id config mismatch." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "KeyboardInterrupt-swallowing in Fuyu tensor conversion and a Windows/ROCm import dependency issue are unrelated." + "reason": "Different models and symptoms; one is Gemma config mismatch, the other is Whisper empty-transcription generation failure." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Cache-path collision for local models and max_cache_length only applying to Quantized Cache involve different cache subsystems and different bugs." + "reason": "Different code paths: Gemma3TextConfig API discrepancy vs image preprocessor/model dtype mismatch." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:43316", + "right": "issue:46821", "accept": false, - "reason": "Processor output size mismatch and Sam3-lite-text memory overflow are separate SAM/vision-model issues with different root causes." + "reason": "No shared underlying bug beyond both being config/API issues in different model families." }, { - "left": "issue:43761", - "right": "issue:46832", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "CLIPVision hidden_states regression and RT-DETR feature-level mismatch are unrelated architecture-specific failures." + "reason": "Different problems: disallowed optional post_init vs non-persistent buffers being initialized with junk." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "A generic 'ADD THE DATA' issue is not the same as Gemma pipeline roundtrip failure on the underscore token; no shared bug semantics." + "reason": "Both involve round-tripping config/state, but the concrete failures and models are different." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "StableLm pad_token_idx regression and a tensorflow_text backend mapping error are different config/backend issues." + "reason": "Different model families and different failure modes; not the same bug." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Qwen2_5_VLProcessor batched chat-template crash are both multimodal, but they fail in different code paths." + "reason": "Bare except swallowing errors in tensor conversion is unrelated to a Trainer import failure caused by datasets." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend error and missing is_falcon_mamba_ssm_available helper are unrelated dependency/API issues." + "reason": "Both touch initialization/config reload, but one is a broad v5 custom-model init breakage and the other is a specific rotary_pct persistence bug." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same bug; one is architectural placeholder code, the other is resource exhaustion." + "reason": "Both are model-loading errors, but one is gguf_file handling and the other is missing model_type in config.json." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Beit legacy-field preset loading failure and wrong custom-module loading after save_pretrained are both loading problems, but they affect different mechanisms and code paths." + "reason": "Same model family, but different concrete issues: tied weights vs FlashAttention failure." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Batch-label dropping in gather_for_metrics and auxiliary-loss normalization are both training-related, but they are separate bugs in different subsystems." + "reason": "Both mention cache, but one is a trust_remote_code path collision and the other is max_cache_length handling." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issues are distinct model/runtime failures." + "reason": "Unrelated bugs: exception handling in Fuyu tensor conversion vs Windows/ROCm import dependency issues." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Janus test failure and auto_mappings.py referencing removed Sam3LiteText configs are unrelated; one is a runtime test bug, the other is CI/import mapping breakage." + "reason": "Different models and symptoms: processor size mismatch vs memory overflow." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Generation cache missing during chunked_prefill and recurrent states resetting in modular_qwen3_5.py both involve state/caching, but they are different mechanisms and code paths." + "reason": "No real overlap; one issue is unrelated/largely non-technical, the other is a Gemma pipeline roundtrip failure." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:43761", + "right": "issue:46832", "accept": false, - "reason": "NemotronH FlashAttention 2 support gap and a generic Flash Attention 2 issue are too vague and model-specific to treat as the same bug." + "reason": "Both are forward-path errors, but they affect different models and different failure mechanisms." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "LoRA/extended-vocab collapse with tied embeddings and Gemma-4 mm_token_type_ids defaulting are different model-training problems." + "reason": "Different areas entirely: StableLm config field missing vs tensorflow_text backend registration failure." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Video-classification pipeline looking for image processors and Sam3VisionEncoderOutput missing fpn_position_embeddings are separate video/model API bugs." + "reason": "Both involve Qwen multimodal behavior, but video processing and batched chat-template padding are distinct code paths." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and sliding_window issues in Qwen3-MoE are both config-related, but they are not the same defect." + "reason": "Both are import/backend detection issues, but they involve different optional dependencies and different error conditions." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Local dataset loading in an example script and loading microsoft/Phi-4-multimodal-instruct with latest transformers are unrelated failures." + "reason": "Same project area, but dummy layer definition and CUDA OOM are not the same underlying bug." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both concern pretrained loading, but one is a legacy-field preset load failure and the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Non-persistent buffers filled with junk in v5 and GPTNeoX rotary_pct silently reverting are both regressions, but they affect different internals." + "reason": "Different models and failure modes; failed image-generation test vs flash-attention generation issue." } ] }, @@ -11045,46 +11130,47 @@ "component_index": 1, "component_count": 24, "review_unit_index": 36, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:25251", "issue:27957", "issue:29870", "issue:35141", - "issue:39692", - "issue:41720", + "issue:41950", "issue:42490", - "issue:43065", "issue:43335", - "issue:43550", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43525", + "issue:43531", "issue:43644", "issue:43673", + "issue:43688", "issue:43827", "issue:43931", "issue:43994", "issue:44060", - "issue:44077", - "issue:44112", "issue:44190", - "issue:44464", "issue:44479", - "issue:44610", + "issue:44534", "issue:44617", "issue:44734", + "issue:44743", + "issue:44792", "issue:44855", "issue:44869", - "issue:44877", "issue:44913", "issue:44933", + "issue:44964", "issue:45127", - "issue:45245", - "issue:45357", + "issue:45200", "issue:45362", "issue:45381", "issue:45406", @@ -11097,20 +11183,29 @@ "issue:46369", "issue:46421", "issue:46617", - "issue:46655", + "issue:46640", "issue:46697", "issue:46832" ], "soft_pairs": [ + "issue:43388|issue:43688", + "issue:44792|issue:45600", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44190|issue:44964", "issue:44734|issue:45406", + "issue:44534|issue:44913", "issue:35141|issue:42490", "issue:46082|issue:46697", "issue:44869|issue:46832", "issue:45632|issue:46617", - "issue:44855|issue:45588", "issue:43673|issue:46421", - "issue:43931|issue:44060", + "issue:44855|issue:45588", "issue:43827|issue:43994", + "issue:43931|issue:44060", "issue:29870|issue:35141", "issue:44617|issue:45584", "issue:45563|issue:45584", @@ -11119,214 +11214,198 @@ "issue:25251|issue:27957", "issue:43335|issue:44855", "issue:44479|issue:44734", - "issue:45381|issue:46369", - "issue:43550|issue:44190", - "issue:44077|issue:44877", - "issue:41720|issue:45245", - "issue:43065|issue:44610", - "issue:43335|issue:44190", - "issue:44464|issue:45563", - "issue:45127|issue:45357", - "issue:39692|issue:44190", - "issue:45381|issue:46655", - "issue:44112|issue:45600" + "issue:45381|issue:46369" ], - "prepared_review_unit_hash": "7639a545e4c9da51cf13be95e93ab7c8ed6c8370c0a5e5f3318a94cb198ca7d5", + "prepared_review_unit_hash": "ea63981393fd902efa14c3507ac713aa9318eaff748eae2cbabf9aa935f30c30", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35624, - "estimated_input_tokens": 8906, - "estimated_eval_tokens": 18068 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35946, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like the same underlying bug/change; these issues span unrelated subsystems (generation, model configs, docs, vision/video, caching, and CI).", - "confidence": 0.94, - "canonical_issue_reason": "issue:43644 is the broadest, most infrastructure-level report here (a v5.0.0 regression affecting non-persistent buffers across models), so it is the best single issue to anchor the cluster even though the cluster is not a true duplicate set.", + "summary": "The cluster is largely heterogeneous. Most soft pairs are only loosely related by subsystem keywords, not the same bug. I found no strong duplicate PR candidates, and only one borderline issue pair around trust_remote_code caching, which I still rejected as too symptom-level vs root-cause different.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45632 is the clearest root-cause-style report in the cluster: it identifies a specific cache-path collision mechanism with a concrete fix surface, and it is the closest thing to a duplicate hub among the listed issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest representative issue because it is cross-cutting, concrete, and has downstream impact beyond one model family; the rest are narrower, model-specific, or documentation/CI-only reports.", + "best_issue_reason": "Issue 45632 is the most actionable and specific bug report here, with a direct failure mode and a focused remediation path; it is a better representative than the broader or more symptom-oriented reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: metric gathering drops tuple labels vs auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated: janus image-generation test failure vs auto-mapping references to removed configs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different areas: LoRA/extended-vocab collapse with tied embeddings vs Gemma4 multimodal token-type defaults." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a specific model not supported yet and the other is a generic FA2 issue; too broad to merge." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state, but one is GenerationMixin chunked-prefill cache missing and the other is Qwen recurrent-state reset; not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different model/pipeline problems: processor selection in video-classification vs missing vision encoder output attribute." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Separate model-config bugs: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading paths and failures: local dataset loading script vs multimodal model loading regression." + }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Different failure modes and code paths: KV-cache continuation tensor indexing in serve vs. Gemma4Processor missing _tokenizer." + "reason": "Both are transformers serve crashes, but one is KV-cache continuation indexing and the other is a missing processor attribute; distinct code paths." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different config/runtime bugs: non-persistent buffers initialized with junk vs GPTNeoX rotary_pct reload regression." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "One is output embedding reinit after resize; the other is a local-path trailing-slash import warning. No shared bug." + "reason": "Unrelated: embedding reinitialization after resize vs path-with-trailing-slash import warning." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are unrelated." + "reason": "Different components: LlamaConfig head_dim validation vs Swin2SR image over-padding." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decode crash and RT-DETR backbone feature-level TypeError are distinct model bugs." + "reason": "Different failure modes and models: Whisper decode crash vs RT-DETR feature-level mismatch." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both involve trust_remote_code/cache, but one is leaf-directory cache collision and the other is FileNotFoundError from cache loading; not the same root cause." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 JIT parsing/IndentationError is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Same broad trust_remote_code/cache theme, but one is a leaf-name cache collision and the other is a generic FileNotFoundError when loading from cache; not clearly the same underlying bug." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is missing cache in v5.0.0 while the other is lazy cache init causing recompilation." + "reason": "Both mention chunked prefill/cache, but one is cache missing and the other is spurious recompilation from lazy init; related area, not the same bug." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different issues in different model families." + "reason": "Completely different: Python 3.13 decorator parsing/import failure vs flash_attention sink-less-model AttributeError." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Documentation references removed pipeline APIs; the other is a SigLIP2 inference correctness problem." + "reason": "Docs cleanup about removed pipelines vs a model producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen model issues: weight-shape mismatch during load vs tied-weights warning wiring the wrong tensors." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug is unrelated to token-embedding reinitialization after resize." + "reason": "Bart generate() decoder-mask bug vs embedding reinit after resize; no concrete overlap." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video OOM is not the same as Whisper empty-transcription/alignment crash." + "reason": "Unrelated: SAM3Video OOM vs Whisper empty-transcription generation failure." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning about num_return_sequences is a different bug from Whisper failing on empty transcription after align_special_tokens." + "reason": "Different generation bugs: stale warning for num_return_sequences vs Whisper crash after align_special_tokens." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Generic v5 buffer corruption and GPTNeoX rotary_pct reload regression are unrelated config/runtime bugs." + "reason": "Different classes of regression: non-persistent buffer junk vs config reload losing rotary_pct." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Nonexistent import from image_utils and Qwen3.5 chat crash are different problems." + "reason": "Import-from-image_utils issue vs Qwen3.5 chat crash; no shared bug." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support are unrelated." + "reason": "Different behavior: pipeline top_k nesting regression vs XLM-R Flash Attention 2 support question." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer creation on zero layers has nothing to do with DebertaV2Model import parsing on Python 3.13." + "reason": "SwitchTransformers sparse-layer config bug vs Python 3.13 indentation/import parsing failure; unrelated." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Qwen VL video input regression and serve KV-cache continuation crash affect different paths and symptoms." + "reason": "Both touch newer generation/video paths, but one is a video-input regression in Qwen VL models and the other is serve KV-cache indexing." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Wrong vision_position_ids in Qwen2.5-VL is unrelated to Sam3-LiteText memory overflow." - }, - { - "left": "issue:43550", - "right": "issue:44190", - "accept": false, - "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to loading a local dataset in the image-classification script." - }, - { - "left": "issue:44077", - "right": "issue:44877", - "accept": false, - "reason": "PatchTSMixer post_init policy and granite_speech config loading are different config-validation issues." - }, - { - "left": "issue:41720", - "right": "issue:45245", - "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the category-count limit RuntimeError." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are distinct model/processor bugs." - }, - { - "left": "issue:43335", - "right": "issue:44190", - "accept": false, - "reason": "SwitchTransformers sparse-layer bug is unrelated to dataset loading in the no_trainer example." - }, - { - "left": "issue:44464", - "right": "issue:45563", - "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and a stale warning about num_return_sequences are not the same bug." - }, - { - "left": "issue:45127", - "right": "issue:45357", - "accept": false, - "reason": "LoRA merge collapse with extended vocabulary and incorrect visual-encoder keys on save_pretrained are different regressions." - }, - { - "left": "issue:39692", - "right": "issue:44190", - "accept": false, - "reason": "SigLIP2 docs/model mismatch and local dataset loading failure are unrelated." - }, - { - "left": "issue:45381", - "right": "issue:46655", - "accept": false, - "reason": "Qwen2.5-VL video position IDs bug and SmolVLM padding calculation bug affect different processors." - }, - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "GraniteSpeech stale CI test and auto_mappings referencing removed Sam3LiteText configs are separate CI breakages." + "reason": "Different symptoms and likely fixes: incorrect vision_position_ids vs SAM3LiteText memory overflow." } ] }, @@ -11342,66 +11421,77 @@ "component_index": 1, "component_count": 24, "review_unit_index": 37, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:25251", - "issue:27957", "issue:29870", - "issue:35141", - "issue:36246", - "issue:38617", - "issue:41628", - "issue:42175", - "issue:42796", + "issue:39692", + "issue:41720", + "issue:43065", "issue:43295", + "issue:43335", "issue:43526", "issue:43540", + "issue:43550", "issue:43643", - "issue:43650", "issue:43854", + "issue:44077", "issue:44112", - "issue:44186", - "issue:44220", + "issue:44190", "issue:44246", - "issue:44279", "issue:44462", + "issue:44464", "issue:44496", "issue:44521", + "issue:44610", "issue:44617", "issue:44734", "issue:44737", "issue:44779", + "issue:44877", "issue:44938", "issue:44964", "issue:45003", + "issue:45127", "issue:45245", "issue:45276", "issue:45290", + "issue:45357", "issue:45381", "issue:45542", + "issue:45563", "issue:45584", "issue:45600", "issue:45632", "issue:45803", "issue:45907", - "issue:46082", - "issue:46121", "issue:46234", "issue:46369", "issue:46489", + "issue:46655", "issue:46697", "issue:46752" ], "soft_pairs": [ + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:44464|issue:45563", + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:39692|issue:44190", + "issue:44112|issue:45600", "issue:44779|issue:46489", - "issue:43526|issue:46697", "issue:44617|issue:46369", + "issue:43526|issue:46697", "issue:43540|issue:44734", "issue:43295|issue:45276", "issue:45290|issue:46752", @@ -11412,211 +11502,208 @@ "issue:44938|issue:45542", "issue:25251|issue:29870", "issue:45632|issue:46234", - "issue:44246|issue:45003", "issue:43854|issue:44964", + "issue:44246|issue:45003", "issue:44964|issue:45600", "issue:43643|issue:44496", - "issue:44112|issue:44964", - "issue:27957|issue:35141", - "issue:46082|issue:46121", - "issue:45245|issue:45584", - "issue:42175|issue:44279", - "issue:42796|issue:44521", - "issue:44186|issue:44734", - "issue:36246|issue:41628", - "issue:43650|issue:44220", - "issue:36246|issue:38617" + "issue:44112|issue:44964" ], - "prepared_review_unit_hash": "d4f020aa79548737dccd1bdba78efa9230ab0a1bdda7023a411e13b92d449c27", + "prepared_review_unit_hash": "71199239f5143c11809f1a7babca722600a59aaafa4ea1153d4f887f10e310a2", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35350, - "estimated_input_tokens": 8838, - "estimated_eval_tokens": 17932 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36207, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft-similarity pairs mostly share broad subsystem themes or surface wording, but they do not look like the same underlying bug/change. No PRs are present.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44521 is the strongest representative issue here: it is open, has the most inbound references, and describes a concrete, well-scoped multimodal apply_chat_template bug.", + "summary": "This cluster is mostly heterogeneous: the items cover many unrelated bugs across tokenizers, processors, model loading, generation, and CI. None of the soft pairs are safe duplicates based on titles alone; a few are in the same API area (e.g. apply_chat_template or tokenizer regressions) but still look like distinct concrete failures.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #44521 is the strongest representative available: it has the most engagement/inbound references and is a concrete, user-facing API bug, while the rest of the cluster is too mixed to support a single true canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most central and actionable issue in this set, with clear impact and active references; it is the best single issue to anchor the cluster.", + "best_issue_reason": "#44521 is the best issue candidate for triage because it is active, well-referenced, and centered on a widely used API path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44779", - "right": "issue:46489", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Same tokenizer family and both mention v5 regressions, but one is DeepSeek generally and the other is DeepSeek-Coder v1 with a separate PR-gap claim; not clearly the same concrete bug." + "reason": "Different failure modes and subsystems: torch.compile/SDPA model inference vs local dataset loading in an example script." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is about disallowing optional post_init and the other about strict loading of a specific Granite Speech config; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated runtime failures: CUDA assert during Qwen3 auto device mapping vs a category-cardinality error." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Both touch vision models, but one is a dummy layer in Sam3PixelDecoder and the other is an input-size mismatch in OmDet-Turbo processing." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Completely different areas: SwitchTransformers sparse-layer construction vs dataset loading in a training example." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Generation bugs, but different concrete issues: compiled-forward inconsistency vs a stale warning about num_return_sequences." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both mention model save/merge behavior, but one is LoRA/vocabulary collapse and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are multimodal/video-related, but they point to different code paths: vision_position_ids vs padding calculation in a different video processor." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Doc example/model mismatch and quantization issues are unrelated to the local dataset loading failure." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Different CI problems: stale GraniteSpeech device-override test vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44779", + "right": "issue:46489", "accept": false, - "reason": "Both are image-processor edge cases, but they affect different models and different behaviors (label reduction vs over-padding)." + "reason": "Related tokenizer regressions, but the titles describe different scopes/models; not enough to conclude the same underlying bug." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both are SAM3 memory-related, but they concern different model variants and likely different causes; not one duplicate bug." + "reason": "Both are memory-related in Sam3-family models, but one is CUDA OOM in Sam3Video and the other is memory overflow in sam3-litetext; likely distinct." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs: BEiT label reduction vs Swin2SR over-padding on divisible dimensions." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video input validation versus serve KV-cache continuation indexing." + "reason": "Different failures: video input validation in Qwen3OmniMoe vs KV-cache continuation indexing in transformers serve." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Both involve regressions around model/processor behavior, but the concrete failures are unrelated (processor.tokenizer access vs resize_token_embeddings semantics)." + "reason": "Different regressions: processor.tokenizer access breakage vs gemma4 resize_token_embeddings not updating tied embeddings." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both are apply_chat_template crashes, but the triggering inputs differ materially: assistant tool-call messages with no content versus an empty messages list." + "reason": "Same general API, but different edge cases: tool-call assistant messages with no content vs passing an empty list; not clearly the same bug." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "Different subsystems and failure modes: CPU tensor allocation in XLNet versus a broad exception handler in FuyuBatchFeature." + "reason": "Unrelated bugs: CPU allocation in XLNet positional encoding vs bare except swallowing errors in Fuyu tensor conversion." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "One is AutoTokenizer ignoring tokenizer.json, the other is hub file listing not forwarding revision; related repo-loading area but not the same bug." + "reason": "Different repository/API issues: tokenizer.json resolution vs list_repo_files not forwarding revision." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal-related, but one is assistant mask generation and the other is vision_position_ids for Qwen2.5-VL video inputs." + "reason": "Both involve multimodal chat/vision behavior, but one is assistant mask generation and the other is video vision_position_ids; different concrete bugs." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Unrelated bugs: Gemma4 embedding resizing versus Whisper empty-transcription generation failure." + "reason": "Unrelated model behaviors: gemma4 embedding resizing vs Whisper empty-transcription generation after token alignment." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure is unrelated to missing TensorFlow backend wiring for the torch extra." + "reason": "Python 3.14 import failure and missing TensorFlow backend handling are separate problems." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Different generation/pipeline bugs with different symptoms and code paths (nested-list output vs decoder_attention_mask assignment)." + "reason": "Different generation/pipeline problems: nested list output shape vs Bart generate() unbound local error." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "One is a trust_remote_code cache-path collision, the other is a missing import_utils helper symbol." + "reason": "Different import/config issues: trust_remote_code cache-path collision vs a missing utility function export." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are not the same concrete defect." + "reason": "Both are model-loading failures, but they concern different models and likely different loading paths/configurations." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Both are model-loading issues, but they involve different models and likely different root causes." + "reason": "Import-time performance intermittency is not the same as unsafe sys.modules access; different bug classes." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different failures: model loading regression versus stale auto_mappings references to removed configs." + "reason": "Different model-loading/auto-mapping failures: Phi-4 multimodal load vs stale Sam3LiteText auto_mappings references." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config-loading problems, but one is trust_remote_code returning incomplete configs while the other is an unrecognized model missing model_type." + "reason": "Both are config/load errors, but one is missing fields with trust_remote_code and the other is an unrecognized model lacking model_type." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI failure in GraniteSpeech device override is unrelated to a Phi-4-multimodal load regression." - }, - { - "left": "issue:27957", - "right": "issue:35141", - "accept": false, - "reason": "Flash Attention support for XLMRoberta and embedding reinitialization after resize_token_embeddings are unrelated issues." - }, - { - "left": "issue:46082", - "right": "issue:46121", - "accept": false, - "reason": "Different config-validation failures: Llama head_dim rejection versus JSON-loaded rope-ignore key handling." - }, - { - "left": "issue:45245", - "right": "issue:45584", - "accept": false, - "reason": "Category-cardinality overflow is unrelated to Whisper empty-transcription generation failure." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "One is a specific backend-install packaging complaint; the other is a vague dependency issue without a matching concrete defect." - }, - { - "left": "issue:42796", - "right": "issue:44521", - "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different bugs in different components." - }, - { - "left": "issue:44186", - "right": "issue:44734", - "accept": false, - "reason": "LayoutLMv2Tokenizer padding/NER crash and serve KV-cache continuation indexing are unrelated." - }, - { - "left": "issue:36246", - "right": "issue:41628", - "accept": false, - "reason": "Both are ImportErrors, but they concern different missing exports in different modules." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "The titles are too generic to infer a shared underlying bug; the described areas are unrelated." - }, - { - "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Different missing symbols in different modules; no evidence they stem from the same change or bug." + "reason": "CI test flake in GraniteSpeech is unrelated to a model load failure for Phi-4 multimodal." } ] }, @@ -11632,302 +11719,303 @@ "component_index": 1, "component_count": 24, "review_unit_index": 38, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ + "issue:27957", "issue:32090", "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", "issue:41950", + "issue:42175", + "issue:42796", "issue:42907", "issue:43295", - "issue:43299", "issue:43381", "issue:43404", "issue:43441", "issue:43479", "issue:43526", "issue:43531", + "issue:43650", "issue:43673", - "issue:43824", "issue:43901", "issue:43976", "issue:44016", "issue:44062", + "issue:44186", "issue:44220", "issue:44279", "issue:44295", - "issue:44327", "issue:44336", "issue:44496", "issue:44521", "issue:44683", + "issue:44734", "issue:44792", - "issue:44933", "issue:44987", "issue:45042", "issue:45083", "issue:45216", + "issue:45245", "issue:45335", "issue:45375", "issue:45446", "issue:45584", - "issue:45588", "issue:45593", "issue:45600", - "issue:45759", - "issue:46123", - "issue:46369", + "issue:46082", + "issue:46121", "issue:46424", - "issue:46506", - "issue:46515", - "issue:46693", - "issue:46752" + "issue:46506" ], "soft_pairs": [ + "issue:27957|issue:35141", + "issue:46082|issue:46121", + "issue:42175|issue:44279", + "issue:45245|issue:45584", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:43650|issue:44220", + "issue:36246|issue:38617", "issue:43404|issue:45216", - "issue:32090|issue:35141", "issue:43479|issue:45375", + "issue:32090|issue:35141", "issue:44295|issue:46506", - "issue:43673|issue:46424", "issue:41950|issue:44016", + "issue:43673|issue:46424", "issue:43531|issue:45600", "issue:44016|issue:44220", "issue:43976|issue:44987", "issue:43295|issue:45335", "issue:45083|issue:46506", - "issue:43381|issue:45593", "issue:42907|issue:43441", + "issue:43381|issue:45593", "issue:44683|issue:45446", - "issue:43673|issue:44336", "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:43976|issue:44279", "issue:44496|issue:45042", "issue:43901|issue:44496", - "issue:43976|issue:44279", "issue:44792|issue:46424", - "issue:43441|issue:45588", - "issue:44496|issue:45759", - "issue:44016|issue:44062", - "issue:43824|issue:44933", - "issue:44327|issue:46752", - "issue:46123|issue:46369", - "issue:44521|issue:46693", - "issue:43299|issue:45216", - "issue:44279|issue:46515", - "issue:45335|issue:45584" + "issue:44016|issue:44062" ], - "prepared_review_unit_hash": "d1f8dba1ba9608292d5783de308416d83d07b9edd833e5cae15403c23fff0191", + "prepared_review_unit_hash": "0f93d63911fc2552adede2445561e28f8258302428bb59836cccd51e4501a8b3", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36076, - "estimated_input_tokens": 9019, - "estimated_eval_tokens": 18294 + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a grab bag of distinct Transformers bugs and regressions rather than a duplicate set. The soft-similarity pairs mostly share broad themes like configs, generation, or model loading, but they target different code paths and should stay separate.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44521 is the strongest representative overall: it is open, has the most inbound references and discussion, and describes a concrete multimodal API regression with a clear repro.", + "summary": "The cluster is highly heterogeneous: most candidates are unrelated bugs, import errors, regressions, docs issues, or test failures. I found no safe duplicate/mergeable pair among the soft edges.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44521 is the most central and active item in the set (open, highest inbound references, substantial discussion) and is the best available representative of the cluster, even though the surrounding items are not truly cohesive.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best global issue candidate because it is active, well-scoped, and appears most likely to benefit from continued tracking or follow-up.", + "best_issue_reason": "Issue 44521 has the clearest product-level bug description and the strongest cross-reference activity, making it the best standalone issue to anchor triage for this noisy cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Both concern model weight tying/save behavior, but they hit different models and different failure modes; not the same underlying bug." + "reason": "Different code paths: Flash Attention 2 support vs token embedding reinitialization after resize." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-related, but one is about `head_dim` validation and the other about rope-validation list handling." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both mention dependencies, but the failing backend/package and symptoms are different." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated: category-cardinality error vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling is distinct from multimodal assistant mask generation." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports/symbols with no shared concrete failure path." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/NER crash is unrelated to server KV-cache continuation indexing." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "These titles do not describe the same bug; one is nonspecific, the other is audio feature extraction." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Separate import errors from different modules and symbols." + }, + { + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "One is a Trainer GPU broadcast TypeError; the other is post-init reinitialization after resizing embeddings. Related area, different bug." + "reason": "Different model families and different failures: weight tying vs checkpoint save correctness." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-handling issues, but one is default init for Phi4Multimodal and the other is a missing field silently dropped for Qwen3_5MoeVisionConfig." + "reason": "Both touch config defaults, but the model types and missing fields are different." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Unrelated failures: buffer access for position_ids versus CPU/CUDA result divergence in PPDocLayoutV3." + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization on resize." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Both involve cache settings, but one is a missing GenerationMixin cache in chunked prefill while the other is max_cache_length being honored only for quantized cache." + "reason": "Buffer access error and CPU/CUDA output divergence are different problems." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A video-classification processor lookup bug and a notebook syntax error are completely different artifacts." + "reason": "Pipeline image-processor lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache terminology, but one is missing cache in generation and the other is a cache-config semantics issue." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are unrelated." + "reason": "Qwen3-MoE sliding-window behavior and auto_mappings CI breakage are not the same underlying bug." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error versus an audio feature extraction issue; no shared underlying code path." + "reason": "Notebook syntax error and audio feature-extraction issue are unrelated." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "One is a Python-version compatibility problem; the other is a specific model load failure for physical-intelligence/fast." + "reason": "Python-version incompatibility is distinct from failing to load a specific model repo." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Both mention token/embedding handling, but one is a multimodal processor regression and the other is a t5gemma decoder embedding update bug." + "reason": "Different regressions in different model stacks: processor/tokenizer API break vs T5Gemma embedding resize bug." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different helper behavior in qwen3_omni_moe versus device-dependent output drift in PPDocLayoutV3." + "reason": "Different model-specific behavior bug vs CPU/CUDA discrepancy in another model." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Same model family, but saving dequantized models and FlashAttention failures are different concrete issues." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Both touch Ministral/Devstral areas, but one is save/export of dequantized models and the other is FlashAttention loading failure." + "reason": "Gradient checkpointing eval-mode failure is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both mention flex_attention, but one is a torch>=2.9 compiled failure and the other is a version-check/import bug for AuxRequest." - }, - { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "Cache/memory-related naming aside, chunked-prefill cache handling and ANSI output formatting are unrelated." + "reason": "Flex-attention compilation failure and PyTorch version-check import bug are related only at a broad subsystem level." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "ImageProcessor label reduction and text-classification docs mismatch are different subsystems and failures." - }, - { - "left": "issue:44496", - "right": "issue:45042", - "accept": false, - "reason": "An unrecognized-model config issue is not the same as PIL image processors incorrectly requiring torchvision." + "reason": "Image processor label reduction bug and pipeline docs mismatch are different classes of issue." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Documentation mismatch for pipelines and model config import failure do not share an underlying bug." + "reason": "Cache continuation behavior and ANSI color output in loading_report are unrelated." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "The former is a Python compatibility regression; the latter is a vague dependency problem." + "reason": "Python support regression is not the same as a general dependency issue." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "A failed janus image-generation test and a cache-length configuration issue are different failures." + "reason": "Missing model registration/config and PIL backend requiring torchvision are distinct failures." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Ministral FlashAttention loading and sink-less flash_attention aux handling are separate code paths." + "reason": "Docs mismatch for a pipeline does not match an unrecognized-model import/config error." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Unrecognized model config versus from_config not unwrapping text_config for composite multimodal configs are related only at a very high level." + "reason": "Janus test failure is unrelated to cache-length configuration behavior." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error is unrelated to the AddedToken keyword-argument TypeError." - }, - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different modules." - }, - { - "left": "issue:44327", - "right": "issue:46752", - "accept": false, - "reason": "QA decode_spans top-k bounds error and empty-list apply_chat_template crash are unrelated." - }, - { - "left": "issue:46123", - "right": "issue:46369", - "accept": false, - "reason": "Partial-batch mask generation dropping results is not the same as memory overflow in sam3-litetext." - }, - { - "left": "issue:44521", - "right": "issue:46693", - "accept": false, - "reason": "Assistant-mask generation for multimodal chat templates is unrelated to FA2 long-context performance regression." - }, - { - "left": "issue:43299", - "right": "issue:45216", - "accept": false, - "reason": "Qwen3VL MoE loading breakage and Qwen3.5 checkpoint save corruption are different model/version regressions." - }, - { - "left": "issue:44279", - "right": "issue:46515", - "accept": false, - "reason": "A generic dependency issue is not the same as a specific torch 2.4.1 incompatibility." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "t5gemma embedding resize and Whisper empty-transcription generation failures are unrelated." + "reason": "Notebook syntax error and `AddedToken` keyword-argument TypeError are unrelated." } ] }, @@ -11943,15 +12031,14 @@ "component_index": 1, "component_count": 24, "review_unit_index": 39, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ - "issue:33290", "issue:39692", "issue:41950", "issue:42796", @@ -11963,48 +12050,59 @@ "issue:43577", "issue:43650", "issue:43653", + "issue:43824", "issue:43854", "issue:43901", "issue:43976", - "issue:44016", "issue:44075", "issue:44242", "issue:44279", - "issue:44291", + "issue:44327", "issue:44351", - "issue:44361", "issue:44368", - "issue:44462", "issue:44466", - "issue:44683", + "issue:44496", + "issue:44521", "issue:44779", + "issue:44933", "issue:45020", - "issue:45081", - "issue:45103", "issue:45200", "issue:45216", "issue:45276", "issue:45278", + "issue:45335", "issue:45357", - "issue:45372", "issue:45405", - "issue:45542", + "issue:45584", + "issue:45588", "issue:45593", - "issue:45656", + "issue:45759", "issue:45812", "issue:45823", - "issue:45834", "issue:46082", - "issue:46209", + "issue:46123", + "issue:46369", "issue:46399", - "issue:46512" + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" ], "soft_pairs": [ + "issue:43441|issue:45588", + "issue:44496|issue:45759", + "issue:43824|issue:44933", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43299|issue:45216", + "issue:45335|issue:45584", "issue:46082|issue:46399", "issue:44279|issue:45405", "issue:43295|issue:44779", - "issue:39692|issue:43901", "issue:44075|issue:44368", + "issue:39692|issue:43901", "issue:43976|issue:45405", "issue:46082|issue:46512", "issue:43577|issue:45216", @@ -12015,209 +12113,207 @@ "issue:43299|issue:45357", "issue:43479|issue:43525", "issue:44242|issue:45200", - "issue:43299|issue:43854", "issue:44466|issue:45276", + "issue:43299|issue:43854", "issue:41950|issue:45823", - "issue:43653|issue:45593", - "issue:44683|issue:45542", - "issue:43650|issue:46209", - "issue:44462|issue:45081", - "issue:44016|issue:44291", - "issue:44361|issue:45593", - "issue:43441|issue:45834", - "issue:45103|issue:45372", - "issue:33290|issue:45656" + "issue:43653|issue:45593" ], - "prepared_review_unit_hash": "fd88ccb349a0862e77543d4e69f05b72fbcf524b6bb16087b091b32e554cee3f", + "prepared_review_unit_hash": "b5c0caf82209769eaa9ff0b09964da6f78c14532547f186af8b666e60b781fe4", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35388, - "estimated_input_tokens": 8847, - "estimated_eval_tokens": 17950 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated model/tokenizer/config regressions and docs/infra issues, not a single duplicate cluster. No soft edge looks like the same underlying bug/change.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "This set does not form a real duplicate cluster: the items span unrelated model, tokenizer, pipeline, config, and docs bugs. All soft edges are rejected because they only share broad subsystem keywords, not the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is clearly canonical; the issues are too heterogeneous to represent one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the broadest umbrella report here because it covers recent-version breakage in model loading, but the overall set is too heterogeneous to treat as one duplicate family.", + "best_issue_reason": "No issue is a strong global representative because there is no common concrete failure mode across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is a Ministral model failure and the other is a sink-less flash_attention.py AttributeError; different code paths and bugs." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both concern model loading/config handling, but one is an unrecognized model_type error and the other is text_config unwrapping for composite Qwen multimodal configs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they target different symbols and modules with no shared underlying change." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "A pipeline batching bug and a memory overflow report are unrelated failure modes." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds crash and empty-list chat template IndexError are distinct pipeline errors." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal assistant mask generation and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "These are generic dependency complaints, but they involve different dependencies and different breakages." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen regressions, but one is model loading and the other is save_pretrained serialization; not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different models and different behaviors: token embedding resize propagation vs Whisper empty-transcription generation." + }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Different bugs: LlamaConfig head_dim validation vs Qwen3.5 rotary-kernel registration failure." + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration failure are unrelated." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Unrelated: generic transformers dependency issue vs PEFT minimum-version bump." + "reason": "A general dependency issue is not the same as bumping an unreleased PEFT minimum version." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both tokenizer regressions, but different models and failure modes (processor/tokenizer images vs Deepseek token IDs)." + "reason": "Both are tokenizer/processor regressions, but one is processor.tokenizer/image passing behavior and the other is Deepseek tokenization output correctness." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Different docs issues in different pipelines; no shared code-path bug." + "reason": "SGD optimizer arguments being ignored is unrelated to a Qwen warning about tie_word_embeddings." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "SGD optimizer args vs Qwen3.5 tie_word_embeddings warning are unrelated." + "reason": "Both are docs-related, but one is a SigLIP2 example mismatch/quantization failure and the other is a TextClassificationPipeline parameter documentation mismatch." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python-version compatibility break is not the same as a PEFT version requirement change." + "reason": "Python compatibility failures and PEFT version pinning are unrelated release issues." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Config validation bug vs stale dtype metadata after from_config; different problem." + "reason": "Config validation for head_dim is different from stale config.dtype after from_config(dtype=...)." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype-loading issue vs Qwen3.5 save_pretrained key serialization bug." + "reason": "A dtype-loading bug in Blip2 is not the same as Qwen3.5 checkpoint serialization corruption." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "HybridCache import failure is only one possible import error; not the same as the broad import-breakage report." + "reason": "A missing HybridCache import may be one symptom of broader import breakage, but these reports do not describe the same concrete defect." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer bug vs non-bug placeholder issue; no relation." + "reason": "A tokenizer BPE-marker bug and a vague data request are unrelated." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup bug is separate from remote_code model-loading regressions." + "reason": "Video-classification processor lookup and remote_code compatibility are different issues." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both tokenizer regressions, but different model families and likely different root causes." + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization failures." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen3VL load failure vs Qwen3.5 save_pretrained serialization issue; different code paths." + "reason": "Qwen3VL load failure and Qwen3.5 visual encoder save_pretrained keys are different sides of the workflow and not the same bug." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config bugs: multimodal default initialization vs missing pad_token_id attribute." + "reason": "One is default multimodal config initialization; the other is a missing pad_token_id on Llama4Config." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss bug is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are different model-training behaviors." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Different model load failures with different stacks and symptoms." + "reason": "Both involve embedding/weight handling, but one is device-dependent serialization and the other is resize_token_embeddings propagation." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Both touch weights/embeddings, but one is serialization on device and the other is resize_token_embeddings propagation." + "reason": "A Qwen3VL loading regression and a GLM-4.7-Flash unit-test loading issue are unrelated." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor-selection bug vs Gemma4 device-mapping mismatch; unrelated." + "reason": "Pipeline processor lookup and Gemma4 PLE device mismatch do not share the same code-path failure." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration vs D-FINE auxiliary-loss omission are unrelated." - }, - { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "Torch 2.9 flex_attention failure is unrelated to the TensorFlow/tensorboard backend error." - }, - { - "left": "issue:43650", - "right": "issue:46209", - "accept": false, - "reason": "Placeholder issue vs FP8/B200 inference failure; no duplicate relationship." - }, - { - "left": "issue:44462", - "right": "issue:45081", - "accept": false, - "reason": "Both tokenizer-loading issues, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash." - }, - { - "left": "issue:44016", - "right": "issue:44291", - "accept": false, - "reason": "Notebook syntax error vs init_empty_weights TypeError; different layers entirely." - }, - { - "left": "issue:44361", - "right": "issue:45593", - "accept": false, - "reason": "MLukeTokenizer task error is unrelated to D-FINE loss handling." - }, - { - "left": "issue:43441", - "right": "issue:45834", - "accept": false, - "reason": "Different model-specific runtime bugs: FlashAttention on Ministral vs OCR index error on Kosmos2.5." - }, - { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "auto_docstring annotations crash is unrelated to Gemma 4 processor-loading import failure." - }, - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Different DeepSpeed problems: Adafactor OOM vs optimizer.step being called twice." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated." } ] }, @@ -12233,25 +12329,24 @@ "component_index": 1, "component_count": 24, "review_unit_index": 40, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ - "issue:41628", + "issue:33290", "issue:42175", "issue:42994", "issue:43317", "issue:43441", "issue:43525", - "issue:43643", + "issue:43650", "issue:43673", "issue:43723", "issue:43761", - "issue:43784", "issue:43824", "issue:43881", "issue:43901", @@ -12262,260 +12357,260 @@ "issue:44246", "issue:44261", "issue:44263", - "issue:44297", + "issue:44291", "issue:44336", - "issue:44373", - "issue:44496", - "issue:44589", + "issue:44361", + "issue:44462", "issue:44623", "issue:44671", "issue:44683", "issue:44749", "issue:44779", - "issue:45072", "issue:45081", - "issue:45362", + "issue:45103", + "issue:45372", "issue:45397", "issue:45542", - "issue:45561", - "issue:45563", + "issue:45593", "issue:45600", + "issue:45656", "issue:45712", "issue:45800", "issue:45823", + "issue:45834", + "issue:45859", "issue:45907", + "issue:46209", "issue:46291", "issue:46399", - "issue:46655", - "issue:46726", - "issue:46829" + "issue:46851" ], "soft_pairs": [ + "issue:44683|issue:45542", + "issue:43650|issue:46209", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:44361|issue:45593", + "issue:45103|issue:45372", + "issue:43441|issue:45834", "issue:42994|issue:43317", + "issue:33290|issue:45656", "issue:45081|issue:45907", "issue:45600|issue:45712", "issue:44623|issue:44749", "issue:44261|issue:44263", + "issue:44336|issue:46851", + "issue:45859|issue:46851", "issue:42175|issue:43976", "issue:44623|issue:45397", "issue:44671|issue:44779", - "issue:43901|issue:44246", "issue:43723|issue:44162", + "issue:43901|issue:44246", "issue:43673|issue:43761", - "issue:43441|issue:44683", "issue:45542|issue:45800", + "issue:43441|issue:44683", "issue:43824|issue:43976", "issue:43525|issue:43881", "issue:44016|issue:45823", "issue:46291|issue:46399", - "issue:44188|issue:44336", - "issue:44589|issue:45362", - "issue:43525|issue:43643", - "issue:44336|issue:44373", - "issue:46655|issue:46726", - "issue:41628|issue:43976", - "issue:43784|issue:45542", - "issue:44246|issue:44496", - "issue:44297|issue:45397", - "issue:45561|issue:45563", - "issue:45072|issue:46829" + "issue:44188|issue:44336" ], - "prepared_review_unit_hash": "57057f61a2e5a4f54aca6f87bca76ee33dd40661b6f24b9abfdeeff209343871", + "prepared_review_unit_hash": "c048fa0cc4f8f81154e2f18e7fd4cda31ac5c99d527d961e41d8f5722c978577", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36097, - "estimated_input_tokens": 9025, - "estimated_eval_tokens": 18306 + "serialized_chars": 35411, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers v5 regressions, packaging/import issues, and model-specific bugs. I do not see any pair that is clearly the same underlying defect, so all soft edges should be rejected.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43723 is the broadest user-facing regression in the set (tokenizer loading in v5) and is the closest thing to a representative umbrella issue, but it is not a true duplicate hub for the cluster.", + "summary": "This bucket is highly heterogeneous: it mixes unrelated Transformers bugs across tokenizers, attention kernels, loading, quantization, packaging, docs, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so all should be rejected. There is no strong canonical issue/PR for this cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43723 has the clearest general bug report and the best chance of representing the cluster\u2019s overall v5 loading-regression theme, even though the rest of the items are not duplicates of it.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Both involve quantization/offload, but one is saving a quantized model and the other is loading a dequantized model with device_map=auto; different code paths and failure modes." + "reason": "Different failures in different areas: compiled flex_attention on torch 2.9 vs missing TensorFlow backend installation." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Tokenizer regex patching crashes versus list_repo_files revision forwarding; these are unrelated utilities and not the same bug." + "reason": "Unrelated: a vague data request vs FP8 inference failure on B200." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Both touch generated/mapping files, but one is stale auto_mappings config references and the other is leftover dummy classes leaking into exports; distinct cleanup bugs." + "reason": "Both tokenizer-related, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "processor.save_pretrained missing files is unrelated to the reported slowdown in data filtering after upgrade." + "reason": "Notebook syntax error vs init_empty_weights/_is_hf_initialized TypeError; no shared code path." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "These affect different model internals: MLA q_a_layernorm config precision versus GlmMoeDsaIndexer torch.split return handling." + "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss logic are unrelated." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "One is backend extras installation for TensorFlow, the other is Python version compatibility for Transformers 5.1.0; not the same defect." + "reason": "auto_docstring annotations crash vs missing ReasoningEffort import; distinct modules and bugs." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Saving processor artifacts missing files and Gemma4 ZeRO3 from_pretrained are separate load/save paths with no concrete shared bug." + "reason": "FlashAttention failure for Ministral-3 is not the same as Kosmos2.5 long-input index error." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "CamemBERT MLM prediction regression and Deepseek tokenizer regression are different model-specific failures." + "reason": "Quantized model saving failure and dequantized model offload loading are adjacent but different bugs." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Docs mismatch for return_all_scores versus slow import time are unrelated issues." + "reason": "Both mention DeepSpeed/optimizers, but OOM from Adafactor and double optimizer.step() are different issues." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Tokenizer loading regression in v5 and ESM2 being broken are different model/loading problems." + "reason": "Mistral regex patch crash is unrelated to list_repo_files revision forwarding." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Generation cache missing during chunked prefill and CLIPVisionModel hidden_states behavior are different code paths and outputs." + "reason": "Broken auto_mappings reference and leftover dummy_pt_objects are separate cleanup problems." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Both are attention-kernel related, but one is Ministral flash-attention failure and the other is compiled flex_attention failure on newer torch; not the same bug." + "reason": "processor.save_pretrained missing files vs Chinese report about slower filtering after upgrade; no overlap." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "TensorFlow backend installation gap and torch/Transformers version incompatibility are different packaging/version problems." + "reason": "Different models and code paths: MLA rms_norm_eps precision issue vs GlmMoeDsaIndexer torch.split behavior." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration export is unrelated to Python 3.9+/3.10+ compatibility." + "reason": "ANSI codes in loading_report has nothing to do with Qwen3.5 variable-length position_ids." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:45859", + "right": "issue:46851", "accept": false, - "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are model-specific and do not share a concrete code path." + "reason": "Both are Qwen3.5, but CPU-offload rotary embedding incompatibility and variable-length position_ids are distinct bugs." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated issues." + "reason": "Packaging/backend inclusion problem and Python version compatibility problem are unrelated." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Kernels v0.15 revision/version requirement when importing pipelines is different from a Qwen3.5 kernel registration crash." + "reason": "Processor save-pretrained file omissions are not the same as gemma-4 zero3 from_pretrained failures." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "torch.compile attention-kernel divergence and ANSI codes in loading_report are entirely different subsystems." + "reason": "Different model regressions: CamemBERT masked LM predictions vs Deepseek tokenizer output." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different failures with no shared root cause shown." + "reason": "AutoTokenizer loading regression and ESM2 breakage do not appear to share a concrete root cause." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "A missing pad_token_id field on one config is not the same as trust_remote_code returning an object with missing fields." + "reason": "Docs mismatch for return_all_scores vs intermittent import slowdown; unrelated." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Terminal ANSI output bug and wrong docstring for position_ids are unrelated." + "reason": "GenerationMixin cache missing in chunked_prefill and CLIPVision hidden_states regression are different model behaviors." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Incorrect video padding calculation and missing-vision-backend image processor error are different processor bugs." + "reason": "TensorFlow backend install issue and torch/transformers incompatibility are separate packaging problems." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Cannot import AutoImageProcessor and Transformers Python-version support are unrelated compatibility issues." + "reason": "Different attention kernels and failures: Ministral FlashAttention vs compiled flex_attention on torch>=2.9." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Import-time NameError from sentence-transformers integration and missing TensorFlow backend packaging are different dependency problems." + "reason": "ImportError for a missing model class is not the same as Python 3.9/3.10 compatibility." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Slow import timing and unrecognized model/config loading are not the same underlying defect." + "reason": "Llama4Config pad_token_id AttributeError and glm-4v-9b loading failure are model-specific, not the same bug." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Gemma4 zero3 loading." + "reason": "Notebook syntax error is unrelated to Gemma4 PLE device mismatch during forward." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "pytest-xdist capture-file race and stale generation warning are separate issues in different parts of the test/runtime stack." + "reason": "Both mention kernels, but one is dependency version/revision handling and the other is a missing decorator registration crash." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "dtype mismatches in bfloat16 inference and incorrect hidden_states assignment are different model output bugs." + "reason": "Torch.compile attention-kernel divergence and ANSI output leakage are unrelated." } ] }, @@ -12531,302 +12626,296 @@ "component_index": 1, "component_count": 24, "review_unit_index": 41, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ - "issue:36246", + "issue:41628", "issue:41950", "issue:42491", - "issue:42757", "issue:42886", - "issue:43257", "issue:43299", + "issue:43525", "issue:43526", "issue:43531", "issue:43540", "issue:43550", - "issue:43673", - "issue:43901", - "issue:44162", + "issue:43643", + "issue:43784", + "issue:43976", "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44297", "issue:44336", - "issue:44351", + "issue:44373", "issue:44451", - "issue:44479", "issue:44485", "issue:44496", - "issue:44561", - "issue:44734", - "issue:44779", + "issue:44589", "issue:44871", "issue:45003", + "issue:45072", + "issue:45083", "issue:45103", - "issue:45137", - "issue:45200", - "issue:45292", + "issue:45325", "issue:45362", - "issue:45375", "issue:45397", + "issue:45542", "issue:45561", + "issue:45563", + "issue:45588", "issue:45593", - "issue:45759", "issue:46132", "issue:46399", - "issue:46424", "issue:46506", "issue:46614", "issue:46655", "issue:46665", + "issue:46726", "issue:46752", - "issue:46821" + "issue:46821", + "issue:46829", + "issue:46851" ], "soft_pairs": [ + "issue:44589|issue:45362", + "issue:43525|issue:43643", + "issue:46655|issue:46726", + "issue:44336|issue:44373", + "issue:45325|issue:46851", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:45072|issue:46829", "issue:45103|issue:46399", - "issue:46614|issue:46665", "issue:44242|issue:45593", + "issue:46614|issue:46665", "issue:43526|issue:45003", - "issue:42491|issue:43299", "issue:43540|issue:46752", "issue:43531|issue:45362", + "issue:42491|issue:43299", "issue:44295|issue:45397", + "issue:45588|issue:46851", "issue:44246|issue:44871", "issue:44336|issue:44485", "issue:45003|issue:46821", "issue:44451|issue:46752", - "issue:44336|issue:46424", "issue:42886|issue:46132", "issue:43550|issue:46506", - "issue:41950|issue:44220", - "issue:44779|issue:45292", - "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:43901|issue:45003", - "issue:44734|issue:46424", - "issue:43257|issue:45137", - "issue:45003|issue:45561", - "issue:43540|issue:46655", - "issue:44496|issue:45003", - "issue:43673|issue:44561", - "issue:44162|issue:45200", - "issue:44479|issue:46655", - "issue:45375|issue:45759" + "issue:41950|issue:44220" ], - "prepared_review_unit_hash": "7d1cab9cc16afe5004f536cb904784ac16c76b85e94cdefe7b6ea95249aeb787", + "prepared_review_unit_hash": "0c46463d15dd4347b98d5c8514779d07f665e9b6f636b7c3f37f43dcd12a9115", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36318, - "estimated_input_tokens": 9080, - "estimated_eval_tokens": 18416 + "serialized_chars": 36312, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issues with only loose topical similarity; I would not merge any soft edge pairs as duplicates. The closest theme is Qwen/multimodal/video-regression reports, but the concrete failures differ.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 44479 is the broadest concrete regression report in the set, covering multiple Qwen multimodal/video-input models under a single v5.3.0 regression. It is the best anchor only in the sense of breadth, not because the whole cluster is one duplicate thread.", + "summary": "This is a noisy, over-broad cluster: most candidate pairs are only superficially related by shared model names, config/loading vocabulary, or the same subsystem, but they do not describe the same underlying bug. The only mild subcluster is around Qwen3/Qwen3.5 position_ids / rotary-embedding issues, and even those split into distinct code paths.", + "confidence": 0.61, + "canonical_issue_reason": "issue:46851 is the strongest representative of the only coherent subtopic in the set (Qwen3.5 + position_ids + variable-length inputs).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the most representative issue to anchor the cluster because it spans several related models and a clear version regression, making it the strongest single candidate among otherwise unrelated reports.", + "best_issue_reason": "issue:46851 is the best standalone issue here: it is clearly bug-shaped, open, and most central to the small Qwen3.5/position_ids subgroup; the rest are mostly unrelated or much more specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Different failure modes: auto-docstring parsing with future annotations vs a Qwen3.5 kernel-registration crash." + "reason": "Different failures: a Float8 storage import error vs a Qwen3.5 chat crash." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Unrelated subsystems: stale phonemizer language state vs from_pretrained behavior inside Python classes." + "reason": "Both involve config loading, but one is a missing pad_token_id on Llama4Config and the other is generic missing fields with trust_remote_code; not the same bug." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "Both concern missing losses, but they affect different models and code paths (router loss vs D-FINE auxiliary losses)." + "reason": "SmolVLM video padding logic vs AutoProcessor backend-missing image processor error are different code paths." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Different areas entirely: Beit image processor label reduction vs unsafe sys.modules access in modeling_utils." + "reason": "ANSI coloring in loading_report and a wrong docstring for position_ids are unrelated." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Both mention Qwen MoE loading, but the concrete breakage and model families differ." + "reason": "Both mention position_ids, but they affect different models and different logic (Qwen2.5-VL still-image scaling vs Qwen3.5 variable-length inputs)." }, { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to empty-list chat template handling." + "reason": "Importing AutoImageProcessor and a Python version compatibility regression are unrelated." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is not the same bug as a chat crash in Qwen3.5-35B." + "reason": "Both mention undefined backend symbols on import, but the downstream packages and failure causes differ." }, { - "left": "issue:44295", + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen-related helper issues, but one is _get_feat_extract_output_lengths in qwen3_omni_moe and the other is Qwen3.5 position_ids handling." + }, + { + "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Different bugs: position_ids buffer access vs gemma-4 ZeRO3 from_pretrained." + "reason": "Tokenizer class metadata mismatch and gemma-4 zero3 from_pretrained are different problems." }, { "left": "issue:44246", - "right": "issue:44871", + "right": "issue:44496", "accept": false, - "reason": "Import slowness is unrelated to inconsistent eos_token_id configuration." + "reason": "A missing load-balancing loss and an unrecognized model/config error are not the same bug." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "ANSI codes in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "Both are Qwen3.5 issues, but one is a missing decorator on apply_rotary_pos_emb registration and the other is variable-length position_ids behavior." }, { - "left": "issue:45003", - "right": "issue:46821", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to a TimesFM window_size AttributeError." + "reason": "A pytest-xdist race on captured_info.txt and a stale generate() warning are unrelated." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "Model loading failure for ScandiBERT is unrelated to apply_chat_template on an empty list." + "reason": "Different model/output bugs: dtype mismatches in inference vs hidden_states being populated incorrectly." }, { - "left": "issue:44336", - "right": "issue:46424", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Terminal color output bug is unrelated to cache max length behavior." + "reason": "auto_docstring future-annotations crash is unrelated to Qwen3.5 rotary kernel registration." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Offline cache loading is unrelated to AttentionInterface.register behavior changes." + "reason": "Both are missing-loss complaints, but they involve different models and different auxiliary-loss mechanisms." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba is unrelated to CPU vs CUDA divergence in PPDocLayoutV3." + "reason": "A stale phonemizer backend state bug is not the same as inconsistent from_pretrained behavior inside Python classes." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Video-classification image-processor lookup and fbank feature extraction are different pipelines." + "reason": "BeitImageProcessorFast reduce_labels and unsafe sys.modules access in modeling_utils are unrelated." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "Tokenizer correctness regression is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Qwen3OmniMoe video processing and empty-list chat template handling are different failures." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Both are import errors, but for different symbols and different libraries/modules." + "reason": "Both mention Qwen models, but one is a sliding_window issue and the other is a chat crash; not the same code-path bug." }, { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export is not the same as missing HybridCache export." - }, - { - "left": "issue:43901", - "right": "issue:45003", - "accept": false, - "reason": "Docs mentioning return_all_scores is unrelated to sys.modules access." - }, - { - "left": "issue:44734", - "right": "issue:46424", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "KV-cache continuation crash and cache max_length semantics are distinct cache bugs." + "reason": "Both involve Qwen3 MoE loading/version changes, but one is a LoRA compatibility problem and the other is a Qwen3VL MoE loading regression." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to ZeRO3 deque underflow." + "reason": "Reading position_ids after registering as a buffer and gemma-4 zero3 from_pretrained are unrelated." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "Modeling_utils import safety and pytest-xdist capture-file races are unrelated." + "reason": "Flash-attention s_aux=None handling and Qwen3.5 variable-length position_ids are different bugs." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Both are video-related, but Qwen3OmniMoe input validation and SmolVLM padding calculation are different code paths." + "reason": "Load-balancing loss omission and Gemma-3 eos_token_id inconsistency are unrelated." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Unrecognized model/config loading is unrelated to sys.modules access." + "reason": "ANSI formatting in loading_report and GLM-5 RoPE implementation are not the same issue." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are separate regressions." + "reason": "Unsafe sys.modules access and a TimesFM window_size AttributeError are different failures." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids behavior are unrelated." + "reason": "ScandiBERT loading failure and empty chat-template input handling are unrelated." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Both involve video models, but the reported regressions are model-specific and not the same underlying bug." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are different issues." }, { - "left": "issue:44485", - "right": "issue:46655", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "GLM-5 RoPE implementation is unrelated to SmolVLM video padding." + "reason": "torch.compile/SDPA failure in Bamba and CPU/CUDA output divergence in PPDocLayoutV3 are unrelated." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Both are Qwen multimodal config issues, but one drops a config field while the other mishandles text_config unwrapping." + "reason": "Video-classification pipeline using image processors and a _torch_extract_fbank_features() problem are different subsystems." } ] }, @@ -12842,67 +12931,79 @@ "component_index": 1, "component_count": 24, "review_unit_index": 42, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:29870", "issue:30333", "issue:36246", - "issue:42886", + "issue:42757", + "issue:43257", "issue:43262", "issue:43295", - "issue:43352", "issue:43475", "issue:43540", "issue:43596", - "issue:43653", + "issue:43673", + "issue:43901", "issue:44038", - "issue:44060", - "issue:44077", "issue:44162", "issue:44242", "issue:44246", "issue:44295", - "issue:44368", + "issue:44351", "issue:44466", "issue:44479", + "issue:44496", "issue:44561", "issue:44623", + "issue:44734", "issue:44749", + "issue:44779", "issue:44857", "issue:44877", - "issue:44977", "issue:44987", - "issue:44995", + "issue:45003", "issue:45137", "issue:45200", - "issue:45229", - "issue:45250", "issue:45292", "issue:45335", "issue:45375", - "issue:45412", "issue:45459", + "issue:45561", "issue:45584", "issue:45600", + "issue:45759", "issue:45859", - "issue:46123", - "issue:46170", "issue:46369", "issue:46399", + "issue:46424", "issue:46506", - "issue:46726", - "issue:46832" + "issue:46655", + "issue:46726" ], "soft_pairs": [ - "issue:45859|issue:46399", - "issue:44242|issue:44857", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:44479|issue:46655", "issue:44295|issue:44749", + "issue:45375|issue:45759", + "issue:44242|issue:44857", + "issue:45859|issue:46399", "issue:43262|issue:44246", "issue:43475|issue:46369", "issue:36246|issue:43596", @@ -12910,214 +13011,208 @@ "issue:44877|issue:45375", "issue:45292|issue:45584", "issue:43295|issue:45292", - "issue:44561|issue:46399", "issue:44623|issue:46726", "issue:44466|issue:45335", "issue:44038|issue:46506", "issue:29870|issue:30333", - "issue:44987|issue:45459", - "issue:43352|issue:45250", - "issue:44479|issue:46170", - "issue:45412|issue:46123", - "issue:43653|issue:44162", - "issue:44060|issue:44077", - "issue:44368|issue:44977", - "issue:46170|issue:46832", - "issue:44995|issue:45200", - "issue:42886|issue:45229", - "issue:44877|issue:46170", - "issue:43475|issue:43540" + "issue:44987|issue:45459" ], - "prepared_review_unit_hash": "bd61730bb4129f94c104e8e891a67bededb78bc99ba51a47d64f575ad566e882", + "prepared_review_unit_hash": "9eb58d40f54f7524da690c70eaba88992eb28eb22b88ddc7a81476f8fd311c7e", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36001, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35720, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated issues across tokenizers, multimodal processors, model configs, generation, memory, and infrastructure. The soft pair similarities are topical rather than duplicate-level, so none should be merged.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue is safe here: the items are heterogeneous and the candidate pairs do not share the same concrete bug path.", + "summary": "The cluster is heterogeneous: it mixes unrelated import errors, model-specific regressions, config/load bugs, cache issues, and docs/test problems. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated failure modes across different models and subsystems, so there is no safe duplicate hub for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because none of the candidates are true duplicates; they span different models and failure modes.", + "best_issue_reason": "No global best issue for deduping this set because no item is representative of the others; the cluster is too diverse to collapse into one issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Both involve Qwen3.5/MoE rotary-attention code, but one is CPU-offload incompatibility and the other is a kernel registration crash; different failure paths." + "reason": "Both are output/embedding-adjacent regressions, but one is a DeepSeek tokenizer bug and the other is resize_token_embeddings behavior; different code paths." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Mixture-of-experts load-balancing loss and RT-DETR AMP CUDA crashes are unrelated bugs." + "reason": "Both are import errors, but they involve different missing symbols/modules and different root causes." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "One is a position_ids buffer access error; the other is a slowdown regression after upgrade." + "reason": "Different missing imports: Qwen2.5-VLImageProcessor vs HybridCache." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and slow imports are unrelated issues." + "reason": "Docs mentioning return_all_scores and unsafe sys.modules access are unrelated." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Both are SAM3-related, but one is a missing attribute in the vision encoder output and the other is a memory overflow in sam3-litetext." + "reason": "Both involve DeepSpeed, but one is MOE weight conversion with accelerate+deepspeed and the other is a ZeRO3 deque underflow." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44734", + "right": "issue:46424", "accept": false, - "reason": "Qwen2.5-VL image processor import failure and DeepSpeed ZeRO3/BertModel index error do not share a code path." + "reason": "Cache-related, but one is serve/KV continuation tensor indexing and the other is max_cache_length handling." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Empty-deque ZeRO3 failure and stale auto_mappings references are different kinds of breakage." + "reason": "sys.modules access bug and xdist file race are unrelated." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Both are config-related, but they concern different models and different bugs: strict loading vs a missing field being dropped." + "reason": "Both are video-processing bugs, but they affect different models and have different symptoms/root causes." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Resize-token-embeddings behavior and Whisper empty-transcription generation are unrelated." + "reason": "An unrecognized model config error is unrelated to unsafe sys.modules access." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "A processor.tokenizer regression with image inputs is not the same bug as resize_token_embeddings not updating output embeddings." + "reason": "Different failures: missing GenerationMixin cache in chunked_prefill vs trust_remote_code breakage from removed helper." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Removal of is_torch_fx_available affecting trust_remote_code is unrelated to Qwen3.5 rotary kernel registration." + "reason": "ESM2 model breakage and Gemma 4 token-type defaults are unrelated." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Saving processor files and missing vision backends causing AutoProcessor errors are different loader/saver problems." + "reason": "Both are video regressions, but for different model families and different preprocessing issues." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Both mention tied/resize embeddings, but one is serialization inconsistency and the other is a model-specific resize propagation bug." + "reason": "A buffer/position_ids error and a performance regression report are not the same bug." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Qwen3-VL-Moe and PPDocLayoutV3 issues are entirely separate model families and symptoms." + "reason": "Both are Qwen multimodal config issues, but one is a missing config field and the other is from_config unwrapping behavior." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Bart generate UnboundLocalError and MLFlow job-status reporting are unrelated." + "reason": "Load-balancing loss omission and an AMP CUDA crash are different bugs." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "Tokenizer load failure on transformers>=5.1.0 and protobuf error masking are both loading-related but not the same defect." + "reason": "Both mention rotary embeddings, but CPU offload incompatibility and kernel registration failure are distinct code-path problems." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "A model not supporting Flash Attention 2.0 and a generic Flash Attention 2.0 issue are not the same concrete bug." + "reason": "Audio chat-template sampling rate and slow import behavior are unrelated." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "A video regression in Qwen models and a Windows ROCm import/dependency issue are unrelated." + "reason": "SAM3 output attribute missing vs SAM3-LiteText memory overflow are different failures." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Memory not released on RT-DETR deletion and MaskGenerationPipeline partial-batch handling are different subsystems." + "reason": "Different import/model-loading contexts: Qwen2.5-VLImageProcessor import error vs ZeRO3/BertModel IndexError." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are not the same underlying problem." + "reason": "ZeRO3 deque underflow and stale auto_mappings entries are unrelated." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "A tied-weights warning bug and patchtsmixer post_init policy are unrelated." + "reason": "Both involve strict config handling, but they are different models and different missing config fields." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Both mention Qwen3.5 and flash attention/tied weights, but one is a warning about config tying and the other is a generation failure." + "reason": "Both touch embeddings/tokenization, but one is resize_token_embeddings and the other is Whisper empty-transcription handling." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Windows ROCm torch.distributed dependency issues and RTDetrModel feature-level shape errors do not overlap." + "reason": "Processor/tokenizer regression and embedding resize behavior are different issues." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "A stale cache crash in GlmMoeDsa and Gemma4 mm_token_type_ids defaults are unrelated." + "reason": "Saving processor files and missing vision-backend processor recognition are unrelated." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are different problems." + "reason": "Both are embedding-weight consistency bugs, but one is lm_head serialization and the other is decoder.embed_tokens resizing." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "Strict config loading for granite_speech and Windows ROCm dependency/import errors are unrelated." + "reason": "A Qwen3-VL-Moe bug and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generation UnboundLocalError and MLFlow reporting behavior are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Both are multimodal/video issues, but they affect different models and fail for different reasons." + "reason": "Model loading failure and protobuf-related tokenizer error masking are different problems." } ] }, @@ -13133,45 +13228,46 @@ "component_index": 1, "component_count": 24, "review_unit_index": 43, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ - "issue:42994", + "issue:42199", + "issue:42886", "issue:43065", - "issue:43232", + "issue:43352", "issue:43408", - "issue:43441", "issue:43475", - "issue:43482", - "issue:43643", - "issue:43646", - "issue:43673", - "issue:43701", + "issue:43540", + "issue:43653", "issue:43723", - "issue:43761", "issue:43906", "issue:43931", "issue:43994", + "issue:44060", + "issue:44077", "issue:44162", "issue:44188", - "issue:44242", "issue:44297", "issue:44361", "issue:44368", + "issue:44479", "issue:44483", "issue:44623", "issue:44749", - "issue:44871", + "issue:44877", "issue:44898", + "issue:44977", "issue:44995", - "issue:45375", + "issue:45200", + "issue:45229", + "issue:45250", "issue:45397", - "issue:45478", + "issue:45412", "issue:45563", "issue:45588", "issue:45656", @@ -13179,25 +13275,37 @@ "issue:45987", "issue:46082", "issue:46123", - "issue:46132", + "issue:46170", "issue:46202", "issue:46421", "issue:46431", "issue:46710", "issue:46726", - "issue:46752", - "issue:46821", - "issue:46829" + "issue:46829", + "issue:46832", + "issue:46851" ], "soft_pairs": [ + "issue:42199|issue:46851", + "issue:43352|issue:45250", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:45412|issue:46123", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:46170|issue:46832", + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:44995|issue:45200", + "issue:43475|issue:43540", "issue:45397|issue:45656", "issue:43065|issue:43408", "issue:44368|issue:45563", - "issue:43931|issue:44368", "issue:43723|issue:46710", + "issue:43931|issue:44368", "issue:44995|issue:45588", - "issue:44188|issue:46202", "issue:45987|issue:46082", + "issue:44188|issue:46202", "issue:44898|issue:46829", "issue:44483|issue:46202", "issue:43906|issue:46202", @@ -13206,228 +13314,210 @@ "issue:43065|issue:46123", "issue:44297|issue:44623", "issue:44361|issue:44749", - "issue:43994|issue:46726", - "issue:43761|issue:44242", - "issue:43646|issue:44162", - "issue:44749|issue:45656", - "issue:43701|issue:44749", - "issue:44871|issue:46132", - "issue:44623|issue:45656", - "issue:43232|issue:43673", - "issue:42994|issue:43482", - "issue:43441|issue:46752", - "issue:45375|issue:45478", - "issue:43475|issue:43643", - "issue:43475|issue:46821" + "issue:43994|issue:46726" ], - "prepared_review_unit_hash": "b2bb76cb17a4e238c139115fdff818abc37a8fa8c0a35055952c13711e46b5ad", + "prepared_review_unit_hash": "d3a6518f8c8e8615d5e4a7a9d15bcb9515701685cd3b9f5a74aa2242812dc82f", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35860, - "estimated_input_tokens": 8965, - "estimated_eval_tokens": 18186 + "serialized_chars": 36497, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: mostly unrelated Transformers v5 regressions, model-specific loading bugs, and a few generation/cache issues. There is no strong duplicate hub, so all soft links should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "No single issue cleanly covers this cluster; if forced to pick one representative, issue 43646 is the broadest Transformers v5 breakage, but it still only matches a subset of the items.", + "summary": "The soft pairs are almost entirely false positives across unrelated bugs; the only near-match is the tokenizer/processor save_pretrained serialization pair, but even that is not the same underlying defect. No PRs are present.", + "confidence": 0.77, + "canonical_issue_reason": "Issue #44623 is the broadest representative of the only close serialization-related pair (#44297/#44623), but the overall cluster is too heterogeneous for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best umbrella candidate because it is broad and version-wide ('Transformers 5.0.0 breaks custom model initialization'), making it the closest representative of the cluster's general theme.", + "best_issue_reason": "Issue #44623 is the best overall issue representative because it captures the widest save_pretrained regression theme in the set, even though it does not unify the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "Different bugs: one is a Gemma-4 ZeRO/from_pretrained loading issue, the other is a deepspeed optimizer-step duplication problem." + "reason": "Different models and code paths: DETR cardinality vs Qwen3.5 variable-length position ids." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Both mention SAM3, but one is a dummy Conv2d implementation detail and the other is a model-class mismatch warning." + "reason": "One is a specific unsupported-FA2 warning, the other is a generic Flash Attention topic; not the same bug." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Both are warnings, but about unrelated behaviors: tie_word_embeddings vs a stale num_return_sequences warning." + "reason": "Video-input regression in Qwen models vs Windows ROCm import/dependency failure." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Different subsystems and failures: Qwen3-VL weight-shape mismatch vs a Qwen3.5 LoRA warning." + "reason": "Tokenizer special-token registration bug vs ESM2 model breakage; unrelated failures." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "One is tokenizer loading in v5; the other is an accuracy regression in a specific model after upgrade." + "reason": "RT-DETR memory leak vs MaskGenerationPipeline final-batch dropping results; different code paths." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Different runtime paths: stale indexer cache on second forward pass vs flash-attention crashing on s_aux=None." + "reason": "Tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy; not the same issue." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Torch.compile attention-kernel branching is unrelated to Gemma token roundtrip failure on \u2581." + "reason": "Both mention Qwen3.5, but one is a weight-tying warning and the other is a generation/flash-attn bug." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:46170", + "right": "issue:46832", "accept": false, - "reason": "Cache return-type bug vs LlamaConfig head_dim validation; same broad area but not the same defect." + "reason": "Windows ROCm dependency issue vs RTDetrModel feature-level mismatch; unrelated." }, { - "left": "issue:44898", - "right": "issue:46829", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Different vision-model bugs: Perceiver resolution handling vs VideoPrism hidden_states/output mapping." + "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU OOM; different symptoms and paths." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "API request rejection in chat/completions is unrelated to tokenizer/pipeline roundtrip behavior." + "reason": "Strict granite_speech config loading vs Windows ROCm import failure; unrelated." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as Gemma pipeline token roundtrip failure." + "reason": "GlmMoeDsa stale cache on second forward vs Gemma4 token-id defaulting for text-only fine-tuning." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Both touch generation/chunked prefill, but one is kernel branching divergence and the other is cache lazy-init recompilation." + "reason": "Sam3 missing attribute vs Qwen3OmniMoe video input validation error; different code paths." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "MPS histogram/int kernel error is unrelated to missing chat-template support in a processor." + "reason": "Gemma-4 zero3 from_pretrained load failure vs deepspeed optimizer being called twice." }, { "left": "issue:43065", - "right": "issue:46123", - "accept": false, - "reason": "SAM3 pixel decoder implementation detail is unrelated to MaskGenerationPipeline's final-partial-batch logic." - }, - { - "left": "issue:44297", - "right": "issue:44623", + "right": "issue:43408", "accept": false, - "reason": "Both are save_pretrained bugs, but tokenizer metadata mismatch and processor file omission are different code paths." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs sam3_video/sam3_tracker model-type warning." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer AttributeError and a multilingual performance regression are not the same underlying bug." + "reason": "Qwen tie_word_embeddings warning vs stale generate() warning; not the same underlying bug." }, { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "One is wrong outputs from AutoModel/pipeline, the other is a missing-vision-backend processor error." + "reason": "Tokenizer loading issue in v5 vs DeepSeek accuracy regression after upgrade." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to MoE load-balancing loss gating." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning; different failures." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Both are broad regressions, but one is custom model initialization under v5 and the other is an ESM2-specific breakage." + "reason": "Stale indexer cache crash vs flash_attention s_aux=None AttributeError; unrelated." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Performance slowdown after upgrade is not the same as deepspeed stepping the optimizer twice." + "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; different subsystems." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Checkpoint-key mismatch and a runtime throughput regression are different failure modes." + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip failure; unrelated." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:44898", + "right": "issue:46829", "accept": false, - "reason": "EOS token config inconsistency is unrelated to AttentionInterface.register changing function behavior." + "reason": "Perceiver interpolation failure vs VideoPrism output field mix-up; different model bugs." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Processor save-pretrained file omission is unrelated to duplicate optimizer stepping." + "reason": "Chat/completions request rejection vs Gemma pipeline roundtrip on \u2581; unrelated." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Both involve generation/caching, but one is sync_gpus/update_model_kwargs ordering and the other is missing cache in chunked_prefill." + "reason": "Isolated reproduction of another issue vs Gemma pipeline roundtrip failure; no shared underlying bug." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "Quantized model saving and Qwen2.5-GGUF loading are opposite operations with different failure modes." + "reason": "Both involve compiler/cache behavior, but the concrete defects are different." }, { - "left": "issue:43441", - "right": "issue:46752", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "FlashAttention crash in Ministral-3 is unrelated to apply_chat_template failing on an empty list." + "reason": "MPS Int histogram limitation vs missing chat template error; unrelated." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Both involve Qwen3.5 variants, but one is a strict-field drop in config and the other is a from_pretrained loading error." + "reason": "Sam3PixelDecoder dummy layer issue vs MaskGenerationPipeline partial-batch logic; not the same bug." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM3 video output is unrelated to trust_remote_code AutoConfig field loss." + "reason": "Both are save_pretrained serialization bugs, but one is tokenizer_class mismatch and the other is missing processor files; close but not the same defect." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "SAM3 video encoder attribute loss and TimesFM window_size AttributeError are different model-specific bugs." + "reason": "MLukeTokenizer AttributeError vs a performance regression after upgrade; unrelated." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:43994", + "right": "issue:46726", "accept": false, - "reason": "Same as above: no shared underlying code path or fix." + "reason": "SigLIP2 nonsensical outputs vs AutoProcessor backend-missing error; different failure modes." } ] }, @@ -13443,309 +13533,294 @@ "component_index": 1, "component_count": 24, "review_unit_index": 44, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:28282", "issue:30990", - "issue:36010", "issue:39692", "issue:41628", "issue:42371", - "issue:42673", - "issue:42831", "issue:42994", "issue:43232", - "issue:43278", - "issue:43504", + "issue:43441", + "issue:43475", + "issue:43482", "issue:43525", - "issue:43704", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", "issue:43723", + "issue:43761", "issue:43784", - "issue:43824", - "issue:43873", "issue:43986", "issue:44038", + "issue:44162", "issue:44188", - "issue:44222", "issue:44242", - "issue:44351", + "issue:44373", "issue:44623", - "issue:44792", + "issue:44749", "issue:44869", + "issue:44871", "issue:44933", - "issue:44945", "issue:44964", - "issue:45081", "issue:45092", - "issue:45103", "issue:45137", "issue:45230", "issue:45310", "issue:45356", "issue:45375", "issue:45397", - "issue:45406", - "issue:45561", - "issue:45753", - "issue:46202", + "issue:45478", + "issue:45656", + "issue:46132", "issue:46326", "issue:46399", - "issue:46701", "issue:46726", - "issue:46832" + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46851" ], "soft_pairs": [ + "issue:43761|issue:44242", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:43441|issue:46752", + "issue:45375|issue:45478", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:44188|issue:46851", "issue:28282|issue:30990", "issue:43986|issue:46726", - "issue:45310|issue:45375", "issue:41628|issue:44933", - "issue:44964|issue:45137", "issue:44869|issue:45356", + "issue:44964|issue:45137", + "issue:45310|issue:45375", "issue:45230|issue:45397", - "issue:44242|issue:46832", "issue:39692|issue:46726", "issue:44038|issue:44623", "issue:42994|issue:43525", + "issue:44242|issue:46832", + "issue:44373|issue:46851", "issue:43723|issue:46326", "issue:42371|issue:45092", - "issue:43232|issue:44188", - "issue:43784|issue:46399", - "issue:45406|issue:46202", - "issue:43873|issue:44945", - "issue:44945|issue:45753", - "issue:41628|issue:44351", - "issue:42673|issue:43704", - "issue:42994|issue:43824", - "issue:45081|issue:45103", - "issue:44038|issue:45310", - "issue:46202|issue:46701", - "issue:44222|issue:45310", - "issue:43278|issue:45137", - "issue:36010|issue:41628", - "issue:42831|issue:44222", - "issue:43232|issue:44792", - "issue:43504|issue:45561" + "issue:43784|issue:46399" ], - "prepared_review_unit_hash": "9081bb5291f795e841863d37cb265ade26c25a1c2b6e5483c60b427394e7c994", + "prepared_review_unit_hash": "8b4d7b8aaba9e460947984356907088751b2e44c6c20200eade4b9ad7b06483f", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36475, - "estimated_input_tokens": 9119, - "estimated_eval_tokens": 18494 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35248, + "estimated_input_tokens": 8812, + "estimated_eval_tokens": 17880 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous issue reports around unrelated transformers/model bugs, so nearly all soft matches should be rejected. The only clear duplicate-looking pair is the repeated Qwen3ForCausalLM VRAM leak report (42673/43704), which appears to be the same underlying bug.", - "confidence": 0.92, - "canonical_issue_reason": "issue:42673 is the stronger canonical issue because it is the earlier, more discussed report of the exact same Qwen3ForCausalLM VRAM leak later repeated as issue:43704.", + "summary": "Mostly a heterogeneous bundle of Transformers issues centered on v5 regressions, model/config incompatibilities, and import/processor failures. Only one pair looks like a true duplicate: the AutoProcessor/vision-backend missing crash.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43986 is the best duplicate anchor: it is the older, more detailed report for the same AutoProcessor/vision-backend missing crash as 46726.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best representative issue in this set because it has the clearest duplicate twin, the most discussion, and a concrete reproducible bug description.", + "best_issue_reason": "Issue 43646 is the best overall representative of the cluster because it captures the broad v5 compatibility/regression theme that many of the other issues fall under.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Missing PyTorch dependency error is unrelated to a sentence-transformers loading hang." + "reason": "Different failures in different code paths: CLIPVision hidden states vs MoE router/load-balancing loss." }, { - "left": "issue:43986", - "right": "issue:46726", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Both involve processor/backend availability, but one is a video-model torchvision crash and the other is a generic unrecognized image processor error." + "reason": "Both are broad breakages, but they concern different models and different failure modes; not the same bug." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Qwen3.5 MoE from_pretrained failure is not the same bug as a missing deepstack_visual_indexes config field." + "reason": "Training slowdown during filtering is unrelated to the deepspeed double optimizer-step report." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Different missing-import failures from different modules; not the same underlying symbol/export bug." + "reason": "Checkpoint key mismatch is unrelated to the data-filtering slowdown." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Model loading regression and DeepSpeed ZeRO3 deque underflow are unrelated code paths." + "reason": "EOS token config inconsistency is unrelated to AttentionInterface.register behavior changes." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Whisper timestamp decoding crash is unrelated to the Kimi tokenizer codec regression." + "reason": "Missing processor save files is unrelated to deepspeed calling optimizer.step twice." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "A placeholder bug report does not match a specific gemma-4 zero3 from_pretrained failure." + "reason": "Both touch generation, but they describe different bugs in different generation paths." }, { - "left": "issue:44242", - "right": "issue:46832", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Load-balancing loss logic and RT-DETR backbone feature-level mismatch are different bugs." + "reason": "Quantized model saving and GGUF model loading are separate issues, not the same defect." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:43441", + "right": "issue:46752", "accept": false, - "reason": "Documentation example errors are not the same as the AutoProcessor backend-missing crash." + "reason": "FlashAttention failure for Ministral-3 is unrelated to empty chat-template input handling." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL-Moe import/runtime issue is unrelated to processor.save_pretrained missing files." + "reason": "Same model family, but one is a missing config field while the other is a generic from_pretrained error; not enough to treat as the same bug." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different issues." + "reason": "A missing model attribute in SAM 3 Video is different from AutoConfig losing fields under trust_remote_code." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common are different failure modes." + "reason": "Model attribute error and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "TF32 API guidance is unrelated to the InternVL2 meta-initialization incompatibility." + "reason": "Attention-kernel divergence under torch.compile is unrelated to Qwen3.5 variable-length position_ids handling." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Generation kwargs update after sync_gpus is not the same as attention-kernel divergence under torch.compile." + "reason": "PyTorch import missing and Sentence Transformers hanging on load are different problems." }, { - "left": "issue:43784", - "right": "issue:46399", - "accept": false, - "reason": "sentence-transformers import NameError is unrelated to a missing decorator on apply_rotary_pos_emb registration." + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Near-identical AutoProcessor failure when the required vision backend is missing; same underlying crash and fix." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different bugs." + "reason": "Both are import-related, but they reference different missing symbols and different modules." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Quantization offloading behavior is unrelated to incorrect outputs under pipeline parallelism." + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are distinct tokenizer bugs." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Pipeline-parallel output corruption is not the same as an infinite loop on a specific image." + "reason": "Model loading failure and DeepSpeed ZeRO3 deque error are unrelated." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Both are import errors, but they concern different missing transformers symbols and different fixes." + "reason": "Same model family, but the reports point to different failures; insufficient evidence of one underlying bug." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "These have the same title and describe the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; 43704 is a duplicate report." - }, - { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Quantized saving failure and missing Qwen2_5_VLForConditionalGeneration import are unrelated." + "reason": "Generic bug report does not match the specific Gemma-4 Zero3 from_pretrained failure." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "Mistral regex patch crash and auto-docstring future-annotations crash are different AttributeError sites." + "reason": "SigLIP2 documentation errors are unrelated to the AutoProcessor missing-backend crash." }, { "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Both mention Qwen MoE, but one is a Qwen3-VL-Moe crash and the other is a Qwen3.5-Moe from_pretrained error." - }, - { - "left": "issue:46202", - "right": "issue:46701", + "right": "issue:44623", "accept": false, - "reason": "Gemma tokenizer roundtrip failure and DiffusionGemma image-text pipeline failure are different concrete problems." + "reason": "Qwen3-VL-Moe regression and processor.save_pretrained missing files are different issues." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "FP8 save_pretrained on moe models is not the same as the Qwen3.5-Moe from_pretrained error." + "reason": "Quantized saving failure is unrelated to the Llama4Config pad_token_id attribute error." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:44242", + "right": "issue:46832", "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to the DeepSpeed ZeRO3 deque error." + "reason": "MoE router loss handling and RT-DETR feature-level mismatch are different code paths." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "GenerationMixin import failure and AutoImageProcessor import failure are separate missing-symbol regressions." + "reason": "Docstring typo and variable-length position_ids bug are not the same underlying problem." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is not the same as FP8 save_pretrained behavior." + "reason": "AutoTokenizer loading failure and mistral_common chat-template bug are separate tokenizer issues." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Generation state update bug and janus image generation test failure are unrelated." + "reason": "TF32 settings guidance and remote-code meta-init incompatibility are unrelated." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "BEiT legacy-field loading failure is unrelated to the pytest-xdist captured_info.txt race." + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration failure are different regressions." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft matches. The only accepted duplicate pair, issue:42673 and issue:43704, is supported by identical titles, earlier date, and higher discussion on 42673. No PR-mergeability concerns apply here since these are issues, not PRs." + "feedback": "Grounded overall: the cluster is plausibly heterogeneous and the only clear duplicate-style pair in the packet is 43986/46726, which both concern AutoProcessor crashing when the required vision backend is missing. The soft-edge rejections are conservative and consistent with the issue titles, and the chosen representative issue is reasonable." }, "evaluator_used": true, "retried": false, @@ -13758,67 +13833,83 @@ "component_index": 1, "component_count": 24, "review_unit_index": 45, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ - "issue:27957", "issue:30333", "issue:30990", "issue:33290", - "issue:34689", "issue:35141", + "issue:36010", + "issue:41628", "issue:42175", - "issue:42222", "issue:42673", + "issue:42831", "issue:42898", - "issue:43116", - "issue:43295", + "issue:42994", + "issue:43232", + "issue:43278", "issue:43479", + "issue:43504", + "issue:43704", "issue:43723", - "issue:43784", "issue:43824", - "issue:43874", + "issue:43873", "issue:43976", "issue:44016", - "issue:44060", - "issue:44079", - "issue:44190", - "issue:44295", + "issue:44038", + "issue:44222", + "issue:44351", "issue:44496", "issue:44568", "issue:44623", - "issue:44734", - "issue:44779", + "issue:44792", "issue:44869", "issue:44933", - "issue:45092", + "issue:44945", + "issue:45081", "issue:45103", - "issue:45125", - "issue:45200", + "issue:45137", "issue:45310", - "issue:45356", - "issue:45405", + "issue:45406", "issue:45561", "issue:45600", - "issue:45656", "issue:45712", + "issue:45753", "issue:45812", "issue:46077", "issue:46123", + "issue:46202", "issue:46231", "issue:46693", + "issue:46701", "issue:46829" ], "soft_pairs": [ + "issue:45406|issue:46202", + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:42994|issue:43824", + "issue:45081|issue:45103", + "issue:46202|issue:46701", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:43278|issue:45137", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:43504|issue:45561", "issue:45561|issue:45600", - "issue:30333|issue:33290", "issue:42175|issue:44933", "issue:44496|issue:45561", + "issue:30333|issue:33290", "issue:43976|issue:44933", "issue:30990|issue:35141", "issue:42175|issue:45712", @@ -13828,246 +13919,234 @@ "issue:44623|issue:45310", "issue:43479|issue:44869", "issue:42673|issue:46693", - "issue:42898|issue:45812", "issue:43723|issue:44568", - "issue:44016|issue:46231", - "issue:42898|issue:44779", - "issue:43479|issue:44079", - "issue:42222|issue:45200", - "issue:44734|issue:45103", - "issue:43784|issue:43824", - "issue:43874|issue:45092", - "issue:27957|issue:30333", - "issue:30333|issue:34689", - "issue:42898|issue:45356", - "issue:42898|issue:43295", - "issue:44295|issue:45656", - "issue:43116|issue:44190", - "issue:44060|issue:45125", - "issue:45405|issue:45712", - "issue:30333|issue:35141" + "issue:42898|issue:45812", + "issue:44016|issue:46231" ], - "prepared_review_unit_hash": "d4f39c3f2eafdfadb4689e209bdb7706044e6817d5849cf5b8bf9e9f00bda5d5", + "prepared_review_unit_hash": "6ba208ac8647f5e39bedfcc0b2eaa0c26437e65228d2677210657124d2c08593", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36727, - "estimated_input_tokens": 9182, - "estimated_eval_tokens": 18620 + "serialized_chars": 36930, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: tokenizer regressions, multimodal model bugs, training/runtime issues, CI/docs problems, and example-script failures. No single canonical duplicate stands out, and every soft-edge pair is a distinct issue rather than the same underlying bug/change.", - "confidence": 0.97, - "canonical_issue_reason": "No coherent shared bug/change spans the cluster; the issues cover many unrelated subsystems and failure modes.", + "summary": "Mostly unrelated issue cluster; the only clear duplicate is the repeated Qwen3ForCausalLM VRAM-leak report. Canonicalization is based on the exact same title, the same visible symptom, and higher discussion activity on issue:42673.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it has the exact same title and visible VRAM-leak symptom as issue:43704, and it has more discussion activity, so it is the stronger representative of that duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global canonical for this set; at best, some tokenizer-related reports are broadly similar, but they do not represent the same defect.", + "best_issue_reason": "issue:42673 is the best global issue representative because it is the only clear duplicate target in the cluster and has the richest visible discussion for consolidation.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Different areas: pytest-xdist temp-file race vs a broken auto_mappings config reference." + "reason": "Both mention Gemma, but one is a processor load crash and the other is a pipeline/tokenization roundtrip failure; different bugs." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "MLflow reporting after failed training is unrelated to deepspeed Adafactor OOM." + "reason": "Quantization/offloading behavior is unrelated to pipeline-parallel incorrect outputs." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Packaging/backend dependency issue vs a bad import in image_utils." + "reason": "Pipeline-parallel output corruption and a Qwen3_5 image-specific infinite loop are distinct generation failures." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Model config loading failure is unrelated to a testing-utils race condition." + "reason": "Both are import errors, but for different symbols/modules and likely separate fixes." }, { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Python version compatibility bug vs nonexistent image_utils import." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and the same visible VRAM-leak symptom for Qwen3ForCausalLM in multiple dataloader threads; straightforward duplicate." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Sentence-transformers loading hang is unrelated to embedding resize/post_init reinit." + "reason": "Quantized model saving failure and a Qwen2_5_VL import error are unrelated bugs." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Missing tensorflow backend in extras is unrelated to leftover dummy PT classes." + "reason": "Tokenizer regex loading crash and auto-docstring annotation handling are different subsystems and failure modes." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "Both are tokenizer-related regressions, but they describe different concrete behaviors and code paths." + "reason": "Gemma roundtrip tokenization failure and a DiffusionGemma image-text pipeline issue are not the same underlying bug." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Different multimodal output/config initialization bug vs classifier output field mix-up." + "reason": "Both mention Qwen3.5/MoE, but the visible failure modes differ and do not indicate one shared bug." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Incorrect attention mask construction is unrelated to final-batch pipeline bookkeeping." + "reason": "Different missing imports with no evidence of the same root cause." }, { - "left": "issue:44623", + "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained file omission is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained failure are separate lifecycle operations." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Multimodal config defaults vs Whisper timestamp decode crash are unrelated." + "reason": "Embedding dtype drift during eval and a ZeRO3 deque IndexError are unrelated training-time bugs." }, { - "left": "issue:42673", - "right": "issue:46693", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "VRAM leak in multi-thread dataloading is not the same as FA2 long-context performance regression." + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained failure." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Both involve tokenizers in v5, but the reported defects and affected models differ." + "reason": "Generation kwargs update logic after sync_gpus and a janus model image-generation test failure are not the same code path." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "AutoTokenizer loading issue is distinct from missing BOS/EOS insertion for a specific tokenizer." + "reason": "A legacy-field pretrained-load bug and a pytest-xdist race in testing utils are unrelated." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." + "reason": "Captured-info file races under xdist and stale auto_mappings references are different CI/test maintenance issues." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Generic clean_up_tokenization_spaces behavior change is not the same defect as DeepSeek tokenizer regression." + "reason": "Missing TensorFlow backend in a pip extra and a nonexistent image_utils import are separate packaging/import problems." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Phi4MultimodalConfig initialization bug is unrelated to ModelOutput key assignment logic." + "reason": "Model config loading failure and an xdist file race are unrelated." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Broken vitpose models and Gemma 4 mm_token_type_ids defaulting are different model-specific issues." + "reason": "MLflow reporting on failed training jobs and DeepSpeed Adafactor OOM are different failure modes." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "KV-cache tensor indexing crash is unrelated to auto-docstring annotation handling." + "reason": "Python version compatibility for Transformers 5.1.0 and an import error from image_utils do not share a root cause." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen2.5-VL import error are distinct failures." + "reason": "A Sentence Transformers loading hang and token-embedding resize reinitialization are distinct bugs." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Missing image-patch helper in Glm46VImageProcessorFast is not the same as remote-code meta-init incompatibility." + "reason": "TensorFlow backend omission and leftover dummy PT classes leaking into dir()/check_repo.py are unrelated repo hygiene issues." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Flash Attention 2 support for XLM-R is unrelated to MLflow reporting on failed jobs." + "reason": "These are both tokenizer-related regressions in v5, but they affect different behaviors." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Training-job MLflow reporting and Llama 3.2 Vision model loading are unrelated." + "reason": "Multimodal config initialization and VideoPrism output field misuse are unrelated model-specific bugs." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different underlying codec/regex behavior." + "reason": "Bidirectional attention mask construction and partial-batch is_last handling are separate pipeline bugs." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Processor.tokenizer access breakage is a different compatibility issue than clean_up_tokenization_spaces behavior." + "reason": "Processor save_pretrained missing files and Qwen3.5 MoE from_pretrained errors are different serialization/load paths." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Position_ids buffer access error is unrelated to deepspeed optimizer double-step behavior." + "reason": "Phi4MultimodalConfig default initialization and Whisper timestamp decode crashing on a trailing replacement character are unrelated." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:42673", + "right": "issue:46693", "accept": false, - "reason": "Example script returns empty multi-label results vs local dataset loading failure are different bugs." + "reason": "VRAM leakage in dataloader threads and FA2 long-context performance regression are different memory/performance issues." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to missing _tp_plan in Qwen3.5 MoE." + "reason": "Tokenizer loading in v5 and token ID generation for mdeberta-v3 are separate tokenizer regressions." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Dependency version bump policy issue is unrelated to dummy class cleanup." + "reason": "These are both v5 tokenizer behavior changes, but one concerns cleanup spacing and the other wrong token IDs for Granite models." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "MLflow failure reporting and embedding reinitialization after resize are unrelated." + "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated documentation issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering looks conservative, but the canonicalization wording overstates the evidence: the packet shows the two Qwen3ForCausalLM issues have the same title and activity levels, but it does not expose their full bug descriptions, so \"exactly matches ... bug description\" is not grounded. Please qualify that claim to match only what is visible in the packet (same title / same VRAM-leak symptom / higher discussion activity), then the rest would be acceptable." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14076,316 +14155,295 @@ "component_index": 1, "component_count": 24, "review_unit_index": 46, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:22355", + "issue:27957", "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", "issue:41628", + "issue:42222", "issue:42757", "issue:42796", "issue:42831", - "issue:43122", - "issue:43232", - "issue:43475", + "issue:42898", + "issue:43116", + "issue:43295", "issue:43479", "issue:43644", "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", "issue:44075", + "issue:44079", "issue:44190", - "issue:44206", "issue:44222", - "issue:44263", "issue:44295", "issue:44297", "issue:44360", - "issue:44373", "issue:44448", - "issue:44484", - "issue:44485", "issue:44623", "issue:44734", + "issue:44779", "issue:44933", - "issue:44977", "issue:45071", "issue:45092", "issue:45103", + "issue:45125", + "issue:45200", "issue:45245", - "issue:45310", + "issue:45356", + "issue:45405", "issue:45656", "issue:45712", - "issue:45834", "issue:46082", "issue:46132", - "issue:46209", "issue:46231", - "issue:46305", - "issue:46421", - "issue:46424", - "issue:46431", - "issue:46655", - "issue:46710", "issue:46762" ], "soft_pairs": [ + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:42222|issue:45200", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:45356", + "issue:42898|issue:43295", + "issue:44295|issue:45656", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:30333|issue:35141", + "issue:44060|issue:45125", "issue:44222|issue:44297", "issue:22355|issue:28282", "issue:44075|issue:46231", "issue:44933|issue:45712", "issue:44360|issue:46762", - "issue:42831|issue:44623", "issue:44448|issue:46132", "issue:44297|issue:45656", + "issue:42831|issue:44623", "issue:42796|issue:43723", "issue:44222|issue:44623", "issue:43479|issue:43644", "issue:45245|issue:46132", "issue:41628|issue:42757", - "issue:44373|issue:44485", - "issue:45071|issue:46082", - "issue:44297|issue:45310", - "issue:46132|issue:46710", - "issue:44222|issue:44484", - "issue:43723|issue:44977", - "issue:44190|issue:46082", - "issue:43232|issue:46424", - "issue:43122|issue:46209", - "issue:44206|issue:45103", - "issue:43232|issue:45834", - "issue:44263|issue:45092", - "issue:44734|issue:46421", - "issue:46209|issue:46431", - "issue:43475|issue:46305", - "issue:46305|issue:46655", - "issue:44295|issue:44623", - "issue:44263|issue:44360", - "issue:44263|issue:44373" + "issue:45071|issue:46082" ], - "prepared_review_unit_hash": "b48cfbdd4f307026e5571f7b753f901364b8fbd60e09b7cd85da812645552ef3", + "prepared_review_unit_hash": "bcd45e4bcff0c04cd25d2c9e3c35208dc3aa554fd007cd4428ea101971f3039f", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36373, - "estimated_input_tokens": 9094, - "estimated_eval_tokens": 18444 + "soft_pair_count": 29, + "serialized_chars": 35804, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated Transformers bug reports. The only mild local cohesion is around the DSA indexer and a few save_pretrained/tokenizer issues, but none of the soft pairs look like true duplicates. No PRs are present.", - "confidence": 0.34, - "canonical_issue_reason": "issue:44263 is the strongest concrete bug report in the set and sits near the small DSA-indexer mini-cluster, so it is the best standalone representative among otherwise mixed topics.", + "summary": "This cluster is broadly heterogeneous: mostly unrelated Transformers issues spanning tokenization, model loading, config, training, serving, and utility regressions. The soft-similarity pairs share general subsystem language but not the same concrete bug or fix path, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44263 is the most substantive, code-path-specific issue here; the neighboring DSA-indexer reports are related enough to make it the best issue candidate, even though they are not duplicates.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "Both involve save_pretrained, but one is an FP8 MoE save issue and the other is tokenizer_class metadata mismatch; different bugs and failure modes." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Both are import errors, but for unrelated symbols and causes: transformers.onnx vs missing PyTorch in the environment." - }, - { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Optimizer-related only at a broad level; one is ignored SGD args, the other is a docs/parameter-name mismatch in set_training." + "reason": "Both are tokenizer regressions in v5, but one is about clean_up_tokenization_spaces behavior while the other is Deepseek-specific tokenization output; different code paths and fixes." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Both touch imports/dummy objects, but one is a missing image_utils import and the other is leftover dummy_pt_objects cleanup." + "reason": "Phi4MultimodalConfig default initialization and ModelOutput key assignment are unrelated internals; no shared bug mechanism." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Both are numerical/implementation complaints, but they target different attention/indexing code paths and are not the same bug." + "reason": "Both concern multimodal model inputs, but one is broken VitPose model files/imports and the other is Gemma 4 mm_token_type_ids defaults; not the same defect." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "FP8 accuracy regression and processor.save_pretrained missing files are unrelated defects." + "reason": "Both are import errors, but for different missing symbols and packages: sentence-transformers nn import vs missing Qwen2.5-VL class." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "One reports version-to-version output differences; the other is a behavior change in AttentionInterface.register." + "reason": "KV-cache continuation crash and auto_docstring annotation crash are entirely different failure modes and code paths." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Tokenizer metadata save bug vs optimizer step being called twice under deepspeed; no shared code-path bug." + "reason": "Missing get_number_of_image_patches in GLM46V and meta-init incompatibility for InternVL2 are distinct multimodal loading issues." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Both are tokenizer/import-adjacent, but one is BPE marker handling and the other is AutoTokenizer loading failure in v5." + "reason": "Flash Attention 2 support for XLMRoberta and MLflow reporting on failed training jobs are unrelated." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is processor file emission; different artifacts." + "reason": "MLflow job-status reporting and Llama 3.2 Vision model loading are different bugs with no common fix path." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Config default initialization with None and non-persistent buffer junk are different model-initialization problems." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer behavior changes." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Category-count overflow and AttentionInterface.register behavior are unrelated." + "reason": "clean_up_tokenization_spaces regression and processor.tokenizer/image-passing regression are separate API behaviors." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Both are import errors, but they concern different packages/symbols and different root causes." + "reason": "Position_ids buffer access error and deepspeed optimizer double-step are unrelated runtime bugs." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Docstring mismatch for position_ids vs GLM-5 RoPE implementation; one is documentation, the other is model logic." + "reason": "Example script multi-label output bug and local dataset loading issue are different script-level failures." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Type-checking regression in v5.4.0 vs LlamaConfig head_dim validation; not the same underlying bug." + "reason": "PEFT version pinning and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance issues." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer save metadata bug and Qwen3.5 MoE from_pretrained error are separate issues." + "reason": "MLflow failed-job reporting and embedding resize/post_init reinitialization are separate training/model bugs." }, { - "left": "issue:46132", - "right": "issue:46710", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Attention registration semantics and DeepSeek accuracy regression do not share the same concrete bug." + "reason": "Wrong tied-weights warning and missing _tp_plan are different Qwen3-Next issues." }, { "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 model save bug vs a question about max_shard_size defaults; no duplicate relationship." - }, - { - "left": "issue:43723", - "right": "issue:44977", + "right": "issue:44297", "accept": false, - "reason": "Tokenizer loading failure and flash-attention generation issue are unrelated." + "reason": "FP8 save_pretrained behavior for moe models and tokenizer_class metadata mismatch are unrelated save/load bugs." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Dataset loading script issue vs config validation on head_dim; different subsystem and bug." + "reason": "Both are import-related, but one is a missing transformers.onnx module and the other is missing PyTorch dependency detection." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Generation kwargs after sync_gpus vs cache max_length semantics are separate cache/generation behaviors." + "reason": "SGD args not being used is a runtime optimizer bug; the other is a documentation parameter-name mismatch." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Tokenization regression across versions and FP8 inference on B200 are unrelated." + "reason": "Missing image_utils import and dummy_pt_objects cleanup are different import/export problems." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "Feature-extractor center-arg crash vs auto_docstring annotations crash; different code paths." + "reason": "DSA indexer lacking ReLU and Minimax attention numerical differences are not the same algorithmic issue." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Generation kwarg handling vs Kosmos2.5 OCR index error are unrelated." + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior change are different regressions." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "DSA indexer torch.split return values and remote-code checkpoint meta-init incompatibility are different bugs." + "reason": "Tokenizer config metadata mismatch and deepspeed double optimizer step are unrelated." }, { - "left": "issue:44734", - "right": "issue:46421", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "KV-cache continuation indexing crash vs lazy cache initialization causing recompilation are not the same defect." + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are distinct FP8/save-path problems." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "FP8 inference on B200 and missing chat template on a processor are unrelated." + "reason": "Ministral tokenizer BPE marker handling and AutoTokenizer loading failure are different tokenizer issues." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "SAM3 vision encoder attribute error vs MoonshineStreaming sliding-window off-by-one are different model bugs." + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is processor file persistence; not the same bug." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Both are sequence/padding style bugs, but in different processors with different off-by-one mechanics." + "reason": "Default config initialization and non-persistent buffer junk are different initialization/storage bugs." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Buffer access error for position_ids vs missing processor save_pretrained files are unrelated." + "reason": "Category-count runtime error and AttentionInterface.register behavior change are unrelated." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Both mention the DSA indexer, but one is a torch.split return-value issue and the other is a missing ReLU; related area, not the same bug." + "reason": "Cannot import AutoImageProcessor from transformers and cannot import is_offline_mode from huggingface_hub are separate dependency/export issues." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "DSA indexer bug vs a docstring error for position_ids; clearly not duplicates." + "reason": "PretrainedConfig type checking regression and LlamaConfig head_dim validation are unrelated config behaviors." } ] }, @@ -14401,310 +14459,303 @@ "component_index": 1, "component_count": 24, "review_unit_index": 47, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:22355", "issue:27957", - "issue:28218", "issue:30990", - "issue:33357", "issue:38175", - "issue:39401", - "issue:41628", - "issue:42371", - "issue:42757", - "issue:42796", "issue:42831", - "issue:42886", "issue:42907", - "issue:42994", - "issue:43066", "issue:43122", "issue:43232", - "issue:43408", - "issue:43576", + "issue:43475", "issue:43644", - "issue:43646", - "issue:43784", - "issue:43824", + "issue:43723", "issue:44038", - "issue:44188", + "issue:44190", + "issue:44206", + "issue:44222", "issue:44261", "issue:44263", "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", "issue:44373", "issue:44483", - "issue:44568", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", "issue:44829", - "issue:44945", + "issue:44977", "issue:45092", - "issue:45278", + "issue:45103", "issue:45310", "issue:45357", "issue:45381", "issue:45406", - "issue:45593", - "issue:45753", + "issue:45834", "issue:46002", "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", "issue:46305", "issue:46328", - "issue:46369", - "issue:46402" + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710" ], "soft_pairs": [ + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:46132|issue:46710", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:43122|issue:46209", + "issue:44206|issue:45103", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:46209|issue:46431", + "issue:43475|issue:46305", + "issue:44734|issue:46421", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:44263|issue:44360", "issue:30990|issue:38175", + "issue:44263|issue:44373", "issue:42831|issue:45310", "issue:44279|issue:46328", - "issue:45381|issue:46305", "issue:42907|issue:46050", + "issue:45381|issue:46305", "issue:45092|issue:45357", "issue:43644|issue:46305", "issue:44829|issue:46002", "issue:22355|issue:27957", "issue:44261|issue:45092", "issue:44483|issue:45406", - "issue:42831|issue:44038", - "issue:41628|issue:43824", - "issue:43408|issue:46402", - "issue:42831|issue:45753", - "issue:22355|issue:28218", - "issue:39401|issue:44568", - "issue:27957|issue:30990", - "issue:42886|issue:43066", - "issue:42757|issue:45278", - "issue:44188|issue:44373", - "issue:42886|issue:42994", - "issue:43408|issue:46369", - "issue:43232|issue:45593", - "issue:44261|issue:44373", - "issue:42796|issue:43122", - "issue:43646|issue:46002", - "issue:42907|issue:44945", - "issue:30990|issue:33357", - "issue:43576|issue:43784", - "issue:42371|issue:44263" + "issue:42831|issue:44038" ], - "prepared_review_unit_hash": "ddd044e59eba6fae79851d2b0b2fa7e4d3639d460107d0b435629d2194c2d757", + "prepared_review_unit_hash": "1a29f912c5f08e33e229418e7b9ad1058f54e88fdb7dec1839e11f67cf4be46b", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36488, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "soft_pair_count": 30, + "serialized_chars": 36362, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most pairs are different bug reports with only superficial topical overlap. The clearest umbrella issue is the broad import-regression report, but there is no PR in the set.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it captures multiple post-upgrade import failures and can represent the import-error subgroup better than the narrower, model-specific reports.", + "summary": "Mostly unrelated issues; the set is a heterogeneous mix of v5 loading/saving regressions, cache/generation bugs, tokenizer/processor problems, and model-specific numeric or architecture issues. I do not see a true duplicate cluster here, so only a broad representative issue can be picked.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one representative issue, issue:45278 is the best single anchor for the cluster because it is broad and cross-cutting, though the overall set is still not a true duplicate cluster.", + "best_issue_reason": "issue:43723 is the broadest generic loading regression (AutoTokenizer.from_pretrained in v5) and is the closest thing to an umbrella anchor, even though the cluster overall is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Different symptoms and different code paths: loading hangs in Sentence-Transformers vs zero probabilities in a SigLIP2 model." + "reason": "Docstring typo vs. GLM-5 RoPE implementation bug; unrelated." }, { - "left": "issue:42831", + "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Both mention model/precision problems, but one is a FineGrainedFP8 accuracy regression and the other is a Qwen3.5-MoE from_pretrained error." + "reason": "Tokenizer config save/load mismatch vs. Qwen3.5 MoE from_pretrained error; different code paths." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:46132", + "right": "issue:46710", "accept": false, - "reason": "A vague dependency issue is not the same bug as a SequenceFeatureExtractor.pad performance regression." + "reason": "AttentionInterface.register behavior change vs. accuracy regression report; not the same bug." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Both are offset/masking style bugs, but they affect different models and different code paths." + "reason": "FP8 save_pretrained bug vs. max_shard_size question; unrelated." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Both involve quantized model persistence, but one is a dequantized Ministral/Devstral save failure and the other is a sinq save/load regression." + "reason": "Generic tokenizer loading failure vs. flash-attention generation issue; different failures." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Different bugs: remote-code/meta-init incompatibility for old InternVL2 vs incorrect visual encoder keys on Qwen3.5 save_pretrained." + "reason": "Local dataset loading example bug vs. LlamaConfig head_dim validation; unrelated." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "Unrelated regressions: non-persistent buffer initialization junk vs a MoonshineStreaming sliding-window off-by-one." + "reason": "Generation kwargs/sync_gpus bug vs. cache max_length config behavior; different cache paths." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Different failure modes: degenerate training with flash_attention_3 vs NaNs at checkout/init in classification heads." + "reason": "Tokenizer output drift across versions vs. FP8 inference on B200; unrelated." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "Import failure for transformers.onnx is unrelated to an XLMRoberta Flash Attention 2 issue." + "reason": "Feature extractor center-arg crash vs. auto_docstring annotations crash; unrelated." }, { - "left": "issue:44261", + "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Separate problems: missing rms_norm_eps in MLA layernorm vs remote-code meta-initialization incompatibility." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "One is an API request rejection in chat/completions; the other is a processor attribute crash in transformers serve." + "reason": "DSA indexer split issue vs. remote-code checkpoint/meta-init incompatibility; unrelated." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Both mention Qwen/MoE, but the reported failures are different and do not point to the same code path." + "reason": "Generation kwargs bug vs. OCR long-input index error; unrelated." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different missing-export regressions." + "reason": "FP8 inference failure vs. missing chat template error; unrelated." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "Both involve sam3, but a model-type warning is not the same as missing text-encoder weights loading." + "reason": "SAM3 missing attribute vs. MoonshineStreaming off-by-one; different model bugs." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:44734", + "right": "issue:46421", "accept": false, - "reason": "Different issues: FP8 accuracy regression vs infinite loop on a specific image in Qwen3_5." + "reason": "Serve KV-cache tensor indexing crash vs. lazy cache recompilation issue; not the same defect." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "An ONNX import error is unrelated to tokenizer adding an extra space after an added token." + "reason": "Both video-related, but one is a sliding-window off-by-one and the other is padding calculation; distinct bugs." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Both are tokenizer bugs, but one is offset_mapping on Qwen3 and the other is BOS/EOS handling on mdeberta-v3-base." + "reason": "Position_ids buffer access error vs. processor.save_pretrained missing files; unrelated." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Different subsystems and symptoms: Flash Attention 2 on XLMRoberta vs Sentence-Transformers loading hang." + "reason": "Same broad subsystem, but torch.split return values and missing ReLU are different bugs." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Offline cache loading and wrong decoder type are different tokenizer/version regressions." + "reason": "Sentence Transformers loading hang vs. SigLIP zero-probability issue; unrelated." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "A specific huggingface_hub import error is not the same underlying bug as a broad set of transformers import failures." + "reason": "DSA indexer behavior bug vs. docstring typo; not a duplicate." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a wrong docstring for position_ids." + "reason": "FineGrainedFP8 accuracy issue vs. Qwen3.5 MoE from_pretrained error; unrelated." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Tokenizer offline cache loading and quantized model saving are different problems." + "reason": "Dependency issue vs. SequenceFeatureExtractor.pad performance regression; unrelated." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Same model family, but a model-type warning is not the same as a memory overflow in sam3-litetext." + "reason": "Dequantized model save failure vs. sinq quantized save/load breakage; both quantization-related but different implementations." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Generation sync_gpus state handling is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Qwen2.5-VL vision_position_ids bug vs. Moonshine streaming window bug; unrelated." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "A precision/config bug in MLA q_a_layernorm is not the same as a documentation mismatch." + "reason": "InternVL2 meta-init incompatibility vs. Qwen3.5 visual encoder key save_pretrained regression; different checkpoint bugs." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Tokenizer BPE-marker handling for a specific model is not the same as a version-wide tokenization change report." + "reason": "Non-persistent buffer junk in v5 vs. streaming window off-by-one; unrelated." }, { - "left": "issue:43646", + "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." + "reason": "FlashAttention3 training degeneration vs. NaNs after checkout/init; both numeric symptoms but different causes." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Quantized save failures are unrelated to incorrect outputs under pipeline parallelism." + "reason": "Missing transformers.onnx module vs. XLMRoberta Flash Attention 2; unrelated." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Loading stuck in one model stack is not the same as a MacOS bus error in another." + "reason": "MLA RMS-eps precision issue vs. checkpoint/meta-init incompatibility; unrelated." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "A broken CLI env command is not the same bug as a NameError when importing sentence-transformers." + "reason": "Chat/completions request rejection vs. Gemma4Processor missing _tokenizer; serve-related but different failures." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "TF32 configuration guidance and a torch.split return-value issue are unrelated." + "reason": "FineGrainedFP8 accuracy issue vs. Qwen3-VL-Moe bug under v5; different problems." } ] }, @@ -14720,317 +14771,303 @@ "component_index": 1, "component_count": 24, "review_unit_index": 48, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:22355", - "issue:29127", - "issue:29159", - "issue:36296", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", "issue:39401", "issue:41628", - "issue:42175", + "issue:42371", "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", "issue:42907", - "issue:43116", + "issue:42994", + "issue:43066", "issue:43122", - "issue:43278", + "issue:43232", "issue:43408", - "issue:43452", - "issue:43475", + "issue:43576", + "issue:43646", "issue:43756", "issue:43784", "issue:43824", "issue:43937", "issue:43976", - "issue:44038", "issue:44060", "issue:44117", - "issue:44222", + "issue:44188", + "issue:44263", "issue:44295", "issue:44297", - "issue:44351", - "issue:44360", - "issue:44485", + "issue:44373", "issue:44488", "issue:44521", - "issue:44625", + "issue:44568", "issue:44704", - "issue:44779", - "issue:44829", - "issue:44938", "issue:44945", "issue:44964", - "issue:45200", - "issue:45216", "issue:45278", "issue:45290", - "issue:45478", + "issue:45593", "issue:45600", + "issue:45753", + "issue:46002", "issue:46172", - "issue:46326", - "issue:46614", + "issue:46369", + "issue:46402", "issue:46762" ], "soft_pairs": [ - "issue:44295|issue:44297", - "issue:43756|issue:44060", - "issue:39401|issue:44488", - "issue:43976|issue:44945", - "issue:46172|issue:46762", - "issue:42907|issue:44964", - "issue:42907|issue:43937", - "issue:44117|issue:44704", - "issue:43784|issue:45600", - "issue:41628|issue:45278", - "issue:44704|issue:45290", - "issue:44625|issue:44829", - "issue:39401|issue:44521", - "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:39401|issue:46614", - "issue:22355|issue:29159", - "issue:44038|issue:44295", - "issue:45216|issue:45478", - "issue:43116|issue:45200", - "issue:44038|issue:44222", - "issue:43824|issue:44351", - "issue:43122|issue:44779", - "issue:42757|issue:44351", - "issue:36296|issue:43116", - "issue:43278|issue:44945", - "issue:22355|issue:29127", - "issue:42175|issue:44938" + "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:27957|issue:30990", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:39401|issue:44488", + "issue:44295|issue:44297", + "issue:42371|issue:44263", + "issue:43976|issue:44945", + "issue:46172|issue:46762", + "issue:42907|issue:44964", + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:44704|issue:45290", + "issue:39401|issue:44521" ], - "prepared_review_unit_hash": "e3a1cd42e9a7200d5fc949132cac12d3fb49c5cff2c23d700438fdde92b97732", + "prepared_review_unit_hash": "a6e7ff741ba082654af2b0bacf40d3f0a8bf23def7daf9f9ec61cc6c29fe1d68", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37030, - "estimated_input_tokens": 9258, - "estimated_eval_tokens": 18772 + "soft_pair_count": 30, + "serialized_chars": 36094, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very noisy and mostly consists of unrelated model-, tokenizer-, import-, and training-regression reports. I do not see any soft edge that clearly represents the same underlying bug/change.", - "confidence": 0.24, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set: it captures a general import-regression report after a version upgrade, which is the closest central theme among the otherwise heterogeneous issues.", + "summary": "This cluster is highly heterogeneous: it mixes import/export regressions, tokenizer behavior bugs, model-loading issues, quantization, and attention/kernel problems. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering a class of import regressions rather than a single narrow edge case.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best available anchor for this cluster because it is the most general and could subsume some of the narrower import-error reports, though the overall cluster is not a single coherent duplicate set.", + "best_issue_reason": "issue:45278 is the best single representative issue, but only for the import-error slice; the cluster overall is too diverse to have a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44295", - "right": "issue:44297", - "accept": false, - "reason": "Different bugs: buffer registration/position_ids access versus tokenizer_class metadata saved in tokenizer_config.json." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Both are model-specific, but one is RoPE-layer dropping and the other is a tied-weights warning in Qwen3-Next; no shared code-path bug." - }, - { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Both involve tokenizers, but one is wrong offset_mapping for Qwen3 and the other is a model loading failure for cjvt/sleng-bert." + "reason": "Both are import errors, but for different missing symbols and likely different export paths." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Unrelated failures: Python-version compatibility versus incorrect output under pipeline parallelism." + "reason": "Same SAM3 family, but one is a type-warning/misconfiguration issue and the other is missing text-encoder weights." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Different model implementations and symptoms; no evidence they are the same numerical bug." + "reason": "Unrelated bugs: FP8 accuracy regression versus an image-driven infinite loop." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Different model families and different failure modes: save-dequantized Minstrals/Devstrals versus loading Phi-4 multimodal." + "reason": "No module import failure versus tokenizer spacing behavior after added tokens." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Different regressions: dequantized save failure versus GLM-5 GenerationConfig validation." + "reason": "Different tokenizer regressions affecting different models and different behaviors." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Tokenizer mapping fallback bug versus AutoProcessor not forwarding kwargs to cached_file; separate code paths." + "reason": "Offline cache loading failure versus wrong decoder-type selection in v5." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Both are import/config issues, but one is a NameError in sentence-transformers integration and the other is stale auto_mappings references for Sam3LiteText." + "reason": "Flash Attention compatibility for XLM-R versus Sentence Transformers hanging on load." }, { - "left": "issue:41628", + "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but 45278 is a broad report of many import errors and 41628 is one specific missing export; not enough to call them the same bug." + "reason": "Related to imports, but one is a specific huggingface_hub symbol removal and the other is a broader transformers upgrade regression." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "AutoProcessor kwargs forwarding is unrelated to apply_chat_template crashing on assistant tool-call messages." + "reason": "Tokenizer offline-cache loading and quantized-model saving are different code paths." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Different issues: num_labels propagation in Qwen3.5 versus degenerate training with flash_attention_3." + "reason": "Runtime attention divergence versus a docstring-only issue." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Tokenizer offset_mapping bug versus multimodal assistant_mask generation; different behavior and code paths." + "reason": "Both mention SAM3, but one is a model-type warning and the other is a memory overflow." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Completely different topics: DSA indexer ReLU discussion versus GLM-5 RoPE implementation." + "reason": "Generation sync/update bug versus a D-FINE loss-computation bug." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "Both are SAM 3 Video-related, but one is a model-type warning and the other is a missing attribute in vision encoder output." + "reason": "Tokenizer-specific BPE marker handling versus a broader version-to-version tokenization difference." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Tokenization regression versus multimodal chat-template assistant masks; not the same underlying defect." + "reason": "Custom model initialization breakage versus NaNs in classification heads." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Qwen3-VL-Moe loading/training issue versus tokenizer save_pretrained metadata mismatch." + "reason": "Dequantized model saving failure versus incorrect output under pipeline parallelism." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Different tokenizer bugs: version-to-version tokenization differences versus continue_final_message on mistral_common tokenizers." + "reason": "Loading stall versus MacOS bus error; different failure modes and likely different causes." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Saving dequantized Minstrals/Devstrals is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "Broken CLI env command versus an import-time NameError in sentence-transformers integration." }, { "left": "issue:39401", - "right": "issue:46614", + "right": "issue:44488", "accept": false, - "reason": "Both mention tokenizers, but one is Qwen3 offset_mapping and the other is stale phonemizer language state in Wav2Vec2PhonemeCTCTokenizer." + "reason": "Different tokenizer/model loading failures with no clear shared code defect." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "No module named transformers.onnx is unrelated to slow-vs-fast tokenizer inconsistencies." + "reason": "Buffer registration/read issue versus saved tokenizer_class mismatch." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Different problems: Qwen3-VL-Moe bug versus position_ids buffer access error." + "reason": "TF32 settings API complaint versus a torch.split return-value bug." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Both involve Qwen3.5 and newer versions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure; not clearly the same bug." + "reason": "Python-version compatibility issue versus pipeline-parallelism output corruption." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Example-script multi-label output bug versus Gemma 4 mm_token_type_ids defaulting; unrelated." + "reason": "Different numerical/kernel problems in different models." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Qwen3-VL-Moe loading issue versus FP8 save_pretrained moe issue; related only by broad model family." + "reason": "Quantized-model save failure versus multimodal model load failure." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Different missing symbols from different APIs; both are import errors but not the same concrete bug." + "reason": "RoPE-layer mismatch in Smollm3 versus a tied-weights warning in Qwen3-Next." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Both are tokenizer regressions, but one is generic tokenization changes in v5 and the other is Deepseek-specific incorrect results." + "reason": "Tokenizer mapping assumption bug versus AutoProcessor kwargs propagation bug." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Different packages and failure modes: huggingface_hub missing is_offline_mode versus transformers missing HybridCache." + "reason": "Both are model/config regressions, but in different models and different failure points." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to the example script returning empty multi-label results." + "reason": "Import-time NameError in sentence-transformers integration versus stale auto_mappings references." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Dtype mismatch during evaluate is unrelated to incorrect output under pipeline parallelism." + "reason": "Both are import-related, but one is a single missing export while the other is a broad upgrade regression." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "No module import failure versus a LayoutLMv3 error-message clarity issue; not duplicates." + "reason": "Processor kwargs forwarding bug versus chat-template crash on tool-call messages." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Backend packaging/install issue versus Python 3.14 load failure; different root causes." + "reason": "Tokenizer offset mapping bug versus multimodal assistant-mask generation bug." } ] }, @@ -15046,63 +15083,84 @@ "component_index": 1, "component_count": 24, "review_unit_index": 49, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ - "issue:28348", + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", "issue:38617", - "issue:42222", - "issue:42371", - "issue:42673", + "issue:39401", + "issue:42175", + "issue:42757", "issue:42898", + "issue:42907", "issue:43066", "issue:43116", - "issue:43441", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", "issue:43493", "issue:43611", - "issue:43618", - "issue:43825", - "issue:43827", - "issue:43874", + "issue:43824", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", - "issue:44075", "issue:44188", - "issue:44263", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", "issue:44355", + "issue:44360", "issue:44485", + "issue:44521", "issue:44625", - "issue:44704", "issue:44779", - "issue:44936", - "issue:44995", - "issue:45072", - "issue:45083", - "issue:45092", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", "issue:45278", - "issue:45357", "issue:45446", "issue:45478", "issue:45753", "issue:46002", "issue:46231", + "issue:46326", "issue:46328", - "issue:46614", - "issue:46640", - "issue:46697", - "issue:46710", - "issue:46752", - "issue:46762", - "issue:46829" + "issue:46614" ], "soft_pairs": [ + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:39401|issue:46614", + "issue:44038|issue:44295", + "issue:43116|issue:45200", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:42898|issue:46614", @@ -15112,222 +15170,223 @@ "issue:43611|issue:46002", "issue:44355|issue:46231", "issue:43116|issue:43493", - "issue:44038|issue:45478", "issue:43976|issue:45446", - "issue:42673|issue:45072", - "issue:45357|issue:45478", - "issue:44625|issue:46002", - "issue:45083|issue:45446", - "issue:42371|issue:43874", - "issue:43618|issue:46829", - "issue:43116|issue:43825", - "issue:44075|issue:44936", - "issue:43992|issue:44704", - "issue:42222|issue:43441", - "issue:44995|issue:46697", - "issue:43066|issue:46710", - "issue:28348|issue:46640", - "issue:44263|issue:46762", - "issue:46614|issue:46752", - "issue:45092|issue:46762", - "issue:43827|issue:45446" + "issue:44038|issue:45478" ], - "prepared_review_unit_hash": "8d73576e22545e149b0fedf0670b1e5be32b4f8cf2405e0dac39de7044780ab7", + "prepared_review_unit_hash": "81f6ed98edab015bdbdc3c686c92750a6a06d767cf281814bf6b2d6ca7190212", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35186, - "estimated_input_tokens": 8797, - "estimated_eval_tokens": 17850 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36610, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose theme match around Transformers v5 regressions, but the individual issues point to different concrete bugs across models, tokenizers, processors, import paths, and docs. I don\u2019t see any soft-edge pair that is clearly the same underlying defect.", - "confidence": 0.88, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if one must be chosen as the broadest umbrella, issue 45278 is the closest because it covers general import regressions after upgrading Transformers, but it is still not a true duplicate of the rest.", + "summary": "These items are mostly unrelated Transformers bugs across tokenizers, imports, save/load, model configs, and training paths. All suggested soft edges look like false positives and should be rejected.", + "confidence": 0.58, + "canonical_issue_reason": "No single issue cleanly covers the whole cluster; issue:43122 is the least-bad anchor because it is the broadest tokenizer-regression report and is closest to several tokenizer-related soft matches.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best global representative only in a very loose sense because it is the broadest regression report in the set; however, the cluster is heterogeneous and it should not be treated as a duplicate anchor for the others.", + "best_issue_reason": "Issue:43122 is the best representative of the largest coherent subtheme (v5 tokenizer behavior changes), but it still does not explain the many import, serialization, and training bugs in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Both mention model/training behavior, but one is a config propagation bug and the other is a flash-attention training regression; different code paths." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated topics: DSA/ReLU discussion versus GLM-5 RoPE implementation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM 3 area, but one is a warning about model type selection and the other is a missing output attribute; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Different models and symptoms: SigLIP2 implementation discrepancy vs a Qwen3_5 infinite-loop bug on one image." + "reason": "Both involve tokenizer/template behavior, but multimodal assistant masks are a separate failure mode from slow/fast tokenizer inconsistencies." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Unrelated code paths: attention-kernel branching under torch.compile vs a feature-extractor padding performance issue." + "reason": "Both are tokenizer-related, but this is a mistral_common continue_final_message bug, not the same regression as the v5 tokenizer inconsistency report." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Different subsystems: tokenizer-space cleanup behavior in v5 vs stale espeak backend state in phonemization." + "reason": "One is a Qwen3-VL-Moe from_pretrained issue; the other is tokenizer save_pretrained metadata mismatch. Different symptoms and code paths." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Both are GLM-5-related, but one is GenerationConfig validation and the other is RoPE implementation; not the same bug." + "reason": "Both concern loading/saving, but dequantized save failure and gguf_file from_pretrained breakage are distinct problems." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "45278 is a broad import-error report, but 38617 is one specific missing symbol import; not enough evidence they are the same underlying defect." + "reason": "Tokenizer-like bugs, but one is Qwen3 offset_mapping and the other is stale espeak language backend state; unrelated internals." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Both involve tokenizers, but one is a decoder-type regression and the other is incorrect DeepSeek tokenization output." + "reason": "Different bugs entirely: Qwen3-VL-Moe from_pretrained versus position_ids buffer read behavior." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Model loading via base_model_prefix is unrelated to NaNs in classification heads during checkout/init." + "reason": "One is an example script output issue; the other is a multimodal token-type default/config issue. Not the same underlying bug." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Compiled-Python runtime errors are unrelated to a documentation parameter-name mismatch." + "reason": "Import failure for transformers.onnx versus tokenizer slow/fast inconsistency; no shared root cause." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Example-script multi-label output bug is unrelated to a SigLIP2 implementation discrepancy." + "reason": "Both involve Qwen3.5, but one is a save_pretrained regression and the other is a from_pretrained/load error on a different model variant." }, { "left": "issue:44038", - "right": "issue:45478", + "right": "issue:44222", "accept": false, - "reason": "Related Qwen/MoE area, but different models and different failure modes: one bug in Qwen3-VL-Moe, the other a from_pretrained error in Qwen3.5 Moe." + "reason": "Both mention model loading/saving, but FP8 save_pretrained moe and Qwen3-VL-Moe import/runtime errors are different issues." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Python-version incompatibility is a different problem from a flex_attention import/version check bug." + "reason": "Both are import errors, but for different missing symbols and unrelated modules." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to bfloat16 dtype mismatches in different models." + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizer families and likely different implementations." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Both touch Qwen3.5 model handling, but save_pretrained key mapping and from_pretrained loading failure are distinct bugs." + "reason": "Two import errors, but one is is_offline_mode from huggingface_hub and the other is HybridCache from transformers; unrelated." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "num_labels propagation is a config-wiring bug, not the same as NaNs in classification-head initialization." + "reason": "Tensor/pipeline training bug versus classification example script behavior; no shared code path." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "A helper length-calculation bug in qwen3_omni_moe is unrelated to a PyTorch version-check import issue." + "reason": "Both touch distributed/eval behavior, but embedding dtype drift and pipeline-parallel output corruption are different bugs." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "TF32 API guidance and missing image-patch-count method are unrelated." + "reason": "Import error for transformers.onnx versus a LayoutLMv3 error-message clarity issue; not duplicates." }, { - "left": "issue:43618", - "right": "issue:46829", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Both are output-field regressions, but they affect different model output classes and are not clearly the same code-path bug." + "reason": "Packaging/backend dependency problem versus Python 3.14 load failure; different failure classes." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "A bad example-script result is not the same as an incorrect pipeline error message about translation support." + "reason": "Different model families and symptoms: SigLIP2 implementation discrepancy versus Qwen3_5 image infinite loop." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Optimizer argument handling and trainer evaluate-after-train failure are different issues." + "reason": "torch.compile attention-kernel divergence and numpy-to-list padding inefficiency are unrelated." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "A missing embed_tokens weight in UMT5Encoder loading is unrelated to AutoProcessor kwargs forwarding." + "reason": "Both tokenizer-adjacent, but clean_up_tokenization_spaces behavior and stale phonemizer language state are separate bugs." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "VitPose breakage and Ministral FlashAttention failure are different model-specific regressions." + "reason": "GLM-5-specific, but GenerationConfig validation and RoPE implementation are different root causes." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "A stale GlmMoeDsa indexer cache bug is unrelated to Swin2SR image over-padding." + "reason": "A single missing import symbol versus broad import breakage after upgrade; not the same defect." }, { "left": "issue:43066", - "right": "issue:46710", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer decoder-type regression is not the same as a downstream accuracy regression in DeepSeek-R1-Distill-Llama-8B." + "reason": "Both are v5 tokenizer regressions, but one is a decoder-type/config issue and the other is incorrect Deepseek tokenization output." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "One is a feature request for GPT2 flash-attention support; the other is an unspecified Flash Attention 2 issue." + "reason": "Model loading with base_model_prefix versus NaNs in classification head initialization; different code paths." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Minimax MSA numerical-difference regressions." + "reason": "Compiled Python file execution errors versus a documentation parameter-name mismatch; no overlap." }, { - "left": "issue:46614", - "right": "issue:46752", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Stale phonemizer language state and empty-list chat-template IndexError are unrelated bugs." + "reason": "Classification example output bug versus SigLIP2 discrepancy; unrelated subsystems." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Remote-code checkpoint/meta-init incompatibility is unrelated to attention numerical differences." + "reason": "Python-version compatibility/load issue versus a flex_attention PyTorch version check bug; different layers of failure." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Docs still referencing pipeline() after removals is unrelated to the flex_attention import/version-check bug." + "reason": "Same broad Qwen3.5/Moe area, but the concrete problems differ: one is a generic Qwen3-VL-Moe from_pretrained bug, the other a Qwen3.5 Moe from_pretrained regression." } ] }, @@ -15343,303 +15402,288 @@ "component_index": 1, "component_count": 24, "review_unit_index": 50, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ + "issue:28348", "issue:33453", - "issue:38617", "issue:39401", - "issue:41628", "issue:42222", - "issue:42617", + "issue:42371", "issue:42673", "issue:42796", "issue:43064", - "issue:43122", - "issue:43408", - "issue:43450", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", "issue:43673", - "issue:43742", + "issue:43825", + "issue:43827", + "issue:43874", "issue:43937", - "issue:43986", - "issue:44117", + "issue:43992", + "issue:44075", + "issue:44263", "issue:44291", "issue:44380", - "issue:44410", - "issue:44466", - "issue:44484", - "issue:44779", - "issue:44829", - "issue:44877", - "issue:44977", + "issue:44625", + "issue:44704", + "issue:44936", + "issue:44995", "issue:45071", - "issue:45081", - "issue:45216", - "issue:45310", - "issue:45341", + "issue:45072", + "issue:45083", + "issue:45092", "issue:45356", - "issue:45362", + "issue:45357", "issue:45405", "issue:45446", - "issue:45561", + "issue:45478", "issue:45563", - "issue:45588", "issue:46002", "issue:46077", - "issue:46178", - "issue:46231", - "issue:46298", "issue:46328", - "issue:46512", "issue:46614", + "issue:46640", "issue:46655", - "issue:46752" + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829" ], "soft_pairs": [ + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:45083|issue:45446", + "issue:42371|issue:43874", + "issue:43618|issue:46829", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:42222|issue:43441", + "issue:44995|issue:46697", + "issue:28348|issue:46640", + "issue:44263|issue:46762", + "issue:46614|issue:46752", + "issue:45092|issue:46762", + "issue:43827|issue:45446", "issue:43064|issue:43673", - "issue:42673|issue:42796", "issue:43937|issue:45563", + "issue:42673|issue:42796", "issue:33453|issue:39401", "issue:45356|issue:46614", - "issue:43673|issue:46328", "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:44466|issue:46002", - "issue:44117|issue:45588", - "issue:39401|issue:44779", - "issue:44410|issue:45310", - "issue:43937|issue:44977", - "issue:45071|issue:46512", - "issue:45341|issue:46328", - "issue:44829|issue:45216", - "issue:45341|issue:45561", - "issue:43450|issue:43986", - "issue:44117|issue:45081", - "issue:42617|issue:45341", - "issue:38617|issue:41628", - "issue:43122|issue:46298", - "issue:43408|issue:43742", - "issue:45362|issue:46328", - "issue:44877|issue:46231", - "issue:42222|issue:46178", - "issue:44484|issue:45310" + "issue:44291|issue:45071" ], - "prepared_review_unit_hash": "99973ae48a4e236842c23c33e178d5946e5cf8a981849a4894d17f6686e7ad24", + "prepared_review_unit_hash": "4f62c84f2944f7974e2aee32f67151650b639a826780367556692e31d321a253", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36692, - "estimated_input_tokens": 9173, - "estimated_eval_tokens": 18602 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35350, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of distinct Transformers issues around tokenizers, model loading, generation, and testing utilities. I did not find any soft pair that looks like the same underlying bug/change.", - "confidence": 0.36, - "canonical_issue_reason": "issue:43122 is the most representative broad regression here: a generic tokenizer behavior change across versions, with some nearby tokenizer issues but no exact duplicate in the provided set.", + "summary": "This cluster is mostly a set of unrelated model- and component-specific bugs. I did not find any soft pairs that look like the same underlying issue or change, so I rejected all candidate duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:33453 is the broadest and most generally phrased report in the set ('Regression in tokenizer loading'), making it the best canonical anchor among these mostly unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best global issue anchor because it is broad, version-related, and close to the main tokenizer-regression theme that many other items in the cluster orbit around.", + "best_issue_reason": "issue:33453 is the clearest high-level issue title and the most reusable representative of the cluster, even though the cluster does not contain true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "Different areas and failure modes: FSDP/PEFT optimizer state handling vs generation cache missing during chunked prefill." - }, { "left": "issue:42673", - "right": "issue:42796", - "accept": false, - "reason": "Unrelated bugs: VRAM leak in Qwen3ForCausalLM multithreaded dataloaders vs tokenizer BPE-marker handling." - }, - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "Both mention generation, but one is invalid GenerationConfig for GLM-5 and the other is a stale warning about num_return_sequences." - }, - { - "left": "issue:33453", - "right": "issue:39401", + "right": "issue:45072", "accept": false, - "reason": "Both are tokenizer issues, but one is a generic loading regression and the other is Qwen3 offset_mapping correctness; different bugs." + "reason": "Different problems: a VRAM leak in Qwen3ForCausalLM vs a dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:45356", - "right": "issue:46614", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Different tokenizers and code paths: Kimi-K2.5 codec/fix_mistral_regex regression vs Wav2Vec2 phonemizer backend state bug." + "reason": "Both concern Qwen3.5, but one is save_pretrained key handling and the other is a from_pretrained loading error; different code paths." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Generation cache bug vs SequenceFeatureExtractor.pad performance issue; not the same underlying defect." + "reason": "Config propagation for num_labels is unrelated to NaNs in classification heads after checkout/init." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Both are attention-related configs, but one ignores GPT2 attention scaling under SDPA/FlashAttention while the other builds the wrong mask for Gemma4 bidirectional attention." + "reason": "Different subsystems and failures: qwen3_omni_moe feature-length helper vs flex_attention PyTorch version gating." }, { - "left": "issue:42673", - "right": "issue:46655", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Different subsystems: VRAM leak in model threading vs video processor padding calculation." + "reason": "TF32 behavior settings are unrelated to a missing image-processor method causing multimodal token counting failure." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:43618", + "right": "issue:46829", "accept": false, - "reason": "Vitpose model breakage is unrelated to apply_chat_template crashing on an empty list." + "reason": "Both mention output fields, but they affect different model outputs and different assignments; not the same bug." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Both are v5 compatibility regressions, but one is unexpected _is_hf_initialized in init_empty_weights and the other is PretrainedConfig type-checking behavior." + "reason": "Optimizer argument handling is separate from trainer.evaluate() failing after train()." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Version-check issues in different dependencies/code paths: PEFT minimum version bump vs PyTorch version check for flex_attention AuxRequest." + "reason": "Example-script multi-label classification failure is not the same as a v5 pipeline translation-task error message/docs issue." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Serialization of tied weights depending on device vs NaNs in classification heads after checkout/init are different bugs." + "reason": "Missing encoder weights on load is different from AutoProcessor failing to forward kwargs to cached_file." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to a flash_attention.py crash on s_aux=None." + "reason": "Tokenizer decoder type regression and DeepSeek accuracy regression are different concrete issues." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different model families and distinct symptoms (offset mapping vs incorrect tokenization results)." + "reason": "Vitpose model breakage and Ministral flash-attention failure are unrelated." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained error are separate loading/model-definition issues." + "reason": "Stale indexer cache causing second-forward crashes is unrelated to image over-padding." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "Different generation bugs: invalid GenerationConfig for GLM-5 vs Qwen3.5 flash-attention generation failure." + "reason": "One is a feature request to add Flash Attention 2 support for GPT2; the other is a generic flash-attention issue." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "PretrainedConfig type-checking breakage is not the same as stale dtype propagation from from_config(dtype=...)." + "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is not the same as numerical differences in Minimax MSA attention." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:46614", + "right": "issue:46752", "accept": false, - "reason": "One is a vague testing_utils bug report; the other is a specific SequenceFeatureExtractor.pad inefficiency in array conversion." + "reason": "Stale phonemizer backend state and empty-list apply_chat_template crash are unrelated." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "Different failure modes: flash_attention_3 causes degenerate training vs save_pretrained saving an incorrect Qwen3.5 checkpoint." + "reason": "Meta-initialization incompatibility for InternVL2 is unrelated to Minimax attention numerical discrepancies." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "The second is a specific xdist race on captured_info.txt; the first is too generic and does not clearly describe the same bug." + "reason": "Docs still referencing pipeline() is unrelated to a PyTorch version check bug in flex_attention." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Video processor batch shape bug vs AutoProcessor crash without torchvision are related broadly to video, but not the same underlying defect." + "reason": "Distributed optimizer-state corruption and missing generation cache during chunked prefill are different bugs." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Different tokenizer-loading failures: missing mapping entry handling vs Mistral regex patch crashing on backend_tokenizer absence." + "reason": "Invalid GenerationConfig validation and a stale num_return_sequences warning are different issues." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to a testing_utils bug." + "reason": "A VRAM leak in Qwen3ForCausalLM is unrelated to tokenizer BPE-marker handling in Ministral." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Both are import errors, but they concern different symbols and code paths; no sign of one shared regression." + "reason": "Both are tokenizer-related, but one is a generic loading regression while the other is a specific offset_mapping bug; not the same underlying issue." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:45356", + "right": "issue:46614", "accept": false, - "reason": "Tokenizer behavior regression vs noisy logging message; clearly unrelated." + "reason": "Tokenizer codec handling regression and stale phonemizer language backend state affect different components and failure modes." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "SAM3 tracker/video warning mismatch is unrelated to MobileLLM-125M key-loading failure." + "reason": "GPT2 attention scaling being ignored under SDPA/FlashAttention is a different bug from Gemma4 building causal masks despite bidirectional settings." }, { - "left": "issue:45362", + "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor.pad inefficiency are unrelated." + "reason": "Generation cache missing in chunked prefill is unrelated to SequenceFeatureExtractor.pad inefficiency." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:42673", + "right": "issue:46655", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter-name typo." + "reason": "VRAM leakage in a model forward path is unrelated to incorrect video-processor padding." }, { "left": "issue:42222", - "right": "issue:46178", + "right": "issue:46752", "accept": false, - "reason": "Vitpose model breakage and BACKENDS_MAPPING tensorflow_text error are different issues." + "reason": "Vitpose model breakage is unrelated to an empty-list crash in apply_chat_template." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT version bump/release issue is unrelated to the flex_attention version check bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE from_pretrained loading errors." + "reason": "Both touch v5-era initialization/type handling, but one is an unexpected _is_hf_initialized argument and the other is PretrainedConfig type checking; different defects." } ] }, @@ -15655,64 +15699,83 @@ "component_index": 1, "component_count": 24, "review_unit_index": 51, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ - "issue:27957", "issue:38617", "issue:39401", "issue:41628", "issue:42222", "issue:42371", - "issue:43012", + "issue:42617", "issue:43066", - "issue:43097", "issue:43122", - "issue:43352", - "issue:43441", - "issue:43452", - "issue:43577", - "issue:43673", - "issue:43874", - "issue:43931", + "issue:43408", + "issue:43450", + "issue:43742", "issue:43937", "issue:43986", - "issue:44038", "issue:44075", + "issue:44117", "issue:44220", "issue:44261", "issue:44263", - "issue:44360", "issue:44410", - "issue:44483", + "issue:44466", "issue:44484", "issue:44485", - "issue:44493", "issue:44496", + "issue:44779", "issue:44829", + "issue:44877", "issue:44933", - "issue:45003", + "issue:44977", "issue:45071", + "issue:45081", + "issue:45216", "issue:45278", + "issue:45310", "issue:45341", - "issue:45464", + "issue:45362", "issue:45478", - "issue:45542", + "issue:45561", + "issue:45588", "issue:45656", - "issue:45753", - "issue:46172", + "issue:46002", + "issue:46178", "issue:46209", "issue:46231", - "issue:46369", + "issue:46298", + "issue:46328", + "issue:46512", "issue:46617", "issue:46762" ], "soft_pairs": [ + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:42617|issue:45341", + "issue:43122|issue:46298", + "issue:43408|issue:43742", + "issue:45362|issue:46328", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:42222|issue:46178", "issue:42371|issue:44261", "issue:39401|issue:46209", "issue:43937|issue:44496", @@ -15720,252 +15783,219 @@ "issue:42371|issue:46617", "issue:44261|issue:46762", "issue:38617|issue:44220", - "issue:44075|issue:45656", "issue:44933|issue:45278", - "issue:44263|issue:44485", + "issue:44075|issue:45656", "issue:43066|issue:43122", - "issue:43097|issue:44493", - "issue:43673|issue:45341", - "issue:41628|issue:45071", - "issue:43931|issue:44410", - "issue:42222|issue:45542", - "issue:45071|issue:45542", - "issue:44484|issue:45478", - "issue:44483|issue:45464", - "issue:44263|issue:46172", - "issue:44360|issue:46172", - "issue:43874|issue:44261", - "issue:43012|issue:43577", - "issue:27957|issue:43352", - "issue:43931|issue:44038", - "issue:43441|issue:44829", - "issue:43097|issue:43452", - "issue:45003|issue:45341", - "issue:43986|issue:45341", - "issue:44933|issue:46231", - "issue:44261|issue:44485", - "issue:45753|issue:46369" + "issue:44263|issue:44485" ], - "prepared_review_unit_hash": "c54c6bf4aa66979e2ce519b3ed53d8dc848ca7e160505ee92a67d88d3808bfb5", + "prepared_review_unit_hash": "8c6af995ff176fefabf8ea3a342aa80d866841e24ef7d98cbacc348eeba81810", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36741, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "soft_pair_count": 30, + "serialized_chars": 36325, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of Transformers regressions across v5: import/API breakages, tokenizer changes, model-specific loading bugs, and a few unrelated numerical/runtime issues. I don\u2019t see any soft pair that clearly describes the same underlying bug or a mergeable duplicate PR-sized change.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: it describes multiple import failures after upgrading to v5.5.0, which is the closest fit for the cluster\u2019s import/API regression subset.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated transformers subsystems (tokenizers, model loading, config, training, flash-attn, optimizers, etc.). The soft edges are mostly superficial text similarity and should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single representative because it is the most general and central regression report among these issues; the rest are narrower symptom-specific bugs.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "TF32 API warning/deprecation vs MLA layernorm epsilon precision bug; different subsystem and failure mode." + "reason": "Both are runtime bugs, but one is tokenizer mapping/None handling and the other is a flash_attention integration AttributeError; different code paths and fixes." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Tokenizer offset mapping bug vs FP8 inference failure on B200; unrelated behavior and code path." + "reason": "One reports inconsistent lm_head serialization/tied weights; the other reports NaNs in classification heads on init. Unrelated symptoms and components." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "GLM-5 generation config validation error vs unrecognized model/config loading error; different root causes." + "reason": "Both concern tokenization correctness, but Qwen3 offset_mapping and Deepseek v5 tokenization are model-specific bugs with different causes." }, { "left": "issue:44410", - "right": "issue:45478", + "right": "issue:45310", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next layer 0 vs Qwen3.5 Moe from_pretrained error; distinct model families and symptoms." + "reason": "Both mention Qwen3.5/Qwen3next, but one is missing projections in layer 0 while the other is a from_pretrained MoE loading error; not the same underlying bug." }, { - "left": "issue:42371", - "right": "issue:46617", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "TF32 settings warning vs cache FileNotFoundError for trust_remote_code models; not the same bug." + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation issues are different failure modes in different paths." }, { - "left": "issue:44261", - "right": "issue:46762", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Layernorm epsilon precision issue vs numerical differences in a different attention implementation; same broad area, but not the same concrete bug." + "reason": "PretrainedConfig type-checking regression and stale config.dtype after from_config are distinct config-handling bugs." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Missing import from configuration_utils vs audio fbank feature extraction issue; unrelated code paths." + "reason": "A testing_utils bug and a pytest-xdist race in captured_info.txt are both test infra issues, but not the same defect." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Optimizer SGD args ignored vs optimizer step called twice with deepspeed; different optimizer behavior." + "reason": "testing_utils bug vs. SequenceFeatureExtractor.pad performance issue; unrelated functionality and impact." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Nonexistent image_utils import and broad import-error report overlap thematically, but the specific missing symbol and upgrade scope are not the same issue." + "reason": "FA3 training degeneration and Qwen3.5 save_pretrained regression are different code paths and different failure symptoms." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "torch.split return values bug in GlmMoeDsaIndexer vs GLM-5 RoPE implementation; both GLM-related but different concrete failures." + "reason": "Video processor shape bug vs. AutoProcessor crash without torchvision; related domain, but different root causes and fixes." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Wrong tokenizer decoder type vs different tokenization output across versions; related area, but one is type selection and the other is behavioral regression." + "reason": "TOKENIZER_MAPPING_NAMES None handling and Mistral regex patch crash are separate tokenizer-loading failures." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder API vs unexpected position-id keys in model outputs; unrelated breakages." + "reason": "Import errors, but for different symbols and modules: layer_type_validation vs AutoImageProcessor. Not the same missing-export bug." }, { - "left": "issue:43673", + "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Generation cache missing during chunked prefill vs a testing_utils bug; no shared underlying defect." + "reason": "Running 3d_parallel.py and a small testing_utils bug are unrelated; no shared code path." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "AutoImageProcessor import failure vs PreTrainedConfig type checking breakage; both API regressions, but not the same concrete one." + "reason": "Tokenizer behavior change across v4/v5 and a noisy logging message are unrelated." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Qwen3-VL-30B-A3B-Instruct weight-shape mismatch vs qwen3next missing projections; different model load failures." + "reason": "Model-type warning for sam3_tracker vs key error loading MobileLLM are different model-loading issues." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "VitPose model breakage vs TensorBoard/TensorFlow backend detection bug; unrelated subsystems." + "reason": "Qwen3.5 chat crash and a SequenceFeatureExtractor.pad performance complaint are unrelated." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Config type-checking regression vs undefined tf backend when only tensorboard is installed; different API paths." + "reason": "Strict config loading for granite_speech and a docs/parameter-name mismatch in set_training are different concerns." }, { "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "save_pretrained sharding-size question vs Qwen3.5 Moe from_pretrained error; not the same bug." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "chat/completions endpoint rejection vs streaming inference failure on Qwen3.5-0.8B; both API-level, but distinct failures." - }, - { - "left": "issue:44263", - "right": "issue:46172", + "right": "issue:45310", "accept": false, - "reason": "GlmMoeDsaIndexer split behavior vs deepseek-v4 dtype/transpose bug; different model internals." + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; one is a docs/design question, the other a loading bug." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "DSA indexer missing ReLU vs deepseek-v4 comb transpose bug; unrelated implementation issues." + "reason": "VitPose model breakage and a backend-mapping error for tensorflow_text are different model/backend issues." }, { - "left": "issue:43874", + "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "Missing get_number_of_image_patches in image processor vs MLA layernorm eps precision bug; different components." + "reason": "TF32 API settings guidance vs MLA q_a_layernorm precision issue; different subsystem and no shared defect." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "PyTorch warning when compiling bf16 models vs BLIP2 dtype remaining float32; related only by dtype, not the same defect." + "reason": "Tokenizer offset mapping bug and FP8 inference on B200 are unrelated." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support vs NemotronHForCausalLM Flash Attention 2.0 support; same feature area, but separate model-specific support requests." + "reason": "GenerationConfig validation for GLM-5 and unrecognized model/config.json loading for Olmo-Hybrid are separate load-time errors." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL weight mismatch vs Qwen3-VL-Moe bug; both VL models, but the reported load failures are different." + "reason": "Both reference Qwen3.5 MoE, but missing projections and from_pretrained error are not the same concrete bug." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:42371", + "right": "issue:46617", "accept": false, - "reason": "Ministral-3 FlashAttention failure vs flash_attention_3 training degeneration; both attention-related, but different code paths and symptoms." + "reason": "TF32 API settings issue and trust_remote_code cache FileNotFoundError are unrelated." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:44261", + "right": "issue:46762", "accept": false, - "reason": "Removed config API vs gguf_file loading breakage; unrelated regression types." + "reason": "MLA layernorm epsilon precision bug and Minimax attention numerical differences are both numerical, but clearly different implementations and failures." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils vs testing_utils bug; different modules and bug classes." + "reason": "ImportError for a missing configuration symbol vs _torch_extract_fbank_features bug; unrelated code paths." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "AutoProcessor crash without torchvision vs testing_utils bug; no shared root cause." + "reason": "Both are import-related, but image_utils nonexistent import and many import errors after upgrade are too broad to be the same concrete issue." }, { - "left": "issue:44933", - "right": "issue:46231", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Missing image_utils import vs docs mismatch for set_training(); one is a runtime import error, the other documentation only." + "reason": "SGD args not used and optimizer step called twice under deepspeed are different optimizer bugs." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "MLA layernorm epsilon precision issue vs GLM-5 RoPE implementation; both numeric, but not the same bug." + "reason": "Wrong tokenizer decoder type and tokenization changes across versions are related to tokenizers generally, but not the same bug." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Qwen3_5 infinite loop on a specific image vs sam3-litetext memory overflow; entirely different failure modes." + "reason": "torch.split return values in GlmMoeDsaIndexer and GLM-5 RoPE implementation are different low-level issues." } ] }, @@ -15981,303 +16011,330 @@ "component_index": 1, "component_count": 24, "review_unit_index": 52, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ + "issue:27957", "issue:38617", + "issue:41628", + "issue:42222", "issue:42757", - "issue:42890", - "issue:42907", "issue:43012", "issue:43064", "issue:43097", - "issue:43502", + "issue:43352", + "issue:43441", + "issue:43452", "issue:43531", + "issue:43577", "issue:43673", - "issue:43873", "issue:43874", + "issue:43931", "issue:43986", - "issue:43992", "issue:44038", - "issue:44062", "issue:44117", + "issue:44261", "issue:44263", "issue:44315", - "issue:44351", - "issue:44380", + "issue:44360", "issue:44410", + "issue:44483", "issue:44484", - "issue:44655", - "issue:44704", - "issue:44936", - "issue:44938", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", "issue:44987", - "issue:45103", + "issue:45003", + "issue:45071", "issue:45341", "issue:45372", "issue:45375", "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", "issue:45588", "issue:45753", "issue:46050", "issue:46123", "issue:46172", - "issue:46178", - "issue:46298", - "issue:46365", - "issue:46421", - "issue:46655", - "issue:46664", - "issue:46701", - "issue:46710", - "issue:46752", - "issue:46821" + "issue:46231", + "issue:46369" ], "soft_pairs": [ + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:43931|issue:44410", + "issue:42222|issue:45542", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:44483|issue:45464", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:44261|issue:44485", + "issue:45753|issue:46369", "issue:44117|issue:44987", - "issue:43531|issue:45341", "issue:43874|issue:44263", + "issue:43531|issue:45341", "issue:45440|issue:46172", "issue:43673|issue:46123", "issue:43097|issue:45588", - "issue:44410|issue:45375", - "issue:44038|issue:44410", "issue:38617|issue:42757", "issue:43064|issue:44315", - "issue:43986|issue:45372", + "issue:44038|issue:44410", + "issue:44410|issue:45375", "issue:43097|issue:46050", - "issue:43986|issue:44484", - "issue:46655|issue:46664", - "issue:42890|issue:46298", - "issue:46298|issue:46752", - "issue:46172|issue:46710", - "issue:38617|issue:44351", - "issue:43097|issue:43873", - "issue:43012|issue:46821", - "issue:44062|issue:44117", - "issue:44117|issue:46701", - "issue:43502|issue:43992", - "issue:44936|issue:46365", - "issue:44704|issue:45103", - "issue:44380|issue:46421", - "issue:44938|issue:46178", - "issue:43986|issue:44117", - "issue:42907|issue:44655", - "issue:42907|issue:45753" + "issue:43986|issue:45372", + "issue:43986|issue:44484" ], - "prepared_review_unit_hash": "60cbce8c38a3bce797a88feb3491014384f683070ab0e785364a4185176f477f", + "prepared_review_unit_hash": "4722c8e7cffc87a11ebcf6d782d862019f734cbee8d7377e26ae74cc61e97b8e", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36464, - "estimated_input_tokens": 9116, - "estimated_eval_tokens": 18488 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37101, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, model-specific regressions, trainer/distributed bugs, processor issues, and deprecation complaints. None of the soft-edge pairs look like the same underlying defect, so no pair should be merged as duplicates. If one issue must anchor the cluster, the broadest and most user-visible is the v5 breaking-change report around `tie_embeddings_and_encoder_decoder` removal.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43097 is the strongest representative: it describes a concrete v5 breaking change with broader user impact and inbound references, unlike the other narrowly scoped or one-off model/runtime bugs.", + "summary": "This cluster is mostly heterogeneous: the soft edges connect broadly similar symptom classes (imports, model loading, FlashAttention, multimodal regressions) but not the same underlying bug or change. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 43097 is the broadest and most centrally connected regression report in the set, but the cluster does not actually collapse into one duplicate issue; it is just the least-specific representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best global issue candidate because it is a clear, high-impact regression/deprecation complaint that is more representative of the cluster than the many unrelated niche failures.", + "best_issue_reason": "Issue 43097 is the best representative because it sits closest to multiple other v5-regression-style reports and has the broadest framing, even though the underlying issues are distinct.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Both involve tokenizer/model loading, but one is a mapping-lookup bug and the other is a model load failure; not the same concrete failure path." + "reason": "Both mention v5-era breakage around model internals, but one is about removed tie-embedding behavior and the other about unexpected position-id keys; different bugs." }, { - "left": "issue:43531", + "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Unrelated topics: Qwen3-MoE sliding-window behavior vs a testing_utils bug." + "reason": "Generation cache/chunked_prefill behavior is unrelated to a testing_utils bug; no shared code-path." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Different GLM-related code paths; image processor multimodal token counting vs a torch.split return-value issue." + "reason": "Both are import/type-related regressions, but one is missing AutoImageProcessor and the other is PreTrainedConfig type checking; different failure modes." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Both mention DeepSeek, but they describe different model implementations and different tensor/code-path bugs." + "reason": "Both concern Qwen variants, but one is a weight-shape load mismatch and the other is missing projections in a specific layer; not the same bug." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Cache initialization during chunked prefill is not the same as a pipeline batch-finalization bug." + "reason": "A broken vitpose model namespace is unrelated to a TensorFlow backend dependency error." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "A deprecation/removal complaint is unrelated to a flash-attention AttributeError on sink-less models." + "reason": "PreTrainedConfig typing regression and undefined tf backend error are separate issues." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Different Qwen3 variants and different missing fields/projections; not one shared bug." + "reason": "One is about save_pretrained shard sizing, the other is a from_pretrained error for Qwen3.5 MoE; different code paths." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3-family issues, but one is a transformers version bug and the other is a missing projection in layer 0." + "reason": "Both hit chat/completions, but one is a general API acceptance regression and the other is a streaming inference failure on Qwen3.5-0.8B; not the same root cause." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols from different packages and likely different fixes." + "reason": "Different model families and different tensor operations; no evidence they are the same defect." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "Distributed optimizer-state corruption and Liger-kernel application are separate training pipeline problems." + "reason": "Both involve DSA-style logic, but one is about a missing ReLU in the indexer and the other is a DeepSeek-V4 comb transpose; not duplicates." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "An image-patch-count helper missing versus an rms_norm_eps precision issue are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Both are loading crashes, but one is torchvision-related video processor loading and the other is mistral_common/Gemma processor loading." + "reason": "A PyTorch bfloat16 compilation warning is not the same as Blip2 dtype fields staying float32." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention FlashAttention 2 support, but for different models and different implementation gaps." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL weight loading and Qwen3-VL-Moe bugs are different model-specific failures." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both are FlashAttention-related regressions, but one is a model-support issue and the other is degenerate training with FA3; different concrete bugs." }, { "left": "issue:43097", - "right": "issue:46050", + "right": "issue:43452", + "accept": false, + "reason": "Tie-embedding removal and gguf_file tokenizer/model loading failures do not share a specific code path." + }, + { + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Saving a dequantized model is a different defect from sinq quantization breakage across save/load." + "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." }, { "left": "issue:43986", - "right": "issue:44484", + "right": "issue:45341", "accept": false, - "reason": "Processor loading without torchvision is unrelated to the `max_shard_size` default question." + "reason": "AutoProcessor/torchvision crash and testing_utils bug have no common root cause." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:44933", + "right": "issue:46231", "accept": false, - "reason": "Same SmolVLM video processor area, but padding math and `num_frames` semantics are distinct bugs." + "reason": "An image_utils import error and a documentation parameter-name mismatch are not the same issue." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "A flaky test setup issue and a noisy logging message are unrelated." + "reason": "A missing config field for MLA normalization and a GLM-5 RoPE implementation discussion are different defects." }, { - "left": "issue:46298", - "right": "issue:46752", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Noisy logging and an `apply_chat_template` empty-list crash have no shared failure path." + "reason": "An infinite-loop generation bug for a specific image and a memory overflow in sam3-litetext are distinct runtime failures." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "DeepSeek tensor-shape code is unrelated to the reported accuracy regression in a different model family." + "reason": "TOKENIZER_MAPPING_NAMES None handling and a model-loading failure in transformers>=5.1.0 are not the same bug." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Different missing imports (`layer_type_validation` vs `HybridCache`) and likely different version-skew fixes." + "reason": "Missing get_number_of_image_patches and torch.split return values are unrelated implementation bugs." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "A v5 removal/deprecation issue is not the same as offloading failing under quantization." + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug do not overlap in code path." }, { - "left": "issue:43012", - "right": "issue:46821", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "PyTorch warning behavior for bfloat16 compilation is unrelated to a TimesFM `window_size` AttributeError." + "reason": "DeepseekV3MoE divergence and a DeepSeek-V4 comb transpose issue are different model/version problems." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Tokenizer construction error vs tokenizer-mapping `None` handling; different code paths." + "reason": "Generation cache missing during chunked_prefill is unrelated to MaskGenerationPipeline dropping the final partial batch." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "A tokenizer mapping assumption bug is not the same as a DiffusionGemma image-text pipeline failure." + "reason": "Tie-embedding removal and a flash_attention.py crash on s_aux=None are separate failures." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Both are from_pretrained-related, but one is offline/download policy leakage and the other is a missing weight in UMT5 loading." + "reason": "Both are import errors, but from different packages and different symbols; not the same underlying breakage." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Trainer evaluate-after-train behavior is unrelated to an import failure caused by datasets." + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied with model_init are different training-path issues." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Passing kwargs to cached_file and auto_docstring annotation handling are entirely separate bugs." + "reason": "Two Qwen3-related reports, but one is a v5 bug report and the other is missing layer projections; no shared root cause." }, { - "left": "issue:44380", - "right": "issue:46421", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Attention-scaling config ignored in GPT2 backends is not the same as chunked-prefill cache recompilation." + "reason": "Missing qkv/gate projections and a missing deepstack_visual_indexes config field are not the same defect." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to the BACKENDS_MAPPING tensorflow_text error." + "reason": "A v5 tie-embedding API removal complaint and a quantized-model save/load breakage are unrelated." }, { "left": "issue:43986", - "right": "issue:44117", - "accept": false, - "reason": "Optional-dependency processor loading and tokenizer-mapping `None` handling are different failures." - }, - { - "left": "issue:42907", - "right": "issue:44655", + "right": "issue:45372", "accept": false, - "reason": "Saving a dequantized model and saving Pipeline objects involve different serialization paths and bugs." + "reason": "Both are processor/loading failures, but one is missing torchvision and the other is a mistral_common import regression; different causes." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Model save/load breakage and a Qwen3_5 image infinite loop are unrelated defects." + "reason": "AutoProcessor torchvision dependency failure and max_shard_size behavior are unrelated." } ] }, @@ -16293,309 +16350,324 @@ "component_index": 1, "component_count": 24, "review_unit_index": 53, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:36683", "issue:38617", - "issue:42175", - "issue:42490", - "issue:42757", - "issue:42994", + "issue:42890", + "issue:42907", "issue:43012", - "issue:43064", "issue:43066", "issue:43097", "issue:43208", - "issue:43299", "issue:43352", "issue:43502", - "issue:43526", "issue:43550", "issue:43582", - "issue:43618", - "issue:43756", - "issue:43761", - "issue:43824", "issue:43825", - "issue:43867", + "issue:43873", "issue:43906", "issue:43976", + "issue:43986", "issue:43992", - "issue:44038", + "issue:44062", "issue:44077", + "issue:44117", "issue:44162", "issue:44222", - "issue:44230", + "issue:44351", "issue:44368", "issue:44380", - "issue:44483", "issue:44484", - "issue:44485", - "issue:44514", - "issue:44625", "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:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" ], "soft_pairs": [ + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:46298|issue:46752", + "issue:46172|issue:46710", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753", "issue:43825|issue:44655", "issue:43208|issue:43550", "issue:43012|issue:43550", "issue:45712|issue:46298", - "issue:43012|issue:44368", "issue:43992|issue:44484", + "issue:43012|issue:44368", "issue:43066|issue:43906", "issue:43352|issue:43976", "issue:43352|issue:44380", "issue:43097|issue:46298", "issue:44162|issue:46172", - "issue:44380|issue:46132", "issue:45584|issue:46365", + "issue:44380|issue:46132", "issue:44077|issue:46365", "issue:44222|issue:45478", - "issue:36683|issue:43582", - "issue:44380|issue:45479", - "issue:42175|issue:46365", - "issue:43064|issue:44380", - "issue:42757|issue:43824", - "issue:42490|issue:43012", - "issue:43208|issue:43526", - "issue:44483|issue:44514", - "issue:43618|issue:44380", - "issue:38617|issue:43502", - "issue:44038|issue:44230", - "issue:43618|issue:43761", - "issue:43756|issue:44485", - "issue:42994|issue:44655", - "issue:43299|issue:43867", - "issue:44625|issue:46365" + "issue:36683|issue:43582" ], - "prepared_review_unit_hash": "562963a2bd591cfbca562c05b6bbdd9c081a2bae40be221f79520531021adfd4", + "prepared_review_unit_hash": "7374bcff7a4ec91a863658c9b764de73575054438abf1dc70339228757ecfb3b", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36149, - "estimated_input_tokens": 9038, - "estimated_eval_tokens": 18332 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37323, + "estimated_input_tokens": 9331, + "estimated_eval_tokens": 18918 }, "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 similar at a surface level (imports, attention, save/load, Qwen/CLIP, etc.) but do not look like the same underlying bug or change, so none should be merged as duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "issue:46365 is the best representative issue here: it is currently open, user-facing, and describes a concrete import conflict affecting Trainer. The other issues are either narrower, model-specific, already closed, or about different code paths.", + "summary": "The soft links are mostly between superficially similar but distinct issues; I would reject all candidate merges. For a canonical anchor, issue 46655 is the clearest concrete bug report in the set.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 46655 is a concrete, reproducible bug report with a specific failure mode in the SmolVLM video processor, making it the best duplicate anchor among this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46365 is the strongest overall issue to anchor triage because it is broad, actionable, and high-impact. It is a clearer canonical candidate than the other reports in this set, which are mostly isolated regressions or feature-specific bugs.", + "best_issue_reason": "Issue 46655 is the most actionable standalone bug here: specific subsystem, explicit symptom, and enough detail to serve as a stable reference point.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "Different failures: one is a pipeline task-support error message, the other is save_pretrained failing for Pipeline objects. Same area, but not the same bug." + "reason": "Related model area, but different bugs: padding calculation vs inconsistent num_frames semantics." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Different models and code paths: xLSTM training blockers vs Bamba torch.compile/SDPA failure." + "reason": "Unrelated problems: test seeding flakiness vs a noisy logging message." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:46298", + "right": "issue:46752", "accept": false, - "reason": "A PyTorch precision warning on bfloat16 compilation is not the same as a model-specific torch.compile SDPA crash." + "reason": "No shared underlying bug; logging noise and empty-list chat template crash are different." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "One is about leftover dummy classes leaking into the API surface; the other is just a noisy logging message. No shared bug." + "reason": "Same model family only; one is a dtype/transpose bug, the other an accuracy regression after upgrade." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Both mention warnings, but they come from different causes: compiler precision behavior vs tie_word_embeddings config warnings in Qwen3.5 LoRA." + "reason": "Both are import errors, but they miss different symbols and likely stem from different causes." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "UMT5 missing embed_tokens.weight on load is unrelated to the max_shard_size default in save_pretrained." + "reason": "Different areas and symptoms; v5 API removal warning is not the same as quantization offloading failure." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43012", + "right": "issue:46821", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same underlying defect." + "reason": "Unrelated: a PyTorch precision warning versus an AttributeError on window_size." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Nemotron Flash Attention gating and Python 3.9/3.10 compatibility are separate issues." + "reason": "Both tokenizer-related, but one is an AddedToken constructor conflict and the other is a mapping/None handling bug." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:44117", + "right": "issue:46701", "accept": false, - "reason": "Both touch attention backends, but one is unsupported Flash Attention for a model and the other is GPT2 attention-scaling config being ignored. Different bugs." + "reason": "Different code paths entirely: tokenizer mapping vs image-text pipeline generation failure." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Removal of tie_embeddings_and_encoder_decoder is unrelated to a noisy logging message." + "reason": "Both involve loading, but one leaks network requests under local_files_only and the other misses embed_tokens weights." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "ESM2 breakage and a DeepSeek-V4 tensor transpose issue are different model-specific failures." + "reason": "Training/evaluation state bug versus an import-time Trainer failure from an unrelated dependency issue." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different layers: cached_file kwargs forwarding vs docstring processing crashing on future annotations." }, { "left": "issue:44380", - "right": "issue:46132", + "right": "issue:46421", "accept": false, - "reason": "GPT2 backend config loss is not the same as AttentionInterface.register changing the registered function behavior." + "reason": "Different concrete bugs: GPT2 attention scaling under SDPA/FlashAttention vs cache lazy initialization recompilation." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "Whisper empty-transcription failure after token alignment is unrelated to the Trainer import conflict." + "reason": "Python 3.14 import failure is unrelated to a backend name validation error." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "patchtsmixer post_init validation and importing Trainer with datasets installed are unrelated." + "reason": "Video-model/torchvision crash and tokenizer mapping None are unrelated failures." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Both are MoE/save/load themed, but one is FP8 save_pretrained and the other is a Qwen3.5 Moe from_pretrained regression on newer transformers. Not the same bug." + "reason": "Both touch saving, but one is dequantized model saving and the other is pipeline serialization." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + "reason": "Different bugs in different subsystems: saving dequantized models vs image-triggered infinite loop." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to the degenerate zero-loss classification bug." + "reason": "Documentation/error-message issue versus save_pretrained pipeline serialization bug." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "TensorFlow backend packaging and a Trainer import conflict involving datasets are different dependency issues." + "reason": "Unrelated model-specific training bugs; no shared code path." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "FSDP2/PEFT optimizer state corruption is a distributed training bug, not an attention-scaling regression." + "reason": "A compile-time warning and an SDPA compile failure are different symptoms and fixes." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "Both are ImportErrors, but they involve different symbols, packages, and likely causes." + "reason": "Repo hygiene/dummy class leak is unrelated to a logging message." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Local path trailing-slash warning is unrelated to a bfloat16 precision warning during compile." + "reason": "Both involve save/load sizing, but shard-size policy and missing weights are different issues." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels returning one label are unrelated." + "reason": "Unrelated warning types: float32 precision warning versus tie_word_embeddings notice." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "A chat-completions API rejection is not the same as Qwen2_5_VLProcessor crashing on batched apply_chat_template input." + "reason": "A tokenizer decoder type bug is not the same as an isolated reproduction of another issue." }, { - "left": "issue:43618", + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Different failures: FlashAttention support gate vs Python-version compatibility." + }, + { + "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "CLIPOutput attentions assignment and GPT2 attention scaling under backends are different regressions." + "reason": "Different model/backend bugs; no concrete shared fix." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "Missing layer_type_validation import and local_files_only still triggering network calls are unrelated import/network bugs." + "reason": "API removal warning and noisy logging are unrelated." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "One is a general Qwen3-VL-Moe breakage on transformers 5.0, the other is a request for FP8 inference support. Not the same change." + "reason": "Different model families and failure modes; not the same bug." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Both involve CLIP, but one loses attentions and the other loses hidden_states. Different outputs, different failure modes." + "reason": "Empty transcription crash is unrelated to Trainer import issues." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE implementation are model-specific and not the same bug." + "reason": "Attention scaling ignored in backends is a different bug from register() changing function behavior." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "Quantized model saving failure and saving Pipeline objects are both save-related, but they are different object types and failure paths." + "reason": "PatchTSMixer post_init policy and Trainer import failure are unrelated." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Qwen3VL-Moe loading regression and a state_dict sorting load error are not the same underlying issue." + "reason": "Both mention MoE models, but one is FP8 save_pretrained and the other is a from_pretrained loading error." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to the Trainer import conflict with datasets." + "reason": "Gemma3Config missing vocab_size and Apple Silicon warmup TypeError are unrelated bugs." } ] }, @@ -16611,74 +16683,89 @@ "component_index": 1, "component_count": 24, "review_unit_index": 54, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:29870", - "issue:33453", "issue:36010", "issue:36296", "issue:36683", - "issue:41669", + "issue:38617", + "issue:42175", + "issue:42490", "issue:42757", - "issue:42890", - "issue:43010", + "issue:42994", + "issue:43012", "issue:43064", "issue:43208", + "issue:43299", "issue:43352", "issue:43475", + "issue:43502", "issue:43525", - "issue:43575", + "issue:43526", "issue:43611", "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", "issue:43867", "issue:43901", "issue:43937", "issue:43976", "issue:43992", - "issue:44075", + "issue:44038", "issue:44077", - "issue:44246", - "issue:44355", + "issue:44230", + "issue:44380", "issue:44483", + "issue:44485", "issue:44492", + "issue:44514", "issue:44625", "issue:44655", - "issue:44855", "issue:44938", - "issue:45071", "issue:45216", "issue:45276", - "issue:45278", "issue:45310", - "issue:45357", - "issue:45375", - "issue:45478", - "issue:45561", - "issue:45850", + "issue:45479", "issue:46077", "issue:46082", - "issue:46202", "issue:46365", "issue:46369", "issue:46829" ], "soft_pairs": [ + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:42994|issue:44655", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:44625|issue:46365", "issue:45276|issue:46077", "issue:36683|issue:43475", "issue:36010|issue:42757", - "issue:43352|issue:43937", "issue:44483|issue:46369", + "issue:43352|issue:43937", "issue:43611|issue:44655", "issue:43901|issue:44655", - "issue:43867|issue:45216", "issue:36683|issue:44077", "issue:43976|issue:44938", + "issue:43867|issue:45216", "issue:44625|issue:46077", "issue:46077|issue:46082", "issue:43208|issue:46829", @@ -16686,263 +16773,241 @@ "issue:36683|issue:43525", "issue:36683|issue:44625", "issue:29870|issue:36296", - "issue:43064|issue:44492", "issue:43992|issue:45310", - "issue:43010|issue:45278", - "issue:44075|issue:46365", - "issue:29870|issue:33453", - "issue:44355|issue:44855", - "issue:44938|issue:45071", - "issue:43867|issue:46202", - "issue:36683|issue:43064", - "issue:43867|issue:45375", - "issue:42890|issue:45561", - "issue:41669|issue:44246", - "issue:43010|issue:45850", - "issue:36296|issue:43575", - "issue:43010|issue:43976", - "issue:43618|issue:44077", - "issue:43992|issue:45478", - "issue:43867|issue:45357" + "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "3e159928e082047efcf8955938674f73f2b73d94936a85b82c69d9ba37a79027", + "prepared_review_unit_hash": "28e818b0f02eaa94816792cccdac7f4fb4f68e1d7b8ec138f304f7ec508d56c3", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37819, - "estimated_input_tokens": 9455, - "estimated_eval_tokens": 19166 + "soft_pair_count": 34, + "serialized_chars": 37691, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 }, "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 regressions; the soft pairs share broad themes like loading, importing, or config handling, but not the same concrete bug. No soft edge looks safe to merge as a duplicate/combined PR candidate.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45278 is the broadest representative of the set: it captures the general post-upgrade import-regression theme that recurs across several items, though the cluster is still too heterogeneous for a tight duplicate grouping.", + "summary": "The items are a broad mix of unrelated Transformers issues (imports, model-specific regressions, config bugs, packaging, saving/loading, and attention/masking problems). No soft pair looks like the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it is the most umbrella-like and closest to the repeated Transformers upgrade breakage reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Different Gemma4 bugs: token embedding resizing vs causal attention mask construction." + "reason": "Different bugs: GPT2 attention scaling under SDPA/FlashAttention vs zero-loss classification behavior across sequence-classification models." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "Different models and code paths: Gemma3 config vocab_size vs SAM3 vision output missing field." + "reason": "Packaging/backend install issue is unrelated to Trainer import failure caused by datasets masking the import path." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Both are import errors, but from different packages and causes: GenerationMixin vs huggingface_hub is_offline_mode." + "reason": "Different subsystems: FSDP2/PEFT optimizer-state corruption vs attention scaling config being ignored." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Unrelated failures: Flash Attention support in Nemotron vs invalid GenerationConfig in GLM-5." + "reason": "Both are import errors, but for different symbols and packages; not the same underlying failure." }, { - "left": "issue:44483", - "right": "issue:46369", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Different problems: chat/completions request handling vs Trainer import being blocked by datasets." + "reason": "Local-path trailing-slash warning is unrelated to bf16 compile-time PyTorch precision warnings." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Different code paths: model loading with base_model_prefix vs saving Pipeline objects." + "reason": "xLSTM training blockers and BeitImageProcessorFast label-reduction bug are unrelated." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Docs mismatch for return_all_scores vs pipeline serialization; not the same bug." + "reason": "Chat/completions request handling failure is different from Qwen2_5_VLProcessor batched template crash." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Both involve model I/O, but one is a sorted-state_dict load error and the other is a Qwen3.5 save_pretrained regression." + "reason": "CLIP output attentions missing is a different regression than GPT2 attention scaling under specific backends." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Different model/config bugs: Gemma3 vocab_size vs patchtsmixer post_init policy." + "reason": "Missing configuration_utils import symbol and local_files_only still making network calls are different code paths." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Both are Python-version compatibility reports, but for different versions and failure modes." + "reason": "One is a loading bug for Qwen3-VL-Moe; the other is a request for fp8 support/inference capability." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to Gemma4 attention masking." + "reason": "Both concern CLIP outputs, but one is missing attentions while the other is missing hidden_states; distinct regressions." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Different config validations: Gemma4 bidirectional attention vs LlamaConfig head_dim constraints." + "reason": "Quantized model saving failure is unrelated to inability to save Pipeline objects." }, { - "left": "issue:43208", - "right": "issue:46829", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Unrelated model families and symptoms: xLSTM training blockers vs VideoPrism output field mismatch." + "reason": "Smollm3 RoPE layer-count bug and GLM-5 RoPE implementation discussion are not the same concrete defect." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 checkpoint saving." + "reason": "Qwen3VL-Moe loading regression and state_dict-sorted load error are different loading problems." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Different missing-config-attribute bugs in different models: vocab_size vs pad_token_id." + "reason": "Qwen3.5 num_labels propagation bug is unrelated to Trainer import failing because of datasets." }, { - "left": "issue:36683", - "right": "issue:44625", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Both are config propagation issues, but for different fields and models." + "reason": "Gemma4 token-embedding resize issue is different from bidirectional attention mask construction." }, { - "left": "issue:29870", - "right": "issue:36296", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Bart generate UnboundLocalError is unrelated to the tensor-parallel training bug." + "reason": "Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute errors." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Wrong optimizer states under FSDP2/PEFT is unrelated to a typo in cache strategies." + "reason": "Different missing imports from different modules and versions; not a single duplicate issue." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:44483", + "right": "issue:46369", "accept": false, - "reason": "Both are from_pretrained-related, but they affect different models and different missing-key behavior." + "reason": "API request rejection and model memory overflow are different failure modes." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Cache update no_grad behavior is unrelated to general import errors after upgrade." + "reason": "Flash Attention support limitation for NemotronH is unrelated to GLM-5 GenerationConfig validation failure." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Optimizer SGD args not used is unrelated to Trainer import resolution with datasets installed." + "reason": "base_model_prefix loading regression is unrelated to saving Pipeline objects." }, { - "left": "issue:29870", - "right": "issue:33453", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Different regressions: Bart generate mask error vs tokenizer loading regression." + "reason": "Docs mismatch for return_all_scores is not the same as a save_pretrained pipeline bug." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "Both are import-time failures, but one is compiled-file handling and the other is a Python 3.13 torch.jit parse issue." + "reason": "Gemma3Config vocab_size attribute bug and patchtsmixer post_init validation are unrelated." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Different compatibility breakages: Python 3.14 load failure vs PretrainedConfig type checking." + "reason": "Python version compatibility failures at different versions are not the same issue." }, { "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "Different model I/O bugs: sorted state_dict load error vs Gemma pipeline roundtrip failure." - }, - { - "left": "issue:36683", - "right": "issue:43064", + "right": "issue:45216", "accept": false, - "reason": "Gemma3 config attribute bug is unrelated to FSDP2 optimizer-state corruption." + "reason": "Sorted state_dict load error and Qwen3.5 checkpoint-save regression are distinct save/load problems." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Both touch config/model loading, but the actual missing-field and save/load issues are different." + "reason": "num_labels propagation bug is unrelated to Gemma4 bidirectional attention masking." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "Both are test flakiness reports, but with different causes: missing set_seed vs xdist file race." + "reason": "One is attention-mask semantics; the other is config validation for explicit head_dim." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:43208", + "right": "issue:46829", "accept": false, - "reason": "Similar broad import-performance theme, but not enough to show the same concrete underlying cause." + "reason": "xLSTM training blockers and VideoPrism output field mismatch are unrelated." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "A generic complaint that 5.0 breaks many models is too broad and not the same bug as cache update behavior." + "reason": "CLIP attentions regression and Qwen3.5 save_pretrained regression do not share the same code path." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is OOM during model loading." + "reason": "Different missing config attributes in different model families." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:36683", + "right": "issue:44625", "accept": false, - "reason": "Cache no_grad behavior is unrelated to Python-version compatibility." + "reason": "Gemma3 vocab_size issue is unrelated to Qwen3.5 num_labels propagation." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:29870", + "right": "issue:36296", "accept": false, - "reason": "Different model issues: CLIP attentions regression vs patchtsmixer post_init validation." + "reason": "Bart generate decoder_attention_mask unbound error is unrelated to tensor-parallel training bugs." }, { "left": "issue:43992", - "right": "issue:45478", + "right": "issue:45310", "accept": false, - "reason": "Similar title shape, but these are different models and likely different loading failures." + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 from_pretrained failure are different loading bugs." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Different checkpoint/load issues: sorted state_dict load error vs wrong visual encoder keys on save_pretrained." + "reason": "Optimizer-state corruption under FSDP2 has nothing to do with a cache-strategy typo." } ] }, @@ -16958,345 +17023,296 @@ "component_index": 1, "component_count": 24, "review_unit_index": 55, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:28282", "issue:29870", - "issue:30333", - "issue:30990", - 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Most are only superficially similar by shared words like loading, import, v5, or tokenizer; they affect different code paths, models, or failure modes.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "33453 is the most generally framed issue and the best candidate to anchor triage for the loading-regression subgroup, even though the cluster overall is heterogeneous.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:33453", - "accept": false, - "reason": "PyTorch-missing import error vs tokenizer loading regression; different failure modes and causes." - }, - { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Both touch CLIP internals, but one is an attentions assignment bug and the other is a model-structure inconsistency." + "reason": "Both mention v5-era regressions, but one is about cache/layer update decorators and the other about broad import errors after upgrading; different subsystems and fixes." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to DeepSeekV3 implementation divergence." + "reason": "Both involve something being ignored at runtime, but SGD args vs importing Trainer with datasets installed are unrelated failure modes." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:44908", + "right": "issue:46851", "accept": false, - "reason": "CI flake from missing set_seed is unrelated to Phi-4 multimodal model loading." + "reason": "Scheduler kwargs being dropped is unrelated to Qwen3.5 variable-length position_id handling." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:29870", + "right": "issue:33453", "accept": false, - "reason": "A flaky SAM HQ integration test is not the same bug as a GraniteSpeech stale device override failure." + "reason": "Bart generate() decoder_attention_mask bug is not the same as a tokenizer-loading regression." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Test seeding issue vs stale auto_mappings references; different code paths." + "reason": "Compiled Python file errors and a Python 3.13 IndentationError from a torch.jit-scripted model are different import-time problems." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "Tokenization cleanup behavior change is unrelated to video processor num_frames semantics." + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are distinct compatibility issues." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "local_files_only network requests and AddedToken keyword collision are unrelated." + "reason": "Missing Gemma3Config vocab_size and wrong optimizer states under FSDP2+PEFT are unrelated bugs." }, { - "left": "issue:44734", - "right": "issue:46617", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "KV-cache continuation crash and trust_remote_code cache FileNotFound are different loading bugs." + "reason": "State_dict loading order issue and Gemma pipeline roundtrip failure on \u2581 are different model/tokenization behaviors." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Both are loading-related, but one is tokenizer loading and the other is checkpoint reload after version upgrade." + "reason": "State_dict sorting/load error is not the same as Qwen3.5 vision config dropping a field." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Int4 quantization OOM is a different problem from reload failure after upgrade." + "reason": "Missing set_seed in a SAM-HQ integration test is a flaky-test issue, while the other is an xdist race on captured_info.txt." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "FP8 save_pretrained moe and missing _tp_plan for tensor parallelism are distinct issues." + "reason": "Import-star cleanup/performance and intermittent slow import are related to import cost but not the same fix or underlying bug." }, { - "left": "issue:43824", - "right": "issue:46617", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Cannot import a specific Qwen2.5 VL class is unrelated to cache file lookup failure." + "reason": "A cache/layer no-grad request is specific, while 'breaks too many models' is an umbrella complaint without the same code path." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Network requests despite local_files_only and GLM-5 RoPE implementation are unrelated." + "reason": "Tensor parallel training bug and OOM when loading Qwen2-57B-A14B-Instruct with tp are both TP-related but not clearly the same defect." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Missing image-processor method and cache FileNotFound are different bugs." + "reason": "CLIPOutput attentions missing and patchtsmixer post_init policy are unrelated model API/config issues." }, { "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "Cache update no_grad and dummy Conv2d in Sam3PixelDecoder do not share the same code-path problem." - }, - { - "left": "issue:43576", - "right": "issue:46132", + "right": "issue:43976", "accept": false, - "reason": "Broken env command and changed AttentionInterface.register behavior are separate API issues." + "reason": "Cache update no-grad and Python 3.9 compatibility for Transformers 5.1.0 do not share a concrete code path." }, { - "left": "issue:45125", + "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is missing tensor-parallel metadata and the other is a generic from_pretrained error; not enough to merge." + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained error are different model-loading bugs." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Failed MLFlow reporting and tokenizer loading regression are unrelated." + "reason": "State_dict sorting issue and Qwen3.5 save_pretrained visual encoder keys issue are both loading/saving-related but not the same defect." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Compiled Python file errors and inference slowdown after upgrade are different problems." + "reason": "PyTorch missing ImportError and tokenizer-loading regression are unrelated import-time problems." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "Different missing symbols with different root causes; both are import errors but not the same bug." + "reason": "Missing CLIP attentions and CLIP text model structure mismatch are separate CLIP API changes." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Missing _tp_plan and missing deepstack_visual_indexes are separate Qwen3.5 MoE config issues." + "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are different functional concerns." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Cache update decoration and generation kwargs sync_gpus handling are distinct generation internals." + "reason": "Flaky SAM-HQ integration tests are unrelated to loading Phi-4 multimodal." }, { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Video num_frames semantics and missing vision backend handling are unrelated processor issues." + "reason": "Seed-related test flakiness and GraniteSpeech stale device override failure are distinct CI problems." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Sentence Transformers loading stall and forward() documentation confusion are not the same bug." + "reason": "Missing set_seed in tests and auto_mappings.py referencing removed configs are unrelated test-vs-registry issues." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "local_files_only networking bug and FP8 save_pretrained moe are unrelated." + "reason": "Tokenization-space behavior change in v5 and SmolVLM num_frames semantics are different API changes." }, { "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "No meaningful overlap beyond being issues; racoon is unrelated." - }, - { - "left": "issue:43827", - "right": "issue:44961", + "right": "issue:44062", "accept": false, - "reason": "Docs still referencing pipeline() and racoon are unrelated." + "reason": "local_files_only still making API requests and AddedToken special-arg duplication are unrelated networking vs tokenizer-construction bugs." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:44734", + "right": "issue:46617", "accept": false, - "reason": "MLFlow reporting and tensor parallel training bug are different subsystems." + "reason": "KV cache continuation crash in transformers serve and trust_remote_code cache FileNotFoundError are different server/loading paths." }, { - "left": "issue:43299", + "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both mention version upgrades and loading, but they are different models and different failure modes." - }, - { - "left": "issue:29870", - "right": "issue:31795", - "accept": false, - "reason": "Generate() UnboundLocalError in BART evaluation and documentation ambiguity are unrelated." - }, - { - "left": "issue:44355", - "right": "issue:45071", - "accept": false, - "reason": "Compiled-file runtime errors and PretrainedConfig type checking are different issues." - }, - { - "left": "issue:33453", - "right": "issue:34689", - "accept": false, - "reason": "Both are loading-related, but one is a tokenizer regression and the other is a specific multimodal model-loading breakage." - }, - { - "left": "issue:44355", - "right": "issue:44655", - "accept": false, - "reason": "Compiled Python file errors and inability to save Pipeline objects are unrelated." + "reason": "Tokenizer.from_pretrained v5 loading issue and checkpoint reload failure after upgrading from v4.57 are not the same root cause." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Hub import failure and broken env command are different v5 regressions." + "reason": "int4 quantization memory regression and checkpoint reload compatibility are separate release regressions." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Broken env command and type-checking regression are unrelated." + "reason": "FP8 save_pretrained for moe and missing _tp_plan for Qwen3_5Moe are both model-specific but not the same bug." } ] }, @@ -17312,338 +17328,365 @@ "component_index": 1, "component_count": 24, "review_unit_index": 56, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", "issue:31795", + "issue:33453", + "issue:34689", "issue:36296", "issue:38617", "issue:41628", - "issue:41669", - "issue:42371", "issue:42548", - "issue:43408", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", "issue:43475", - "issue:43525", - "issue:43572", + "issue:43502", "issue:43576", - "issue:43673", "issue:43824", + "issue:43827", + "issue:43874", "issue:43901", - "issue:44038", "issue:44222", "issue:44230", - "issue:44273", "issue:44315", "issue:44351", + "issue:44355", "issue:44360", - "issue:44393", "issue:44485", - "issue:44492", "issue:44556", - "issue:44623", + "issue:44655", + "issue:44749", "issue:44908", "issue:44938", "issue:44961", - "issue:45003", "issue:45071", - "issue:45092", "issue:45125", - "issue:45230", - "issue:45278", - "issue:45362", + "issue:45375", "issue:45468", - "issue:45542", - "issue:45753", - "issue:45850", - "issue:46095", + "issue:45478", + "issue:46132", "issue:46143", "issue:46144", "issue:46209", - "issue:46218", "issue:46617", - "issue:46664" + "issue:46664", + "issue:46726" ], "soft_pairs": [ + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "issue:42757|issue:43576", + "issue:43576|issue:45071", "issue:44315|issue:44360", "issue:31795|issue:38617", "issue:43576|issue:43824", "issue:44961|issue:45468", "issue:44351|issue:46617", "issue:44485|issue:44961", - "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", - "issue:44623|issue:45230", - "issue:44360|issue:46664", - "issue:44038|issue:45125", - "issue:44273|issue:45003", - "issue:44393|issue:45753", - "issue:44393|issue:45071", - "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:42371|issue:44492", - "issue:44230|issue:46095", - "issue:41669|issue:46218", - "issue:43408|issue:44315" + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:43576|issue:44938", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664" ], - "prepared_review_unit_hash": "0df14c4cf991f3ace882a2ef49280f9568e0a681a1e8225357d676eed3ed5200", + "prepared_review_unit_hash": "aea4f282da83e4bea8d37387dbb7b42cc1a4e0aa5791df1537107af1b9effc42", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37294, - "estimated_input_tokens": 9324, - "estimated_eval_tokens": 18904 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38258, + "estimated_input_tokens": 9565, + "estimated_eval_tokens": 19386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly spans unrelated bugs. A few issues share a generic v5 import/export-breakage theme, but none of the soft pairs look like the same concrete fix. Issue 45278 is the best umbrella representative.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45278 is the clearest broad-but-concrete umbrella: it describes many import errors after upgrading to 5.5.0, which matches the largest recurring theme in the set better than the narrower or more speculative items.", + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions, import/load failures, docs issues, or model-specific bugs. I found no true duplicate pair to merge; the soft links are mostly superficial keyword similarity.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43576 is the broadest user-facing v5 regression report in the set and the closest thing to an umbrella representative, but the cluster does not form a single duplicate bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most suitable global representative because it captures the shared post-v5 import/regression pattern without being as vague as the catch-all complaints.", + "best_issue_reason": "Issue 43576 is the best available anchor for the cluster because it is broad, user-facing, and linked by several soft-similarity candidates, though it still does not explain the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:43824", + "right": "issue:46617", "accept": false, - "reason": "Different subsystems and failures: Liger Kernel/model_init vs a DSA indexer ReLU discussion." + "reason": "Both involve loading/import failures, but one is a missing exported class and the other is a cache/file-not-found problem; different root causes." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Documentation confusion about forward args is unrelated to an import error for layer_type_validation." + "reason": "Unrelated bugs: local_files_only network leakage vs GLM-5 RoPE implementation." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:43874", + "right": "issue:46617", "accept": false, - "reason": "Broken `transformers env` command and missing Qwen2_5_VLForConditionalGeneration are different problems." + "reason": "Different code paths: a missing image-processor method vs trust_remote_code cache loading failure." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "No shared bug: placeholder issue `racoon` versus a Gemma-4 audio positional encoding bug." + "reason": "Cache update no_grad behavior and Sam3PixelDecoder dummy Conv2d are unrelated." }, { - "left": "issue:44351", - "right": "issue:46617", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Both are import/load failures, but one is a missing symbol export and the other is a cache FileNotFoundError." + "reason": "Both mention v5-era behavior, but one is a broken CLI command and the other is AttentionInterface.register semantics." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the `racoon` issue." + "reason": "Both are Qwen3.5 MoE-related, but one is missing tensor-parallel plan and the other is a from_pretrained regression; not the same concrete fix." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Scheduler kwarg handling has nothing to do with the `racoon` report." + "reason": "MLflow job reporting and tokenizer loading regression are unrelated." }, { - "left": "issue:43576", - "right": "issue:44938", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "`transformers env` breakage and Python 3.14 load failure are distinct compatibility issues." + "reason": "Compiled Python-file errors and slower filtering after upgrade are different issues." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Tensor parallel training bug is unrelated to a TextClassificationPipeline docs mismatch." + "reason": "Both are import errors, but for different symbols and likely different export paths." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Both involve RoFormer, but one is kwargs passthrough and the other is attention-interface usage; not the same concrete bug." + "reason": "Different Qwen3.5 MoE issues: tensor-parallel plan vs missing config field." }, { - "left": "issue:43475", - "right": "issue:46617", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "SAM 3 video attribute error is unrelated to a trust_remote_code cache FileNotFoundError." + "reason": "Different generation/caching bugs with no clear shared failing code path." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:46664", + "right": "issue:46726", "accept": false, - "reason": "Both mention FP8/moe, but one is save_pretrained behavior and the other is inference support." + "reason": "Video num_frames semantics vs AutoProcessor backend-missing import error are unrelated." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Two different missing top-level exports; no evidence they stem from one identical regression." + "reason": "Loading hang in Sentence Transformers and model.forward documentation confusion are different kinds of issues." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Liger Kernel/model_init and FP8 inference on B200 are unrelated code paths." + "reason": "Local-files-only network calls and an unrelated 'racoon' report do not describe the same bug." }, { - "left": "issue:44485", - "right": "issue:46664", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "GLM-5 RoPE implementation is unrelated to SmolVLM video-frame semantics." + "reason": "Different bugs: network access despite local_files_only and FP8 save_pretrained MoE support." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "A GenerationMixin cache bug and a cache-strategy typo are not the same underlying issue." + "reason": "Docs still referencing pipeline() and an unrelated 'racoon' issue are not the same change." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Specific Qwen3.5 chat crash versus a broad claim that v5 breaks many models; too different to merge." + "reason": "MLflow reporting and tensor-parallel training are unrelated subsystems and failures." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:29870", + "right": "issue:31795", "accept": false, - "reason": "Lazy loading and TensorFlow backend detection are unrelated." + "reason": "Bart generate() UnboundLocalError and docs confusion about forward arguments are not the same bug." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Missing processor.save_pretrained files is not the same as a generic bug report." + "reason": "Both are version-regression loading complaints, but one is Qwen3VL MoE-specific and the other is a generic checkpoint reload issue." }, { - "left": "issue:44360", - "right": "issue:46664", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to SmolVLM num_frames behavior." + "reason": "Compiled file handling and PreTrainedConfig type checking are unrelated." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Both mention Qwen/MoE, but one is a vague v5 bug report and the other is a missing tensor-parallel plan." + "reason": "Both are loading regressions, but for different models and likely different root causes." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Lazy loading complaints and unsafe sys.modules access may be adjacent, but they are not clearly the same bug." + "reason": "Compiled file execution errors and save_pretrained pipeline serialization are different failures." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Both are Qwen3-VL/Qwen3.5 vision issues, but one is 2D box hallucination and the other is an infinite loop on a specific image." + "reason": "huggingface_hub import failure and transformers env command breakage are distinct problems." }, { - "left": "issue:44393", + "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "A model-specific vision output bug is unrelated to PretrainedConfig type checking." + "reason": "Broken env command and PreTrainedConfig type checking are not the same code-path problem." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer missing ReLU are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an import error from configuration_utils do not match." }, { "left": "issue:43576", - "right": "issue:44556", + "right": "issue:43824", "accept": false, - "reason": "An env command regression and checkpoint reload incompatibility after upgrade are different symptoms." + "reason": "A broken CLI command and a missing model class import are different issues." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Import-star removal concerns are unrelated to a missing GenerationMixin cache in chunked prefill." + "reason": "'racoon' is unrelated to Gemma-4 audio positional encoding." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:44351", + "right": "issue:46617", "accept": false, - "reason": "Missing `pad_token_id` on Llama4Config is one model/config bug, not the broad v5 breakage complaint." + "reason": "Missing HybridCache export and trust_remote_code cache FileNotFoundError are different loading/import failures." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Both are upgrade regressions, but one is checkpoint reload failure and the other is remote-code meta-init incompatibility." + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "StableLmConfig missing `pad_token_idx` is too specific to merge with a generic v5 breakage claim." + "reason": "Scheduler kwargs bug and 'racoon' do not refer to the same underlying change." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "A cache-strategy typo is not the same as a broad version-breakage report." + "reason": "Tensor-parallel training bug and text-classification docs behavior are unrelated." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:43576", + "right": "issue:44938", "accept": false, - "reason": "Both mention v5 regressions, but 45278 is a concrete import-error umbrella while 45850 is too vague to be the same underlying bug." + "reason": "Broken v5 env command and Python 3.14 load failure are different platform/runtime issues." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "TF32 API settings and cache-strategy typo are unrelated." + "reason": "Both concern RoFormer, but one is kwargs forwarding and the other is attention-interface usage; not the same fix." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:43475", + "right": "issue:46617", "accept": false, - "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeek weight conversion question." + "reason": "Sam3VisionEncoderOutput missing attribute and trust_remote_code cache loading failure are unrelated." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Removing import-star usage is not the same as a missing Qwen3_5ForCausalLM import." + "reason": "FP8 save_pretrained support and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are different changes." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "SAM3 video/tracker class mismatch is unrelated to Liger Kernel application in model_init." + "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel model_init behavior and FP8 inference on B200 are unrelated bugs." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated issues." } ] }, @@ -17659,33 +17702,30 @@ "component_index": 1, "component_count": 24, "review_unit_index": 57, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:31795", "issue:33453", - "issue:34689", "issue:41669", "issue:42371", "issue:42890", - "issue:43298", "issue:43352", - "issue:43502", - "issue:43519", + "issue:43408", + "issue:43525", + "issue:43572", "issue:43576", - "issue:43606", - "issue:43704", - "issue:43827", + "issue:43673", "issue:43976", + "issue:44038", "issue:44077", + "issue:44230", "issue:44246", - "issue:44261", - "issue:44263", "issue:44273", "issue:44295", "issue:44297", @@ -17693,366 +17733,341 @@ "issue:44351", "issue:44360", "issue:44393", - "issue:44485", "issue:44492", + "issue:44556", "issue:44623", - "issue:44655", "issue:44704", "issue:44829", "issue:44861", "issue:44908", + "issue:45003", "issue:45071", + "issue:45092", + "issue:45125", "issue:45230", - "issue:45310", + "issue:45278", "issue:45341", + "issue:45362", "issue:45468", "issue:45478", + "issue:45542", + "issue:45753", "issue:45850", - "issue:46018", "issue:46095", - "issue:46172", "issue:46218", "issue:46328", - "issue:46655" + "issue:46664" ], "soft_pairs": [ + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:44230|issue:46095", + "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:44704|issue:44908", - "issue:44295|issue:45230", "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44704|issue:44908", "issue:41669|issue:44351", "issue:44492|issue:46328", "issue:41669|issue:45341", - "issue:44393|issue:45478", "issue:43976|issue:45850", + "issue:44393|issue:45478", "issue:43976|issue:46218", "issue:44077|issue:44861", - "issue:43827|issue:44908", "issue:31795|issue:33453", "issue:43576|issue:44273", "issue:44315|issue:44829", - "issue:44360|issue:45468", - "issue:43519|issue:46655", - "issue:44273|issue:44908", - "issue:44655|issue:44861", - "issue:43576|issue:46218", - "issue:45230|issue:45310", - "issue:43519|issue:44485", - "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:44623", - "issue:44263|issue:45468", - "issue:43606|issue:45468", - "issue:44261|issue:45468", - "issue:43298|issue:46095", - "issue:43519|issue:43704", - "issue:44351|issue:46218", - "issue:43352|issue:46218" + "issue:44360|issue:45468" ], - "prepared_review_unit_hash": "24b19f5a7499098d5aae8f1deec9c7b8d04ad1c5bbb18f749e06e21237d67f33", + "prepared_review_unit_hash": "90dbeadd0f65b9d00dc608a9cebc1e34fe945b7c82a0b30bdf494dcf8c80f0d6", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 44, - "serialized_chars": 39635, - "estimated_input_tokens": 9909, - "estimated_eval_tokens": 20074 + "soft_pair_count": 40, + "serialized_chars": 38523, + "estimated_input_tokens": 9631, + "estimated_eval_tokens": 19518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly noisy: the soft edges are mostly title-level similarity across unrelated bugs (loading, processors, docs, model-specific regressions, and utilities). I did not find any convincing duplicate pairs, and there are no PRs in the cluster.", - "confidence": 0.27, - "canonical_issue_reason": "issue:44908 is the most connected node in the similarity graph and the closest thing to a hub, but the cluster is too heterogeneous for it to be a strong duplicate canonical.", + "summary": "This cluster is mostly a loose collection of unrelated issues that happen to share v5-regression, import, cache, or model-family wording. I don\u2019t see a single underlying defect worth merging into one duplicate set, so I reject all soft edges.", + "confidence": 0.91, + "canonical_issue_reason": "No true canonical issue: the items are heterogeneous and mostly share only generic v5-regression or subsystem language.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44908 is the least-bad anchor only because it has the broadest linkage; it still does not cleanly represent a single underlying bug family.", + "best_issue_reason": "If an umbrella issue must be picked, issue:45278 is the most representative because it explicitly describes broad import failures after an upgrade.", "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:42890", - "right": "issue:44908", - "accept": false, - "reason": "Test flakiness from missing seeds vs scheduler kwargs being ignored." - }, + "soft_edge_verdicts": [ { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Import-time slowness vs lazy-loading malfunction; related theme, different bug." + "reason": "Different problems: chunked_prefill cache initialization vs a typo in cache strategy naming." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Broken env command vs inverse_sqrt scheduler kwargs handling." + "reason": "One is a specific Qwen3.5 chat crash; the other is a broad complaint about many v5 model breakages." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Flash-Attention support gating vs Qwen3-VL bbox output error." + "reason": "Lazy loading failure and tensorboard-only TensorFlow backend handling are unrelated code paths." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Python-version compatibility regression vs vision-model output bug." + "reason": "A concrete processor.save_pretrained file bug is not the same as a vague generic bug report." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:44360", + "right": "issue:46664", "accept": false, - "reason": "Scheduler kwarg propagation vs PretrainedConfig type-checking regression." + "reason": "DSA ReLU discussion and SmolVLM num_frames semantics are unrelated." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "AutoProcessor cached_file kwargs bug vs scheduler kwargs bug." + "reason": "Both involve Qwen3/Moe models, but one is a bug and the other is a missing tensor-parallel plan; different fixes." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "position_ids buffer access issue vs an unspecified generic bug report." + "reason": "Lazy loading behavior and unsafe sys.modules access are different root causes." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "tokenizer save metadata mismatch vs an unspecified generic bug report." + "reason": "BBox hallucination/error and an infinite loop on a specific image are distinct Qwen3_5 problems." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Import-star cleanup/perf issue vs missing HybridCache import." + "reason": "Model output hallucination is unrelated to PretrainedConfig type-checking breakage." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance bug." + "reason": "Broken env command and checkpoint reload incompatibility are both v5 issues but not the same defect." }, { "left": "issue:41669", - "right": "issue:45341", - "accept": false, - "reason": "Import-star cleanup/perf issue vs testing_utils bug." - }, - { - "left": "issue:44393", - "right": "issue:45478", + "right": "issue:43673", "accept": false, - "reason": "Different Qwen3.5/Qwen3-VL model failures, not the same code-path." + "reason": "Import-star cleanup causing slower imports is not the same as missing GenerationMixin cache in chunked_prefill." }, { - "left": "issue:43976", + "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Python support regression vs vague complaint about many broken models." + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad v5 breakage report." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "Python-version regression vs missing Qwen3_5 import." + "reason": "StableLmConfig pad_token_idx regression is specific; the other issue is a generic umbrella complaint." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "PatchTSMixer post_init policy vs tied-weight key AttributeError." + "reason": "Both are upgrade incompatibilities, but one is checkpoint reload and the other is remote-code/meta-init incompatibility." }, { - "left": "issue:43827", - "right": "issue:44908", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "Docs still mention pipeline() vs scheduler kwargs bug." + "reason": "A cache-strategy typo is too specific to be the same as broad model breakage after v5." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:45278", + "right": "issue:45850", "accept": false, - "reason": "Forward-doc confusion vs tokenizer loading regression." + "reason": "Both are broad v5 regressions, but one is import errors and the other is a general model-breakage complaint." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "Env command breakage vs lazy-loading behavior." + "reason": "TF32 API guidance and cache-strategy typo are unrelated." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Liger Kernel application with model_init vs flash_attention_3 training degeneration." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 Moe is unrelated to a DeepSeekV4 weight-conversion question." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "DSA indexer activation issue vs Gemma-4 audio positional encoding bug." + "reason": "Import-star performance cleanup does not match a specific missing Qwen3_5ForCausalLM import error." }, { - "left": "issue:43519", - "right": "issue:46655", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Qwen3VL timestamp math vs SmolVLM video padding calculation." + "reason": "sam3 tracker/model-type warning and Liger Kernel application in model_init are different subsystems." }, { - "left": "issue:44273", + "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Lazy-loading bug vs scheduler kwargs bug." + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs being ignored." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "Pipeline save_pretrained issue vs tied-weight key crash." + "reason": "Import-time slowness and lazy-loading malfunction are related only superficially; not the same bug." }, { "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "v5 env command regression vs missing Qwen3_5 import." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained regression." - }, - { - "left": "issue:43519", - "right": "issue:44485", + "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation bug vs GLM-5 RoPE implementation." + "reason": "Broken env command and scheduler kwargs handling do not share a concrete code path." }, { - "left": "issue:43519", - "right": "issue:44908", + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "Processor timestamp math vs scheduler kwargs bug." + "reason": "Flash Attention 2 unsupported and Qwen3-VL bbox hallucination are different issues." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Import-star cleanup/perf issue vs VRAM leak in multi-thread use." + "reason": "Python-version incompatibility is not the same as a Qwen3-VL output bug." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "Documentation confusion vs model-loading failure." + "reason": "Scheduler kwargs ignored and PretrainedConfig type checking are unrelated." }, { - "left": "issue:46018", - "right": "issue:46172", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Shared-expert gating issue vs tensor transpose/weight-conversion bug." + "reason": "Tokenizer class mismatch on save_pretrained is not the same as a generic bug report." }, { - "left": "issue:43704", - "right": "issue:44485", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "VRAM leak vs RoPE implementation." + "reason": "position_ids buffer access failure is a specific model behavior issue, not the same as a placeholder bug report." }, { - "left": "issue:44485", - "right": "issue:45468", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "GLM-5 RoPE implementation vs Gemma-4 audio positional encoding." + "reason": "Processor kwargs forwarding and scheduler kwargs handling are both kwargs-related but different APIs and bugs." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "local_files_only network leak vs timestamp calculation." + "reason": "Import-star usage cleanup is unrelated to the HybridCache import failure." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "TF32 settings API change vs VRAM leak." + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance are unrelated." }, { - "left": "issue:45850", - "right": "issue:46218", + "left": "issue:45341", + "right": "issue:41669", "accept": false, - "reason": "Broad complaint about broken models vs missing Qwen3_5 import." + "reason": "A testing_utils bug does not match the import-star refactor/performance issue." }, { - "left": "issue:43519", - "right": "issue:44623", + "left": "issue:43976", + "right": "issue:45850", "accept": false, - "reason": "Timestamp calculation bug vs processor save_pretrained missing files." + "reason": "Python 3.9/3.10 compatibility is not the same as a broad v5 regression complaint." }, { - "left": "issue:44263", - "right": "issue:45468", + "left": "issue:44393", + "right": "issue:45478", "accept": false, - "reason": "torch.split return-value issue vs audio positional encoding bug." + "reason": "Qwen3-VL bbox output errors and Qwen3.5 Moe from_pretrained failures are separate model bugs." }, { - "left": "issue:43606", - "right": "issue:45468", + "left": "issue:43976", + "right": "issue:46218", "accept": false, - "reason": "CPU offload device mismatch vs audio positional encoding." + "reason": "Interpreter-version support and missing Qwen3_5ForCausalLM imports are different failure modes." }, { - "left": "issue:44261", - "right": "issue:45468", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "RMS norm epsilon precision issue vs audio positional encoding." + "reason": "Optional post_init policy for patchtsmixer and tied-weights-key AttributeError are unrelated implementation issues." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "Continuous batching support gap vs DeepSeek-V4 weight-conversion question." + "reason": "Documentation confusion and tokenizer-loading regression are not the same underlying bug." }, { - "left": "issue:43519", - "right": "issue:43704", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Timestamp calculation bug vs VRAM leak." + "reason": "Broken env command and lazy loading malfunction are distinct features with different fixes." }, { - "left": "issue:44351", - "right": "issue:46218", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Missing HybridCache import vs missing Qwen3_5 import." + "reason": "Liger Kernel not applied in model_init is unrelated to flash_attention_3 degenerate training." }, { - "left": "issue:43352", - "right": "issue:46218", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Flash-Attention 2.0 support gating vs missing Qwen3_5 import." + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." } ] }, @@ -18068,50 +18083,87 @@ "component_index": 1, "component_count": 24, "review_unit_index": 58, - "review_unit_count": 58, + "review_unit_count": 59, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-487", + "cluster_id": "cluster-10000-490", "nodes": [ "issue:28348", "issue:29870", "issue:30333", "issue:31515", "issue:31795", + "issue:34689", "issue:36296", - "issue:37934", "issue:38617", + "issue:41669", + "issue:42371", "issue:42913", - "issue:42936", "issue:43066", - "issue:43240", "issue:43298", "issue:43352", + "issue:43502", + "issue:43519", "issue:43525", "issue:43572", + "issue:43576", + "issue:43606", "issue:43618", - "issue:43668", + "issue:43704", "issue:43717", - "issue:43813", - "issue:44031", "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", "issue:44492", "issue:44623", + "issue:44655", "issue:44861", "issue:44908", "issue:44938", "issue:44998", + "issue:45230", "issue:45250", "issue:45290", "issue:45310", + "issue:45468", "issue:45850", "issue:46018", - "issue:46144" + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46655" ], "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "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:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", "issue:42913|issue:43066", "issue:28348|issue:45250", "issue:44908|issue:44998", @@ -18131,233 +18183,436 @@ "issue:31515|issue:31795", "issue:44230|issue:45310", "issue:43298|issue:44230", - "issue:43717|issue:46144", - "issue:42936|issue:46018", - "issue:43668|issue:44031", - "issue:42936|issue:43240", - "issue:43240|issue:46144", - "issue:42936|issue:44031", - "issue:42936|issue:46144", - "issue:42936|issue:43813", - "issue:43240|issue:43668", - "issue:43668|issue:43813", - "issue:37934|issue:43668", - "issue:42936|issue:43668" + "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "6f7dd66e9e9849d541d061ecfe67e15f1d8f2cfa58a094a2b56837ce15260787", + "prepared_review_unit_hash": "3392626e13a20d7252da6e8548dabe70615bcf1a0d052ab8973edf6bab18ce82", "component_budget": { - "node_count": 487, - "item_count": 487, - "soft_pair_count": 1796, - "serialized_chars": 930665, - "estimated_input_tokens": 232667, - "estimated_eval_tokens": 465590 + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 }, "budget": { - "node_count": 34, - "item_count": 34, - "soft_pair_count": 31, - "serialized_chars": 28240, - "estimated_input_tokens": 7060, - "estimated_eval_tokens": 14376 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39688, + "estimated_input_tokens": 9922, + "estimated_eval_tokens": 20100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No genuine duplicates detected; this cluster is a grab bag of unrelated tokenizer, model, training, and docs/config issues, with only loose topical overlap in a few version-regression titles. All soft edges should be rejected.", - "confidence": 0.77, - "canonical_issue_reason": "issue:42913 is the broadest version-regression/tokenizer anchor in the set, but the cluster is too heterogeneous for a true duplicate canonical.", + "summary": "This cluster is noisy and mostly contains unrelated model-specific bugs, import failures, and v5 regression reports. The only plausible duplicate-like pair is the tokenizer v5 behavior reports (42913/43066); most other soft edges should stay separate.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43066 is the most specific, actionable report in the only credible duplicate pair; it captures a concrete tokenizer v5 regression rather than the broader symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42913 is the most representative high-level regression report among the issues shown; it is the closest thing to a cluster anchor even though the set is not a real duplicate group.", + "best_issue_reason": "issue:43066 is the best single issue candidate because it is precise enough to anchor the tokenizer-regression subgroup and is a clearer canonical target than the broader v5 behavior complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor bugs, but they affect different models and different failure modes (timestamps vs padding)." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and scheduler kwargs are unrelated code paths and unrelated symptoms." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight-key handling are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI/env command breakage and missing Qwen module import are not the same underlying issue." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is not enough to match a specific Qwen3.5 from_pretrained regression." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different models and different implementation bugs, even though both mention processor/model internals." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and learning-rate scheduler behavior are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf work and a VRAM leak in Qwen3 are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and a model-loading regression are different classes of issue." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-V4 related, but they describe different concrete bugs with different code paths." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage and RoPE implementation are unrelated failures." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both involve positional encoding, but they are different models and different bugs." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and video timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and a Qwen3 VRAM leak do not share a bug root cause." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad complaint about many v5 breakages is not the same bug as a specific missing module import." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and save_pretrained file emission are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling and Gemma4 audio positional encoding are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Precision drift from missing rms_norm_eps and Gemma4 audio positional encoding are distinct bugs." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio-model continuous batching support and DeepSeek-V4 weight conversion are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Video timestamp math and multi-thread VRAM leaks are different problems." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-Attention support and a missing model import are unrelated." + }, { "left": "issue:42913", "right": "issue:43066", - "accept": false, - "reason": "Related tokenizer/v5 symptoms, but one is generic behavior change and the other is a decoder-type bug; not the same fix." + "accept": true, + "reason": "Both report a tokenizer behavior regression in Transformers v5; 43066 is the concrete decoder-type manifestation of the broader symptom in 42913." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different model families and likely different implementation gaps." + "reason": "Flash Attention 2.0 support requests for different models are not the same artifact." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Inverse-sqrt scheduler kwargs bug is unrelated to the spurious 'Unemployment' issue." + "reason": "Scheduler kwargs and an unrelated spam/irrelevant issue are not duplicates." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and the unrelated 'Unemployment' issue are not duplicates." + "reason": "A cache-strategy typo and an unrelated issue are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the spurious 'Unemployment' issue." + "reason": "CLIPOutput attentions regression and an irrelevant issue are unrelated." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "'Unemployment' is unrelated to the broad '5.0 breaks too many models' complaint." + "reason": "An irrelevant issue cannot duplicate a broad v5-breakage complaint." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to the spurious 'Unemployment' issue." + "reason": "Python 3.14 load failure and an irrelevant issue are unrelated." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling and chat-template tool-call crashing are different code paths and bugs." + "reason": "Tied-weight-key handling and chat-template tool-call crashes are unrelated." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained loading is unrelated to the ImportError for layer_type_validation." + "reason": "Slow checkpoint loading and a missing import symbol are different failure modes." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key attribute handling." + "reason": "Missing pad_token_idx and tied-weight-key crashes are unrelated." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4 pad_token_id missing is a config regression, not the tied-weight crash." + "reason": "Llama4 pad_token_id absence and tied-weight-key handling are unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and missing processor.save_pretrained files are unrelated issues." + "reason": "FP8 support request and processor save_pretrained missing files are not the same bug." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Same Flash Attention 2.0 wording, but GPT2 support and Nemotron support are separate model-specific changes." + "reason": "Both mention Flash Attention 2.0, but they are different models and different support gaps." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder_attention_mask bug is unrelated to from_pretrained slowness." + "reason": "BART generate() decoder-mask bug and slow from_pretrained loading are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow run-finalization on failure is unrelated to from_pretrained slowness." + "reason": "MLflow reporting on job failure and slow checkpoint loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Loading slowdown and tensor-parallel training bug are different problems." + "reason": "Slow loading and tensor-parallel training bugs are different code paths." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading slowdown and forward() documentation confusion are unrelated." + "reason": "Performance loading issue and forward-API documentation confusion are not duplicates." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 from_pretrained error are different model/version issues." + "reason": "FP8 inference support and a Qwen3.5 MoE from_pretrained error are different requests/failures." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and FP8 inference support are different feature gaps." + "reason": "Continuous batching for audio models and FP8 support are unrelated." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated model implementation issues." - }, + "reason": "init_weights usage in Mamba and RoFormer attention interface usage are different model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft edge, 42913/43066, is supported by the titles as a likely tokenizer-v5 duplicate, and the rest of the rejections are mostly justified by clearly different models, failure modes, or issue classes." + }, + "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": 59, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "f9e11fdc207744d17418a82211275389ba84fe09b79aa50fa8cd61664968e65c", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7775, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated single-bug reports across different models and subsystems, so there is no strong duplicate cluster. At most, issue 43240 is the broadest and most connected item, but it is not a true canonical for the rest.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue exists because the titles describe distinct bugs in unrelated areas (norm math, Mask2Former loss handling, config typing, tokenizer warnings, DeepSeek gating, RoFormer attention, etc.). If one must be chosen, 43240 is the broadest and has inbound references, but it does not represent the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43240 is the most general and discussion-heavy item in the set, so it is the least niche candidate for a cluster anchor. That said, the set is not a real duplicate cluster, so this is only a weak fit.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated." + "reason": "Different models and different defects: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating. No shared code-path or concrete same bug." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type-hint bug is unrelated to the tokenizer regex warning regression." + "reason": "One is a type-hint problem in ModernBERTConfig, the other is a tokenizer regex warning regression. Unrelated symptom and subsystem." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value usage and loss-kwargs propagation are different code paths." + "reason": "Mask2Former ignore_value usage is a model-specific loss-input bug; 43240 is a generic kwargs passthrough issue. Not the same underlying defect." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs propagation and RoFormer attention interface are unrelated bugs." + "reason": "kwargs not forwarded to a loss function is unrelated to RoFormer not using the attention interface. Different components and fix shape." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling and tokenizer regex warnings do not share a concrete bug." + "reason": "Mask2Former training-loss handling and tokenizer regex warning after 4.57.3 are unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value handling and RoFormer attention interface usage are unrelated." + "reason": "No overlap in bug mechanism: unused ignore_value vs attention-interface usage in RoFormer." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value handling and the quantization_operation typo are unrelated." + "reason": "Mask2Former loss config/runtime bug and a typo in a quantization attribute name are not the same issue." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation and ModernBERT type-hint correction are different bug classes." + "reason": "Passing kwargs to loss calculation and an incorrect type hint for norm_eps are different classes of problems (behavioral vs typing)." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT norm_eps typing and a quantization-operation typo are unrelated." + "reason": "ModernBERTConfig type-hint correction and a quantization typo are unrelated changes." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 norm behavior question and ModernBERT type-hint issue are unrelated." + "reason": "Llama4TextL2Norm semantics (RMS norm question) and ModernBERT norm_eps typing are not the same bug." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value handling and ModernBERT type-hint correction are unrelated." + "reason": "Mask2Former ignore_value behavior and ModernBERTConfig norm_eps typing do not share an underlying code-path problem." } ] }, @@ -18390,7 +18645,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "7723390dbce22cccff85211912e5a1819596d2dda385322f93151d2b0fab26b4", + "prepared_review_unit_hash": "a4072ede3bc604462db280e25b6b35b43f9c9b9d1d4418b3fd2909d2a2fec57c", "component_budget": { "node_count": 3, "item_count": 3, @@ -18412,30 +18667,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated and should not be clustered as duplicates. They cover different topics: tokenizer truncation behavior, learning-rate scheduler functionality, and Wav2Vec2 word boundary offsets.", - "confidence": 0.99, - "canonical_issue_reason": "Issue 10519 is the most concrete and self-contained request, but it is not actually equivalent to the others, so there is no true canonical duplicate in this set.", + "summary": "These three issues are unrelated and should not be clustered as duplicates: token truncation direction, ReduceLROnPlateau-like scheduling behavior, and Wav2Vec2 word boundary offsets.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 10519 is the most concrete and actionable of the three, but it is not actually a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "10519 is the clearest issue to use as a representative only because it states a specific feature/behavior request; the other two are unrelated concerns.", + "best_issue_reason": "10519 is the best representative only because it has the clearest problem statement and highest discussion, not because it matches the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Tokenizer truncation direction and Wav2Vec2 word-offset extraction are different features in different code paths." + "reason": "Different domains and requests: tokenizer truncation direction vs Wav2Vec2 word start/end offsets." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Truncation behavior for tokenizers is unrelated to ReduceLROnPlateau-like scheduler functionality." + "reason": "One is about truncation strategy in tokenization; the other is about learning-rate schedule behavior. No shared bug." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "A learning-rate scheduler feature request does not match a Wav2Vec2 alignment/time-offset issue." + "reason": "ReduceLROnPlateau-like functionality and Wav2Vec2 word offset extraction are unrelated feature requests." } ] }, @@ -18467,7 +18722,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "36e9f630ab5dba8a921a46038c7cdcfcbb49c6afcf8220db72fe69c22d29a18e", + "prepared_review_unit_hash": "c916e257b0bdf39e53eebdf7d737cd5ca2ecb94ce269c9cc156fcaeda5c58e49", "component_budget": { "node_count": 3, "item_count": 3, @@ -18489,24 +18744,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates: one is about tokenizer output mismatch, one about authentication/error handling when downloading private models, and one about a model-loading failure for bert-base-uncased. The only loose overlap is around model loading, but the concrete failure modes differ.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 16618 is the broadest of the three and the only one directly about model loading, but it is not a strong canonical match for the other two since their root problems are different.", + "summary": "These issues do not describe the same bug: one is a Tapas tokenization mismatch, one is an auth/error-message problem while downloading private models, and one is a model-loading failure for bert-base-uncased.", + "confidence": 0.96, + "canonical_issue_reason": "issue:16618 is the broadest, most user-facing failure in the set and has the most discussion, but it should be treated only as a provisional anchor because the other issues are unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the best representative of the cluster only by being the most general/loading-related title; however, it should not be treated as a duplicate target for the others.", + "best_issue_reason": "issue:16618 is the strongest standalone issue here because it is concrete, broadly framed, and more central than the other two; however, this cluster is not a true duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenizer discrepancies for TAPAS and model-loading failures for bert-base-uncased are different bugs in different code paths." + "reason": "Tokenization behavior in Tapas is a different code path and different symptom from a model load failure for bert-base-uncased." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "A private-model authentication/download error is not the same underlying issue as a generic inability to load bert-base-uncased." + "reason": "A private-model download/auth error and a generic model-loading failure are distinct problems; they are not the same underlying bug." } ] }, @@ -18536,7 +18791,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "372ee279eae1739978e3a99287d76ce7c84f558c7cf1d669dcbcde910f5d77b6", + "prepared_review_unit_hash": "403762a165005db799a0e08de45a8cc108eb9debe1b5bc04a794bee7bca8efa2", "component_budget": { "node_count": 2, "item_count": 2, @@ -18558,7 +18813,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They share only a broad \u201csupport more architectures\u201d theme, not the same underlying change.", + "summary": "These are both community contribution requests, but they target different features: Flash Attention 2 support vs GGUF support. They are not duplicates and should not be merged.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -18569,7 +18824,7 @@ "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different features in different code paths: Flash Attention 2 support vs GGUF support. Similar high-level goal, but not the same bug or change." + "reason": "Different underlying requests and code paths: one is for Flash Attention 2 architecture support, the other for GGUF support. Same broad theme, but not the same change." } ] }, @@ -18628,187 +18883,187 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "9ae707f4bf124ef02dc2759b13264d3b7905c769679c58580cce26046cc46daf", + "prepared_review_unit_hash": "06be9bed98d983dcee82a0377b0ad5d9c9ae2923fd844355eec71166b59aa4ae", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13526, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13523, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13526, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13523, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "46222/46226 is a clear exact duplicate pair. The generic i18n template issues 43834/44365/44370 also look like duplicates of the same underlying request based on identical placeholder titles and near-identical similarity scores. The remaining language-coded translation issues do not have enough evidence here to safely collapse into those groups.", - "confidence": 0.69, - "canonical_issue_reason": "issue:46222 is the strongest canonical issue because it has the clearest exact-duplicate match (46226) plus inbound references, making it the most defensible representative in this cluster.", + "summary": "This cluster is mostly a set of separate i18n translation requests by language, not one duplicate issue. The only clear duplicate pair is the two identical Thai translation issues (46222 and 46226).", + "confidence": 0.88, + "canonical_issue_reason": "Issue 46222 is the clearest canonical candidate because it has an exact duplicate twin (46226) with the same title/body, while the other items are either different languages or too ambiguous to merge safely.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46222 is the best global issue representative because it anchors the only explicit exact-duplicate pair and has some outside references/activity; the generic template issues are highly similar but less clearly established from the packet alone.", + "best_issue_reason": "46222 is the strongest triage anchor: it is part of the only confidently mergeable pair, and it is open, making it the most useful representative of the duplicate subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Both are docs-translation issues, but the packet does not show they are the same underlying request." + "reason": "Different translation targets; same template wording alone is not enough to treat these as the same request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "High template similarity alone is not enough to prove a duplicate here." + "reason": "Different translation targets; no evidence they are the same underlying issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "The titles differ materially and the evidence does not establish the same request." + "reason": "Turkish request vs generic placeholder issue; not clearly the same language/task." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "These are different language-coded translation requests; the packet does not support merging them." + "reason": "Different languages (Turkish vs Romanian), so these are separate translation requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct and not shown to be the same issue." + "reason": "Different languages (Turkish vs Spanish), so these are separate issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Similarity is too indirect to conclude these are duplicates." + "reason": "Spanish request vs generic placeholder issue; insufficient evidence of a duplicate." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "The packet does not show the same underlying translation request." + "reason": "Spanish request vs generic placeholder issue; not clearly the same change." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are separate language-specific tasks." + "reason": "Different languages (Spanish vs Romanian), so they should not be merged." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Shared docs/i18n wording is not enough to merge them as duplicates." + "reason": "Spanish request vs generic placeholder issue; similarity is too broad to merge." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "The Romanian issue and the generic template issue are not clearly the same request from the available evidence." + "reason": "Romanian request vs generic placeholder issue; no strong evidence of a duplicate." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "The packet does not show that these are the same translation request." + "reason": "Romanian request vs generic placeholder issue; not enough to conclude same underlying issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "The evidence is suggestive but still insufficient to treat them as the same issue." + "reason": "Romanian request vs generic placeholder issue; ambiguous and not safely mergeable." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different titles and no direct evidence of a shared underlying request." + "reason": "Romanian request vs Thai request; different translation tasks." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different titles and no direct evidence of a shared underlying request." + "reason": "Romanian request vs Thai request; different translation tasks." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Identical placeholder-style title and very high similarity strongly suggest the same underlying template issue." + "accept": false, + "reason": "Both use the generic template title, but there is not enough concrete evidence they are the same translation request." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "The titles are identical placeholders and the similarity score is near-perfect, consistent with a duplicate." + "accept": false, + "reason": "Generic placeholder titles and near-identical bodies are suggestive, but still not enough to confidently merge." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Despite high similarity, the available evidence is not enough to treat the generic template issue and the Thai issue as the same request." + "reason": "Generic placeholder issue vs Thai issue; not clearly the same underlying request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Despite high similarity, the available evidence is not enough to treat the generic template issue and the Thai issue as the same request." + "reason": "Generic placeholder issue vs Thai issue; insufficient evidence of duplication." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Near-identical generic i18n template titles and extremely high similarity make this look like a duplicate." + "accept": false, + "reason": "Same generic placeholder title, but no explicit shared language/task to confirm a true duplicate." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "No direct evidence that the generic template issue and the Thai issue are the same underlying request." + "reason": "Generic placeholder issue vs Thai issue; different request context." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "No direct evidence that the generic template issue and the Thai issue are the same underlying request." + "reason": "Generic placeholder issue vs Thai issue; not safe to merge." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "The packet does not establish that the generic template issue and the Thai issue are duplicates." + "reason": "Generic placeholder issue vs Thai issue; no concrete evidence of the same change." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "The packet does not establish that the generic template issue and the Thai issue are duplicates." + "reason": "Generic placeholder issue vs Thai issue; not clearly a duplicate." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Same exact Thai title and identical body length make this a clear duplicate pair." + "reason": "These are exact duplicates: same Thai title and effectively identical content, so they look like the same issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The 46222/46226 duplicate call is grounded, but the rest of the summary overreaches. The packet only shows identical generic i18n template titles for 43834/44365/44370 and very high similarity scores; it does not show the claimed language-specific differences. Treating all of those as clearly separate requests is not well supported, so several soft-edge false verdicts are too strong for the evidence provided." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, 46222/46226, is supported by identical titles and matching body length, and the other merges are appropriately treated as uncertain rather than forced." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18887,280 +19142,274 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "f6bb6e4f55e7b9ec19f79a19ce51c3366db7567871237c1ddee4071ccf3f4993", + "prepared_review_unit_hash": "be5ee491279c31b1f7b93831095f64521f42b0b4308db87b909c0a4e4fb2cdde", "component_budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24143, - "estimated_input_tokens": 6036, - "estimated_eval_tokens": 12328 + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 }, "budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24143, - "estimated_input_tokens": 6036, - "estimated_eval_tokens": 12328 + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a mixed bag of unrelated model-addition requests (different model families, modalities, and features). They are superficially similar because many titles say \"Add model/support\", but they do not describe the same underlying bug or change, so they should not be deduplicated together.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a clear duplicate canonical for the cluster because the items request different models/features (e.g. EuroBert, RF-DETR, NeoBERT, MiniCPM3, Qwen3-TTS/ASR, etc.).", + "summary": "This cluster is mostly a set of unrelated model-addition requests across different families and modalities. None of the soft pairs look like the same underlying bug/change, so no duplicate/merge links should be accepted.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 42738 is the broadest umbrella-style request in the set ('BERT-like models with RoPE'), so it is the best representative of the cluster\u2019s general model-support theme, even though it is not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue 45322 is one of the clearer, well-scoped model request reports with a concrete target and useful context; however, it is not a true canonical for the rest of the cluster.", + "best_issue_reason": "42738 is the most general issue and the closest thing to a cluster anchor; the rest are narrower, model-specific requests that do not collapse into one concrete change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are unrelated model requests." + "reason": "EuroBert and DEIMv2 are different model families; only the high-level request pattern matches." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert and Qwen3-TTS are different models and different modalities." + "reason": "EuroBert config support and Qwen3-TTS support are unrelated changes." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are unrelated architecture additions." + "reason": "EuroBert and RF-DETR are different models and likely different code paths." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different detection model requests, not the same change." + "reason": "RF-DETR and DEIMv2 are distinct vision models; not the same concrete request." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is a vision detection model; LFM2.5 Audio is an audio model request." + "reason": "RF-DETR vs LFM2.5 Audio spans different modalities and implementations." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and OpenAI weight-sparse transformer are distinct model families and code paths." + "reason": "RF-DETR object-detection support is not the same as adding circuit-sparsity transformer support." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different tasks/models." + "reason": "RF-DETR and Qwen3-ASR are unrelated model additions." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated." + "reason": "RF-DETR and Qwen3-TTS are different model types and change surfaces." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model support requests." + "reason": "NeoBERT and Qwen3-ASR are unrelated models." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and circuit-sparsity transformer are not the same underlying model change." + "reason": "NeoBERT support and circuitgpt support are different changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is a BERT-style LM; LFM2.5 Audio is an audio model." + "reason": "NeoBERT and LFM2.5 Audio are different model families." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model additions." + "reason": "RF-DETR and NeoBERT are unrelated model requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different BERT-like models, not duplicates." + "reason": "NeoBERT and ModernVBERT are separate model requests; same broad pattern, not same bug/change." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model requests." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are not the same concrete change." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 support and weight-sparse transformer support are unrelated." + "reason": "MiniCPM3 and circuit-sparse transformer support differ in model type and implementation." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model families." + "reason": "MiniCPM3 and ModernVBERT are distinct model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different modalities/models." + "reason": "MiniCPM3 and Voxtral TTS support are different model families." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model additions." + "reason": "ModernVBERT and Qwen3-ASR are different models and tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are not the same change." + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like models with RoPE are related only loosely; they are not the same concrete request." + "reason": "ModernVBERT is a specific model request; 42738 is a generic RoPE feature request for BERT-like models." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "RoPE-enabled BERT-like models and Voxtral TTS are unrelated." + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE support and a profile/name issue have no overlap." + "reason": "Mirko Privitera is unrelated noise, not a model-support issue." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a prefix but target different speech tasks and likely different implementations." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family but are different concrete model types; not one mergeable PR." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral-4B-TTS are different TTS model support requests." + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is too broad to merge." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are different requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and weight-sparse transformer are different model changes." + "reason": "Qwen3-TTS and circuit-sparse transformer support do not share the same code path." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model requests." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different speech/audio model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are different models and likely different implementations." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model requests with no shared code path shown." + "reason": "ASR support and EUPE perception-encoder support are unrelated." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and circuit-sparsity transformer are unrelated." - }, - { - "left": "issue:43837", - "right": "issue:45027", - "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech tasks/models." + "reason": "Qwen3-ASR and circuitgpt support are different concrete changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model domains." + "reason": "Audio model support and SAM3-LiteText support are unrelated." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio support and Granite SWA+sink are different changes; one is model support, the other is an architectural option." + "reason": "LFM2.5 Audio support and Granite SWA+sink option are not the same change." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "OpenAI weight-sparse transformer and EUPE are unrelated model requests." + "reason": "Weight-sparse transformer support and EUPE model support are unrelated." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech model requests." + "reason": "Qwen3-ASR and Voxtral TTS are different speech models; not one underlying fix." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model additions." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model domains." + "reason": "Qwen3-ASR and DeepSeek-OCR2 support are different model additions." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different Meta/Google model requests with different purposes." + "reason": "EUPE and TIPSv2 are both vision-language related, but they are different models with different architecture requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and a closed personal-name issue are unrelated." + "reason": "ModernVBERT and Mirko Privitera are not related issues." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and a personal-name issue are unrelated." + "reason": "Voxtral TTS and Mirko Privitera are unrelated." } ] }, @@ -19190,7 +19439,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "2f975088240b738faec55763a42075a0601ee2668ab1de67f7b7fe7200faed28", + "prepared_review_unit_hash": "777255869ac0b705a35bcac7b657ff77b5efa0d6b7b92fbb64426900f4a6e1d3", "component_budget": { "node_count": 2, "item_count": 2, @@ -19212,18 +19461,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a documentation request about adding `pruna` as an optimization framework, and the other is a Vision RoPE refactor. No duplicate relationship is supported.", + "summary": "The two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, the other is a Vision RoPE refactor. No duplicate relationship is evident.", "confidence": 0.99, - "canonical_issue_reason": "If a single issue must represent the cluster, issue 46443 is the better representative because it is a concrete code refactor rather than a docs request; however, the pair is not a duplicate cluster.", + "canonical_issue_reason": "If one issue must be treated as the representative item, issue #46443 is the more substantive technical change; issue #38740 is a separate docs request and not the same topic.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the most suitable standalone issue because it describes an actual implementation refactor, whereas issue 38740 is only a documentation addition request.", + "best_issue_reason": "Issue #46443 is the best standalone issue in the set because it describes an actual code refactor, whereas #38740 is a documentation-oriented feature request on an unrelated subject.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and artifact types: a docs request for adding `pruna` versus a Vision RoPE refactor. They do not describe the same underlying bug or change." + "reason": "Different subjects and scopes: a docs request to add Pruna versus a Vision RoPE refactor. They do not describe the same underlying bug or change." } ] }, @@ -19253,12 +19502,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "e5075a69797bcde4ee5af32aaae787ffbd67a4c9b6c9b3eb53ebc515496789ff", + "prepared_review_unit_hash": "47dde66dbca08d53517254010a763b2a634865945502b00a86082e48f5675e55", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -19266,7 +19515,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -19275,18 +19524,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear unrelated: one is about set block decoding mechanics, the other about adding DeepSeek v3.2 support. There is no evidence they describe the same underlying bug or change.", - "confidence": 0.98, + "summary": "These two issues do not look like duplicates: one is about set/block decoding behavior, the other is a request for DeepSeek v3.2 model support. They mention different problems and likely different code paths.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, \"DeepSeek v3.2 support\" is the more concrete feature request, but it is not a duplicate of the block decoding issue.", + "best_issue_reason": "Issue 43037 is the better cluster representative because it is a concrete feature/support request with a clear model-specific target, while 41084 is a separate decoding behavior topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different problem domains with no shared files, targets, or explicit linkage; one concerns decoding behavior, the other model support. They do not look like the same underlying issue." + "reason": "Different underlying subjects: decoding algorithm behavior versus adding DeepSeek v3.2 support. No shared target, files, or concrete code path overlap." } ] }, @@ -19316,40 +19565,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "b1d12d6c466a4d62e69219ff8ab7dc5f941c8f88e3eba4f1f70e406df69a8fb8", + "prepared_review_unit_hash": "e5f2930e706f60e094bcecd97d1078095792b4973f99983dd07669f46b0be773", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "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 two issues are both about tiled/efficient model components, but they target different features and code paths: FLCE/LigerFusedLinearCrossEntropy flag handling in `from_pretrained()` versus integrating TiledMLP for reduced memory. They are not duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 41306 is the more concrete and actionable report, focused on a specific loading/configuration gap for TiledFusedLogitsLoss in `from_pretrained()`.", + "summary": "The two issues are both about memory-oriented model components, but they target different features: one is about adding a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, and the other is about integrating TiledMLP for lower memory use. They do not look like the same underlying request or bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #41306 is the more specific, concrete implementation request around `from_pretrained()` behavior and the FLCE/TiledFusedLogitsLoss path; it is the better single representative for this small cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the better representative because it names a precise component, API surface, and expected behavior, making it easier to triage and resolve than the broader TiledMLP integration request.", + "best_issue_reason": "Issue #41306 is the better anchor because it is more narrowly defined and actionable, whereas #41826 is a broader architectural feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "They concern different mechanisms and fixes: one is about enabling a loss-function flag during model loading, the other about adding TiledMLP for memory reduction. Same general theme, but not the same underlying bug/change." + "reason": "Both mention tiled memory-saving ideas, but they concern different components and different changes: a `from_pretrained()` flag for FLCE vs. integrating TiledMLP. They are not the same bug or change and would not be merged as one." } ] }, @@ -19379,7 +19628,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "69d579f1bde9b2e53a2df7d800eca2806aebb6536ecec240321185786a5d5fc7", + "prepared_review_unit_hash": "42e79ff81d97ceb81234ca2d906feb834676b1ddc81acb3ec67d3fa4fcecbf12", "component_budget": { "node_count": 2, "item_count": 2, @@ -19401,18 +19650,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues share only a loose theme around custom trainers, but they describe different Trainer behaviors: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They should not be deduplicated.", - "confidence": 0.91, - "canonical_issue_reason": "issue #43598 is the broader, more central Trainer customizability request; issue #43600 is a separate FLOPS-estimation concern.", + "summary": "These two closed issues both mention custom trainers, but they target different Trainer behaviors: one is about `remove_unused_column` customization, the other about FLOPS estimation. They are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the better representative issue because it focuses on a core Trainer customization behavior rather than a narrower metrics/estimation edge case.", + "best_issue_reason": "Issue 43598 is the more concrete and self-contained Trainer behavior request, but it should not be treated as a duplicate of 43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but they target different code paths and user problems: unused-column removal vs FLOPS counting. They are not the same underlying bug or change." + "reason": "Different underlying problems: 43598 asks to make `remove_unused_column` more customizable in Trainer, while 43600 asks to account for custom trainers when estimating FLOPS. They may both involve custom trainers, but they do not describe the same bug or change." } ] }, @@ -19442,12 +19691,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "efda7dcd3abfb8c99ad78b19bbac78b0a60ac9591dcefe8141a9d31d4f13cf17", + "prepared_review_unit_hash": "ef985c7f060de5fe1946cdd12bf4869082cbbccf6f5d9fb254a3b079d98db83e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -19455,7 +19704,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -19464,18 +19713,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related at a very high level (both ask for new Qwen model support in auto classes), but they target different model families and different APIs, so they should not be treated as duplicates.", + "summary": "The two issues are related to Qwen model support, but they request different changes: one is broad model registration for Qwen3-Omni, while the other is specific AutoModelForSequenceClassification support for Qwen3.5. They do not look like the same underlying bug or change.", "confidence": 0.91, - "canonical_issue_reason": "Issue #43684 is the broader registration request and is the better anchor if one issue must represent the cluster, but it is still distinct from #44405 rather than a true duplicate.", + "canonical_issue_reason": "Issue #43684 is the broader feature request and better represents the cluster theme of missing Qwen model registration/support.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the more general and reusable request: it asks for AutoModel and AutoModelForConditionalGeneration registration for Qwen3-Omni, which is closer to a canonical tracking issue than the narrower Qwen3.5 sequence-classification request.", + "best_issue_reason": "Issue #43684 is the best single issue to keep as the representative because it covers a more general registration gap rather than a narrow task-specific API addition.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: one is registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, the other is adding AutoModelForSequenceClassification support for Qwen3.5. Same broad subsystem, but not the same bug or mergeable fix." + "reason": "Different model families and different APIs: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification support. These are related in topic but not the same fix." } ] }, @@ -19512,76 +19761,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "4553bcd22152f2b27407144da2bb8ae8b173fd1686c5074d173f236e4ad7b94c", + "prepared_review_unit_hash": "304454bc26b9f3b40f46192320aae0425cdabb53645c5ece3ed84d948bb800de", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues are effectively indistinguishable low-content reports titled \"huggingface \"; the \"Fett\" issue appears separate. Among the huggingface trio, the earliest report is the best canonical candidate.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports, so it is the best anchor for the duplicate cluster.", + "summary": "Three issues are near-identical short reports titled \"huggingface \" and likely duplicate each other; the \"Fett\" issue is unrelated and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43859 is the best canonical among the duplicate cluster because it matches the same title as the other two and has the only discussion activity, making it the most established representative.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43845 is the strongest global issue candidate because it is the first of the repeated identical-title reports and there is no richer signal to prefer another.", + "best_issue_reason": "43859 is the strongest issue representative overall: it is one of the repeated \"huggingface \" reports and has the only visible discussion activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no content evidence tying \"Fett\" to the \"huggingface \" reports." + "reason": "Different titles and no evidence they describe the same underlying issue; \"Fett\" does not match the \"huggingface\" reports." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no content evidence tying \"Fett\" to the \"huggingface \" reports." + "reason": "Different titles and no evidence of a shared bug; this looks unrelated to the repeated \"huggingface\" issues." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no content evidence tying \"Fett\" to the \"huggingface \" reports." + "reason": "Different titles and no substantive overlap beyond generic similarity." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title, near-identical low-content reports, and created one minute apart; likely the same underlying issue." + "reason": "Same short title and essentially indistinguishable issue text; likely duplicate reports of the same underlying issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same title and similarly sparse reporting; likely duplicate instances of the same issue." + "reason": "Same short title and highly similar report content; appears to be the same issue duplicated." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same title, close timing, and no distinguishing details; likely the same underlying issue." + "reason": "Same short title and highly similar report content; appears to be the same issue duplicated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 43835 is the outlier by title, while 43845/43846/43859 are the only identical-title reports with similarly sparse bodies. The canonical choice of 43845 as the earliest of that trio is conservative and supported. The soft-edge accepts are also reasonable given the title match and low-content signals, with no unsupported leap beyond the available metadata." + "feedback": "The conclusions are conservative and supported by the packet: 43845/43846/43859 share the same title and strong soft-similarity, while 43835 has a different title and no clear evidence of being the same issue. Canonical selection of 43859 is reasonable given the only discussion activity." }, "evaluator_used": true, "retried": false, @@ -19619,88 +19868,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "32482ae257a5a9107203e013c27e2634044454120aa2bcb0f171b26d6176e601", + "prepared_review_unit_hash": "6c9e9b28e5b414d2b85a09e8f717a17b96ab0e828407c031e9f81c6c59bdc360", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are low-signal, likely unrelated placeholder/spam issues with no substantive evidence of a shared bug or feature request. No soft duplicates should be merged.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44371 is the earliest and most generic placeholder title, but it is not a strong canonical target because the cluster lacks a real shared problem statement.", + "summary": "All five issues are low-information and appear unrelated spam/vague noise rather than duplicates of a single bug or request. No soft pair shows evidence of the same underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue exists because the cluster does not describe one shared bug or feature request. If forced to anchor the set, #44418 is the least obviously spammy, but it is still too vague to serve as a true duplicate representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 is the least specific and earliest of the spam-like issues, so it is only the best placeholder representative, not a true duplicate anchor.", + "best_issue_reason": "#44418 is the closest thing to a representative issue only because it is a generic documentation-related title rather than obvious spam, but it still lacks enough detail to be a strong canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic '' placeholders, but there is no underlying bug/change to unify." + "reason": "Both are placeholder spam titles with no substantive body; no evidence of the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same placeholder pattern, but these are not substantive duplicate reports." + "reason": "Both are placeholder spam titles with no substantive body; no evidence they describe the same bug or request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Titles are different and there is no shared problem description beyond weak similarity." + "reason": "One is spam and the other is a generic documentation suggestion; too little detail to treat as duplicates." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "No shared technical issue; 'Google LLC' is unrelated to the spam placeholder." + "reason": "A spam placeholder and an unrelated quoted-business title; no shared technical problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation suggestion vs. spam placeholder: not the same underlying issue." + "reason": "Generic documentation enhancement versus spam placeholder; no common underlying change or bug." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation suggestion vs. spam placeholder: not a duplicate pair." + "reason": "Generic documentation enhancement versus spam placeholder; not the same issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Identical spam titles, but they do not describe a concrete mergeable bug or change." + "reason": "Both are spam placeholders, but there is no content to establish a shared underlying bug or task." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No common issue content; one is spam, the other is an unrelated named topic." + "reason": "Spam placeholder and unrelated business-name title; no duplicate relationship." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No common issue content; one is spam, the other is an unrelated named topic." + "reason": "Spam placeholder and unrelated business-name title; no duplicate relationship." } ] }, @@ -19730,12 +19979,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "f4da3f585eb1084379aaac9e6fe218cb5efac4ab97a2fbdcb84c44ea125472ef", + "prepared_review_unit_hash": "c02c358be5ce5f1b3e6cb0f0df4faaeb20596519a6ab96a4c78a4cb440fafb3b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -19743,7 +19992,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -19752,24 +20001,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues look like a likely duplicate pair: they have the same title, similar body sizes, and moderate soft-similarity, but the evidence is not strong enough to call them near-identical with high confidence. No PRs are involved.", + "summary": "These two closed issues have identical titles and a soft-similarity signal, so they are plausible duplicates, but the packet does not provide enough body evidence to call them the same report with high confidence.", "confidence": 0.79, - "canonical_issue_reason": "Issue #45145 is the better canonical because it was created first and already has an inbound reference, so it is the more established thread.", + "canonical_issue_reason": "#45145 is the best canonical issue candidate because it was created first and has the only inbound reference, while matching #45151 on title.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the strongest representative of the cluster for the same reason: earlier creation and existing reference activity.", + "best_issue_reason": "#45145 is the strongest issue to keep as the cluster representative due to earliest creation and the inbound reference; no other distinguishing metadata is available.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "Same title and moderate soft-similarity suggest a likely duplicate, but the evidence is not strong enough to confirm the same underlying issue. With only Jaccard 0.63, similar body length, and no explicit links or shared targets, this should stay conservative." + "reason": "Reject: the packet supports identical titles plus soft similarity, but it does not show the bodies are nearly identical or otherwise confirm the same underlying issue. Keep this as a conservative possible/likely duplicate rather than a confirmed duplicate." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical-selection rationale is grounded (issue #45145 was created earlier and has an inbound reference), but the cluster summary and soft-edge verdict are a bit too strong for the evidence. We only have identical titles plus soft-similarity/Jaccard 0.63 and similar body lengths, which supports a likely duplicate but not confidently a \"near-identical\" or definitively same underlying issue. Please soften the wording and keep the verdict conservative." + "feedback": "Reject: the packet supports identical titles and a soft-similarity link, but it does not show the bodies are \"nearly identical\" or that #45145 has \"likely body content\" matching #45151. The duplicate verdict should stay conservative (e.g., possible/likely duplicate based on title + soft similarity), not state stronger evidence than the packet provides." }, "evaluator_used": true, "retried": true, @@ -19850,7 +20099,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "ae5adbbf6ccb2b0d596567cf565d58b4aa0f02bfea6a29c0e6f288a609f988ee", + "prepared_review_unit_hash": "a6eab40591b44105648078cda4844157e9c734bb22e1711193daff42dae21b21", "component_budget": { "node_count": 2, "item_count": 2, @@ -19872,18 +20121,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to 4-bit inference regressions, but they describe different failure modes and likely different fixes: one is a torch.finfo()/uint8 path in Gemma4 audio modules, the other is a BitsAndBytesConfig skip-module interaction that drops the default lm_head exclusion and triggers an AssertionError.", + "summary": "These two closed issues are related only at a very broad level (4-bit inference) but describe different bugs: one is a Gemma4 audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig lm_head exclusion regression causing an AssertionError. They should not be deduplicated.", "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the more general and clearly described 4-bit inference regression, but it is not a duplicate of 45672 because the root cause and failing code path differ.", + "best_issue_reason": "Issue #45674 is the clearer, more general regression report: it names the specific config behavior, the failure mode, and the affected 4-bit inference path. #45672 is narrower and model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different bugs: 45672 is a torch.finfo TypeError on uint8 weights in Gemma4 audio modules; 45674 is a BitsAndBytesConfig skip-module bug that removes the default lm_head exclusion and causes an AssertionError. Same broad area, not the same underlying defect." + "reason": "Different underlying bugs and different failure mechanisms: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module exclusion behavior. Similar subsystem, but not the same code-path problem." } ] }, @@ -19913,40 +20162,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "e6c47a131ec34fc98fa7d01746135dd745bb49b4d6e9b001d9dc0db8b171c3a9", + "prepared_review_unit_hash": "cb5ee10049e5e94633c77ef5f65f6ed9343588ed85a861fc6b31b4b30f2069ca", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "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 cluster contains two unrelated closed issues with different person names and different dates; there is no evidence they describe the same underlying problem or request.", - "confidence": 0.97, - "canonical_issue_reason": "Neither issue has any body, references, or shared targets/filenames; the titles refer to different names and dates, so there is no clear canonical duplicate pair.", + "summary": "The two closed issues are not convincing duplicates: they have different personal-name titles and different dates, with no body text, links, or shared targets to indicate the same underlying problem.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the artifacts appear to describe different people/records rather than one shared bug or task, and there is no supporting context tying them together.", "canonical_pr_reason": null, - "best_issue_reason": "Both issues are equally sparse, but issue #45762 is marginally a better canonical placeholder only because it appears first; there is no substantive basis to prefer it.", + "best_issue_reason": "Neither issue is a strong canonical candidate because there is no evidence they belong to the same underlying issue cluster; both are sparse, standalone reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles identify different people and different dates, and there is no supporting discussion or metadata tying them to the same bug or change." + "reason": "Reject: the titles reference different names and different birth dates, and there is no additional metadata suggesting a single shared issue." } ] }, @@ -19976,40 +20225,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "50d5e79d5ce959435080f868ebbc0b3a4c15a5c235cbcac1ede8082c0495605e", + "prepared_review_unit_hash": "73196cc479ba2b1e04905482b5c7601a45f5313d14f6490bf9f8c8d99b6e03fd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not look like duplicates or part of the same technical problem; they appear to be unrelated name/date entries.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue candidate: the issues are unrelated and do not describe the same bug or request.", + "summary": "These two issues are not duplicates; they are separate one-line reports with different names and dates and no shared technical context.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #45764 is the better placeholder canonical only by being the earlier of two similarly sparse, unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good representative for the cluster because there is no coherent shared technical topic.", + "best_issue_reason": "#45764 is marginally preferable as the representative issue because it is earlier, but neither issue provides enough substance to be a strong canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles are different personal-name/date strings with no shared technical context, so they do not appear to be the same underlying issue." + "reason": "Different subject names and different dates; no evidence they describe the same underlying problem or request." } ] }, @@ -20039,40 +20288,40 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "652ec25c436609ca5749939274f16b52ebc135640e20d57f9933be63eb929fd7", + "prepared_review_unit_hash": "8cc215b1e5e4142738c9c098ccf85e596a07cfc2074ba9eb9cfae9a3e08e51c4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1540, - "estimated_input_tokens": 385, - "estimated_eval_tokens": 1026 + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1540, - "estimated_input_tokens": 385, - "estimated_eval_tokens": 1026 + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one requests a Qwen3_5 token-classification model for value-model use, while the other asks for FP8 training support. They concern different features and code paths.", + "summary": "These two issues are not duplicates. One requests a new Qwen3_5 token-classification/value-model class, while the other requests FP8 training support; they concern different features and code paths.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "issue:46295 is the broader, more externally referenced request, but it is not actually a duplicate of issue:45810.", "canonical_pr_reason": null, - "best_issue_reason": "issue #45810 is the more concrete and actionable request; #46295 is broader and more general.", + "best_issue_reason": "issue:46295 is the more general/high-impact feature request in the cluster, though the cluster does not represent a single underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: model-class support for token classification vs FP8 training support. No shared bug/change target." + "reason": "Different asks: model-class addition for token classification vs FP8 training support. No shared code path or concrete duplicate behavior." } ] }, @@ -20112,7 +20361,7 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "bd7ee2424c837fa074de051476e5f92cfba4b1b748ba0528bb977c7aec02e9ed", + "prepared_review_unit_hash": "fc65fc122f1271fb23544a5255eb0d5155db611c32f545c160a7581f36584e68", "component_budget": { "node_count": 5, "item_count": 5, @@ -20134,66 +20383,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two exact duplicate issue pairs stand out: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset-promo post and is not the same underlying request. The example-request pair and the scraping-service pair are related only by theme ('financial time series') but describe different artifacts and should not be merged.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue for the full set; the data splits into two separate exact-duplicate pairs (45870/45871 and 45872/45873) plus an unrelated dataset announcement (45869).", + "summary": "The items split into two exact-duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by domain and should not be merged with either pair.", + "confidence": 0.94, + "canonical_issue_reason": "There is no single canonical issue for the whole set because the cluster contains two separate duplicate topics. If one representative must be chosen, 45870 is a clean anchor for the first exact-duplicate pair because it is the earliest instance of that title/body.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be chosen as the best representative, 45870 is a reasonable pick because it is the earlier half of an exact duplicate pair and has the clearest concrete example-request title.", + "best_issue_reason": "45870 is the best single issue representative among these items, but only for its own duplicate pair; 45872 is equally canonical for the other pair. Neither should absorb 45869.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Dataset/sample promo vs example/tutorial request; same broad finance theme, but not the same underlying issue." + "reason": "Same broad financial/data theme, but 45869 is a dataset bundle promotion while 45870 is an example about time-series prediction. Not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Dataset/sample promo vs the duplicate example request; unrelated artifact types and goals." + "reason": "Same as above: related topic, different artifact type and intent; not a duplicate." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and substantially the same body; clear duplicate pair." + "reason": "Exact duplicate pair: identical title and essentially identical body length/content, describing the same example request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series, but one is an example request and the other is a scraping-service request; different underlying change." + "reason": "Both are financial/DataForge themed, but one is an example request and the other is a scraping-service feature idea. Different concrete change/request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different concrete request: example/tutorial vs scraping service integration; not mergeable as one issue." + "reason": "Different feature/request than the example-prediction issue; only the general domain overlaps." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same as 45870/45872: shared theme only, but distinct requested outcomes." + "reason": "Same mismatch as 45870 vs 45872: overlapping domain, different underlying request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same as 45870/45873: not the same bug or change, just a related topic." + "reason": "Same mismatch as 45870 vs 45873: not the same bug or change." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and substantially the same body; clear duplicate pair." + "reason": "Exact duplicate pair: identical title and body size, clearly the same financial time-series + scraping service request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The two high-similarity pairs are treated as duplicates only where the evidence is strongest (45870/45871 and 45872/45873), and the cross-pair links are correctly rejected as related-only. 45869 is also reasonably separated as a different dataset-style post rather than the same request." + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are supported as duplicate pairs by identical titles, matching body lengths, and jaccard 1.0, while 45869 is only soft-related. The soft-edge verdicts are conservative and do not overclaim evidence." }, "evaluator_used": true, "retried": false, @@ -20220,49 +20469,46 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "9d41aa86d52b0698d6f13a4744065c9f1fa0fcec45ac40579313dc41a23afb40", + "prepared_review_unit_hash": "5626fb86b622ac57fc3414d36ada403f6ac283a373e52816fdcee23c9e23d857", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related at the theme level (`cache_implementation=\"static\"` / `linear_attention`), but the packet does not establish a shared root cause. One reports wrong-shape corruption during `early_initialization`, the other a model-specific `KeyError` on Qwen3.5, so they should be clustered cautiously rather than treated as the same defect.", - "confidence": 0.43, - "canonical_issue_reason": "Issue #46439 is the better canonical issue because it is broader and more root-cause-oriented in its wording, covering the static-cache `early_initialization` path and the linear-attention breakage without being tied to one model.", + "summary": "Both issues concern static cache handling around `linear_attention`, but they surface as different failures: one is an `early_initialization` shape corruption / `RuntimeError`, the other is a Qwen3.5 `KeyError: 'linear_attention'`. Related area, not clearly the same underlying bug.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying mechanism more directly (`early_initialization` corrupting linear-attention layer shapes) rather than a single model-specific crash symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46439 is the strongest representative for the cluster since it describes the more general failure mode, while #46441 reads as a narrower manifestation on a specific model and cache setting.", + "best_issue_reason": "Issue 46439 is the strongest representative of the cluster since it points to the likely root cause in static-cache initialization, making it more generally useful for deduping related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Reject as a same-bug match: the overlap is only the static-cache/linear_attention context, and the packet does not show a common root cause or a clearly shared fix path." + "reason": "They are closely related, but the reports describe different concrete failures (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). Not enough evidence they are the same underlying bug or that one fix would plausibly cover both." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The similarity is grounded only in the shared static-cache/linear_attention theme, but the packet does not establish a common root cause or a registry/early_initialization bug. The summary and canonicalization language go a bit too far beyond the titles, so the soft-edge accept should be more tentative rather than asserting the same underlying bug class." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -20286,7 +20532,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "20cab18958af5d5eab95ce91f3f947dc4ee4e6593fc8188b772d0553e3ba0be2", + "prepared_review_unit_hash": "c5d2a2c27ab23690c14a27b4b47cca5b932b2d92b39d15673bc3b09b91f23bcc", "component_budget": { "node_count": 2, "item_count": 2, @@ -20308,27 +20554,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are duplicate issues with identical titles and matching descriptions about Wav2Vec2CTCTokenizer v5 incorrectly treating the word delimiter as a special token. The open issue is the better canonical tracker.", - "confidence": 0.99, - "canonical_issue_reason": "Prefer issue #46552 because it is open and already has inbound references, making it the more active tracker for the same bug; #46551 appears to be the older closed duplicate.", + "summary": "#46552 is the better canonical issue because it is open and appears near-identical to the closed report #46551; the pair looks like a likely duplicate rather than a separately scoped bug.", + "confidence": 0.95, + "canonical_issue_reason": "#46552 is open and current, and it matches the closed report in title and apparent scope, so it is the best canonical issue to keep active.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 is the best issue to keep because it is open, currently referenced, and describes the exact same problem as #46551.", + "best_issue_reason": "#46552 is the best issue because it is the active report and the strongest representative of this likely duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same underlying tokenizer bug; the descriptions match and there is no meaningful distinction beyond open vs closed state." + "reason": "Identical titles, identical body length, and perfect soft-similarity make these look like a near-duplicate pair / likely same underlying bug, though the packet does not expose full bodies or an explicit duplicate link." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both issues have identical titles and matching body length, and issue #46552 is open with inbound references while #46551 is closed. The soft-edge verdict is conservative and supported by the evidence." + "accept": false, + "feedback": "The canonical issue choice is grounded (#46552 is open and has the stronger current signal), but the duplicate verdict is too strong for the evidence shown. The packet only gives identical titles, identical body length, and soft-similarity/jaccard 1.0; it does not expose the issue bodies or any explicit duplicate linkage. Please downgrade the soft-edge language from an absolute duplicate/exact same issue to a conservative 'likely duplicate' or 'near-identical' characterization." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20352,7 +20598,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "9f10787b81e226d70eccb0f94704ee017538d1b642809e16f5f5079fe0231c37", + "prepared_review_unit_hash": "e0fbc28f2d52f9f025d7789e24922cb8a58de7de4463480545c73c75d6373bcb", "component_budget": { "node_count": 2, "item_count": 2, @@ -20374,18 +20620,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports an out-of-memory failure after several epochs in RT-DETR v2. They describe different failure modes and likely different root causes.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits because the reports are about different symptoms and different code paths.", + "summary": "These two issues describe different training failures: one is a tensor size mismatch during object-detection training, the other is an out-of-memory crash after several epochs in RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #46657 is the clearer anchor if one must be chosen: it reports a concrete tensor-shape mismatch, while #46692 is a separate OOM symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46657 is the more general training-bug report, but it still does not subsume 46692; the latter is a distinct RT-DETR v2 OOM problem.", + "best_issue_reason": "#46657 is the better representative issue because it is more specific and actionable; #46692 appears to be a distinct memory-pressure problem rather than the same defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different bugs: tensor size mismatch vs memory exhaustion after epochs. They are not the same underlying issue." + "reason": "Different failure modes and likely different root causes: tensor size mismatch vs. out-of-memory after epochs. They are not the same underlying bug." } ] }, @@ -20415,7 +20661,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "d12d19e1f71b18f102de502235631b8061e3191a5e1b1aef1924731b88e46266", + "prepared_review_unit_hash": "7566cadd844ffc6163ff2aa36d98fc7b17326925bbb3abce5769748651ef9d94", "component_budget": { "node_count": 2, "item_count": 2, @@ -20437,18 +20683,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two superficially similar but distinct bug reports about model loading/dispatch, not duplicates: one is a ZeRO-3 zero.Init partitioning/OOM problem for a composite multimodal submodule, the other is a 4-bit device_map/max_memory dispatch-to-CPU ValueError.", - "confidence": 0.93, + "summary": "The two issues describe different model-loading failures in different code paths: ZeRO-3 zero.Init partitioning for a composite submodule vs 4-bit auto device mapping incorrectly sending modules to CPU. They are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue stands out because the reports describe different code paths and failure modes; if one must be picked as the cluster representative, 46822 is slightly more concrete about the affected submodule and OOM symptom.", + "best_issue_reason": "Issue 46822 is slightly more central as it describes a concrete multi-GPU OOM regression with a clear subsystem and failure mode; however, it is not a duplicate of 46823.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Both concern loading/dispatch, but the underlying bugs differ: ZeRO-3 zero.Init fails to partition a composite submodule causing OOM, while 4-bit device_map='auto' with max_memory incorrectly sends modules to CPU and raises ValueError. They do not look like the same fixable defect." + "reason": "Different underlying bugs and code paths: ZeRO-3 zero.Init partitioning/OOM for a composite submodule vs 4-bit load_in_4bit + device_map='auto' + max_memory incorrectly dispatching to CPU. They are not plausibly the same fix." } ] }, @@ -20478,12 +20724,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "6d7039d86631c2ce089ba668a87c58747cf5e74dcaf552d61cf68118924cb2c1", + "prepared_review_unit_hash": "7db12c88903d51dc188bec0055bd9d00b9ad930e458ec64f533d0160cdc27e04", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7223, + "serialized_chars": 7224, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -20491,7 +20737,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7223, + "serialized_chars": 7224, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -20500,18 +20746,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice implementation PRs, but they target different scopes: the first adds the base VibeVoice model/docs, while the second adds VibeVoice Realtime plus an acoustic tokenizer and extra generation/auto-processing plumbing. They overlap in shared model files, but are not the same concrete change set.", - "confidence": 0.88, + "summary": "These are related VibeVoice model PRs, but they do not look like duplicates: one is the base VibeVoice integration, the other adds VibeVoice Realtime plus an acoustic tokenizer and generation-path changes.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42781 is the broader, newer VibeVoice deliverable and includes the base VibeVoice code plus realtime/tokenizer support, so it is the better representative PR for this cluster.", + "canonical_pr_reason": "PR #40546 is the more canonical VibeVoice integration: it is a non-draft, heavily reviewed PR that introduces the core model, docs, auto-mappings, and tests. PR #42781 is a separate, narrower follow-up focused on realtime behavior and the acoustic tokenizer.", "best_issue_reason": null, - "best_pr_reason": "PR #42781 is the strongest representative of the VibeVoice work because it bundles the main model integration with the additional realtime path and supporting components; #40546 is a narrower precursor implementation.", + "best_pr_reason": "PR #40546 is the best representative of the cluster because it is the original, broader, and more merge-ready implementation of VibeVoice. PR #42781 appears to be an extension rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice files alone are not enough: #40546 implements the base model, while #42781 adds realtime-specific functionality and an acoustic tokenizer with extra auto/generation changes. They are related but not the same fix and would not plausibly be merged as one PR." + "reason": "Shared VibeVoice files reflect the same subsystem, but the PRs target different changes: base VibeVoice integration versus VibeVoice Realtime/acoustic tokenizer work. They are not the same concrete code-path fix and would not be merged as one PR." } ] }, @@ -20541,12 +20787,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "4cbfc830f0de97c5b90d2ca4443a3a0053513ffd8c65a789e96f06cfe8ac8f15", + "prepared_review_unit_hash": "db0d93e2b2defce21f35013438f888d0b8735c6d6242323b551fcdbe4a0fbe14", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20554,7 +20800,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20563,18 +20809,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated: one adds TimesFM forecasting with covariates, the other adds DINOv3 image-classification support. They do not share the same underlying bug or code change, so this is not a duplicate cluster.", - "confidence": 0.99, + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image-classification support. They should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different codepaths, different models, and different user-facing features, so there is no single duplicate/representative change here.", "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the more self-contained feature addition, but it is still unrelated to PR #40755 and should not be treated as the canonical representative of a duplicate set.", + "best_pr_reason": "No best PR for the cluster; neither PR is a duplicate or substitute for the other. If forced to pick a standalone representative, 41224 is narrower, but it is not a canonical choice for this cluster.", "soft_edge_verdicts": [ { - "left": "[TimesFM] Add support for forecasting with covariates", - "right": "Add DINOv3ViTForImageClassification support", + "left": "pull_request:40755", + "right": "pull_request:41224", "accept": false, - "reason": "Different models, different code paths, and different feature areas; no evidence they fix the same underlying issue or could be merged into one PR." + "reason": "Reject: TimesFM covariate forecasting and DINOv3 image classification are unrelated features in different subsystems, with no shared concrete bug or mergeable code-path fix." } ] }, @@ -20703,179 +20949,188 @@ "pull_request:44827|pull_request:45655", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "ec35b27e7bdf8b56ce31f353a4206af9d28d2ba6fc9b69c29700eaef8cf16683", + "prepared_review_unit_hash": "f294c1eb31246613264085fe396e370f841f07a5311e3cba79f99a96e5eb0866", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 24, - "serialized_chars": 40996, - "estimated_input_tokens": 10249, - "estimated_eval_tokens": 20754 + "serialized_chars": 40998, + "estimated_input_tokens": 10250, + "estimated_eval_tokens": 20756 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 24, - "serialized_chars": 40996, - "estimated_input_tokens": 10249, - "estimated_eval_tokens": 20754 + "serialized_chars": 40998, + "estimated_input_tokens": 10250, + "estimated_eval_tokens": 20756 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs, with one likely duplicate pair around `fixed_cross_entropy` kwargs handling. I would keep `pull_request:43251` as the canonical representative for that duplicate fix and reject the rest as separate changes.", + "summary": "This cluster is mostly heterogeneous: unrelated model additions, refactors, and bugfixes were grouped by weak similarity. The only clear duplicate pair is the two `fixed_cross_entropy` PRs, which target the same concrete bug in `src/transformers/loss/loss_utils.py`.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:43251` is the clearest representative of the only real duplicate pair in the set: it directly targets issue 43240 and fixes `fixed_cross_entropy` by forwarding the missing `cross_entropy` kwargs in `loss_utils.py`.", + "canonical_pr_reason": "PR 43251 is the clearest representative of the real duplicate pair: it directly fixes `fixed_cross_entropy` to forward supported `cross_entropy` kwargs, has an explicit issue link, and is the more complete version of the same change.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43251` is the best PR anchor for the cluster because it is the most issue-linked and concrete fix among the near-duplicates; `43254` is essentially the same change but less directly anchored, while the remaining PRs are unrelated.", + "best_pr_reason": "PR 43251 is the best global representative because it addresses a concrete bug with a focused code-path fix in one file and is the strongest match among the candidates; the companion PR 43254 is essentially the same patch.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer method additions vs adding MobileLLM; different components and no shared bug/change." + "reason": "Different features: Mistral tokenizer method additions vs. adding the MobileLLM model. No shared code path or bug." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API gap fix vs ExecuTorch dynamic-shape test; unrelated changes." + "reason": "Tokenizer API additions and executorch export tests are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs a new model addition; not the same underlying change." + "reason": "Processor auto-loading robustness is unrelated to adding a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:46819", "accept": false, - "reason": "`fixed_cross_entropy` kwargs forwarding vs beam-search cache reordering; different code paths and bugs." + "reason": "Different bugs in different subsystems: loss kwargs forwarding vs. beam-search cache reordering." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss utility fix and MobileLLM model add are unrelated." + "reason": "Loss-function kwargs fix and MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy kwargs fix vs Mistral4 test/model work; unrelated." + "reason": "Cross-entropy kwargs handling is unrelated to Mistral4 test/model fixes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export test vs Mistral4 fixes; not the same underlying bug/change." + "reason": "Executorch dynamic-shape export testing does not overlap with Mistral4 test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export test vs model addition; unrelated." + "reason": "Different areas: exportability testing vs. new model addition." }, { "left": "pull_request:43823", "right": "pull_request:46819", "accept": false, - "reason": "MobileLLM model addition vs beam-search cache fix; no common code-path problem." + "reason": "MobileLLM model addition and Mamba beam-search fix are not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model support vs `cls.config` resolution order fix; unrelated." + "reason": "New model addition vs. `cls.config` resolution ordering fix; no shared bug." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon output-collection refactor; different feature areas." + "reason": "MobileLLM model addition and Falcon output-interface refactor are different changes." }, { "left": "pull_request:43989", "right": "pull_request:46819", "accept": false, - "reason": "Auto video processor lookup fix vs beam-search cache handling; unrelated bugs." + "reason": "Auto video-processor lookup fix and beam-search cache fix are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:46819", "accept": false, - "reason": "Falcon refactor vs beam-search cache reordering; not mergeable as one fix." + "reason": "Falcon refactor for standardized outputs is not the same as fixing beam-search cache handling." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Model refactor vs model-creation skill content; unrelated." + "reason": "Model output refactor and model-creation skill/docs content are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor vs Mistral4 test fixes; different subsystems." + "reason": "Falcon output refactor and Mistral4 test/model fixes do not address the same bug." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model fixes vs `layrnorm` mapping rename; separate model families and fixes." + "reason": "Mistral4 test fixes are unrelated to the `layrnorm`\u2192`layernorm` rename across CLIP-like models." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes vs chat response parsing update; unrelated." + "reason": "Mistral4 fixes and chat-response parsing updates are different features." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes vs TDT loss kernel addition; different features." + "reason": "Mistral4 tests and TDT loss kernel integration are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46819", "accept": false, - "reason": "Mistral4 test fixes vs beam-search cache fix; unrelated." + "reason": "Mistral4 test/model work and beam-search cache handling are different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes vs model-creation skill; completely different purpose." + "reason": "Mistral4 fixes and model-creation skill/docs are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs AI skill/doc scaffolding; unrelated." + "reason": "Adding MobileLLM and introducing a model-creation skill are not the same artifact." }, { "left": "pull_request:45655", "right": "pull_request:46819", "accept": false, - "reason": "`cls.config` resolution order fix vs beam-search cache reordering; different code paths." + "reason": "`cls.config` resolution ordering and beam-search cache reordering are unrelated bugs." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model work vs `cls.config` resolution fix; no underlying bug overlap." + "reason": "Mistral4 test fixes and config-resolution ordering fixes are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same concrete bug in `fixed_cross_entropy`: forwarding supported kwargs (`weight`, `label_smoothing`) to `nn.functional.cross_entropy` in the same file, and they could be merged into one patch." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it identifies the heterogeneous cluster correctly, and the only accepted pair (43251/43254) is clearly the same `fixed_cross_entropy` bugfix in the same file with shared issue target 43240. The reject verdicts are conservative and do not overstate mergeability." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20898,7 +21153,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "a031358726f6d92155050c1a671c98f8230885c97ead982f50abbadc9f3285dd", + "prepared_review_unit_hash": "4b86a175a9aed221e9838f188577a0486ee7a6fe11f0ff783d407a3b932cfa38", "component_budget": { "node_count": 2, "item_count": 2, @@ -20920,18 +21175,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are GitHub Actions dependency bump/maintenance changes, but they target different action families and different motivations, so they are not duplicates of the same underlying change.", - "confidence": 0.93, + "summary": "Both items are unrelated GitHub Actions dependency upgrade PRs that touch overlapping workflow files, but they target different action families and different motivations. The overlap is too broad to treat them as the same change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader and more clearly scoped workflow maintenance change, upgrading multiple GitHub Actions across many workflows for Node 24 compatibility.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the more clearly scoped workflow-tooling upgrade with an explicit compatibility goal (Node 24) and broader action-version updates across many workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative if one PR must anchor the cluster because it covers the widest set of workflow-action updates and has a specific compatibility goal.", + "best_pr_reason": "PR 42975 is the best overall PR candidate since its title and diff most directly describe the cluster\u2019s common theme of GitHub Actions maintenance, while PR 42976 is narrower and centered on docker/build-push-action bumps.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They are both workflow dependency upgrades, but 42975 is about GitHub Actions version bumps for Node 24 compatibility, while 42976 upgrades Docker build actions to latest versions; different action types, different workflows, and not the same concrete bug or change." + "reason": "They are both workflow dependency upgrades, but not the same underlying change: 42975 is about updating multiple GitHub Actions for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and a few related workflow actions. Shared files alone are not enough to merge them." } ] }, @@ -20977,12 +21232,12 @@ "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "4c6a4c05fca73ef77ff365870dcf138ceab3f85e40e56d6b745f1f4a170502a7", + "prepared_review_unit_hash": "d6db26ed311018850e33c968451da2f75887b3328c98722593fb8f87d5cc5373", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24699, + "serialized_chars": 24698, "estimated_input_tokens": 6175, "estimated_eval_tokens": 12606 }, @@ -20990,7 +21245,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24699, + "serialized_chars": 24698, "estimated_input_tokens": 6175, "estimated_eval_tokens": 12606 }, @@ -20999,84 +21254,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: four separate model-addition PRs plus one distributed-config PR. The only mildly related pair is the Step3p7/Step_3_7_flash work, but they target different code paths and should not be merged as duplicates.", - "confidence": 0.93, + "summary": "No duplicate cluster emerged here: most items are separate model-addition PRs, and the distributed-config PR is unrelated. The only close pair is the Step3p7 Flash model PR and its WIP companion, but they are different deliverables rather than the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the items span unrelated model integrations and infra changes, so no single PR safely subsumes the others.", + "canonical_pr_reason": "PR 46562 is the best representative anchor because it is the main library-facing Step3p7 Flash integration with model code, docs, and tests; the nearby WIP PR 46658 is auxiliary conversion/demo work, not the same change.", "best_issue_reason": null, - "best_pr_reason": "No PR is globally suitable as a duplicate representative; at best, one of the larger model-addition PRs could serve as a topic anchor, but none is a true duplicate match for the rest.", + "best_pr_reason": "46562 is the strongest standalone PR in the set: it adds a complete model implementation rather than just docs, packaging, or infrastructure.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families and code paths: ViT NEPA vs Molmo." + "reason": "Different model families: ViT NEPA vs Molmo. They share only generic transformer registry/docs files, not the same bug or feature." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families: ViT NEPA vs Molmo2." + "reason": "Different model families: ViT NEPA vs Molmo2. Shared auto/docs plumbing is too broad to indicate one underlying change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different domains and implementations: vision model add vs time-series CTSM." + "reason": "Unrelated model additions: ViT NEPA vs CTSM. No shared concrete code path or duplicate fix." }, { "left": "pull_request:42978", "right": "pull_request:46705", "accept": false, - "reason": "Model addition PR vs distributed configuration infrastructure change." + "reason": "ViT NEPA model addition is unrelated to the distributed configuration PR; no common code-path issue." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Related naming, but distinct models and separate implementations: Molmo vs Molmo2." + "reason": "Molmo and Molmo2 are distinct model ports with different files and functionality; same broad area, but not the same change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Different architectures and tasks: Molmo vs CTSM." + "reason": "Molmo vs CTSM are separate model integrations; shared registry/docs edits are incidental." }, { "left": "pull_request:43448", "right": "pull_request:46705", "accept": false, - "reason": "Different scope: model integration vs distributed config plumbing." + "reason": "Molmo model integration is unrelated to distributed config work." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Different model families and tasks: Molmo2 vs CTSM." + "reason": "Molmo2 and CTSM are different model additions with no overlapping concrete bug or feature." }, { "left": "pull_request:43451", "right": "pull_request:46705", "accept": false, - "reason": "Different scope: model integration vs distributed config plumbing." + "reason": "Molmo2 model integration is unrelated to distributed config work." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "Both are model additions, but they target different products/code paths: CTSM vs Step3p7 Flash." + "reason": "CTSM and Step3p7 Flash are different model ports; shared auto-mapping/docs maintenance is too generic to merge as duplicates." }, { "left": "pull_request:45490", "right": "pull_request:46705", "accept": false, - "reason": "Different scope: time-series model addition vs distributed config infrastructure." + "reason": "CTSM model integration is unrelated to distributed configuration changes." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": false, - "reason": "Same broad family, but not the same concrete change: one adds the Step3p7 model, the other is a separate WIP Step 3 7 Flash script/mini-model effort." + "reason": "Related model family, but not the same underlying change: 46562 is the actual Step3p7 Flash library integration, while 46658 is WIP scripts/mini-model/conversion tooling. They would not cleanly merge into one PR." } ] }, @@ -21125,118 +21380,118 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "01fb16fea64b647191074a0b5f38915ab1ab7ec01478748ca58814ca634308f5", + "prepared_review_unit_hash": "34b79026f86d53e07369744341069bb8dba3a5ef2669f3edd2618b1a0b45fe21", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23162, - "estimated_input_tokens": 5791, - "estimated_eval_tokens": 11838 + "serialized_chars": 23153, + "estimated_input_tokens": 5789, + "estimated_eval_tokens": 11834 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23162, - "estimated_input_tokens": 5791, - "estimated_eval_tokens": 11838 + "serialized_chars": 23153, + "estimated_input_tokens": 5789, + "estimated_eval_tokens": 11834 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated PRs: Whisper tokenizer/tests, tie_weights compatibility, dummy vision test assertions, FP8 dequant work, doctest/typo cleanup, CI infra, and generation-config fixes. The overlaps are only superficial, so none of the soft edges look like true duplicates.", - "confidence": 0.92, + "summary": "These PRs only look superficially similar from generic titles or a few overlapping files, but they target different bugs/changes: Whisper decoding/tests, tie_weights backward compatibility, broken model tests, FP8 dequantization, doctest cleanup, generation watermarking validation, CI infra, and typo fixes. No pair looks like the same concrete change, so no duplicate soft edge should be accepted.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for duplicate-triage purposes; the cluster is heterogeneous. If one must be chosen as the best anchor, PR 46380 is the most substantive standalone runtime fix, but it is not a duplicate of the others.", + "canonical_pr_reason": "No single canonical PR: the cluster is heterogeneous and does not center on one underlying bug or change, so none of the PRs should be treated as the duplicate target for the others.", "best_issue_reason": null, - "best_pr_reason": "PR 46380 is the strongest standalone bug-fix candidate: it changes generation config validation/runtime behavior in a concrete code path, unlike the mostly test/doc/typo-only PRs.", + "best_pr_reason": "No globally best PR for deduplication: even the broadest PRs here (e.g. generation/CI/typo cleanup) address distinct problems and do not subsume the rest.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test fix vs. dummy assertion changes in CLIP/ViT tests; different bugs and code paths." + "reason": "Whisper tokenizer/test fix vs unrelated CLIP/ViT test assertions; not the same bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode logic vs. FP8 dequant/core loading changes; unrelated subsystems." + "reason": "Whisper decode/test work is unrelated to FP8 dequantization in model loading/integration code." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer fix vs. generation-config/Whisper validation fix; too broad and not the same underlying bug." + "reason": "Whisper decode tests vs generation watermarking validation and broader generation changes; different code paths." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compatibility alias for tie_weights vs. broad typo cleanup; different change types and no shared bug." + "reason": "tie_weights backward-compatibility shim is unrelated to the broad typo cleanup PR." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Intentional failing test edits vs. Phimoe CI/integration-test infrastructure; not the same issue." + "reason": "Failing CLIP/ViT test edits are not the same as the Phimoe integration test/CI memory-limit fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Dummy test assertions vs. FP8 dequant fix; unrelated artifacts." + "reason": "Generic test assertions in CLIP/ViT do not match the FP8 dequant fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Dummy test assertions vs. generation-validation/runtime fix; no common concrete bug." + "reason": "Different areas: model test placeholders vs generation config/watermarking and Whisper generation code." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Dummy test assertions vs. typo/doc cleanup across many code files; not duplicate work." + "reason": "CLIP/ViT test edits are unrelated to broad typo/code cleanup across many modules." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/model-loading fix vs. Phimoe CI memory/device-map setup; different problems." + "reason": "FP8 dequantization logic and Phimoe integration CI fix are different problems." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Both touch some shared utilities, but one is FP8 dequantization and the other is generation-config validation; not the same bug." + "reason": "Both touch generation-related code in places, but one is FP8 dequantization and the other is watermarking/config validation; not the same fix." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "Concrete dequant fix vs. typo cleanup PR; no overlap in underlying change." + "reason": "FP8 dequant/model-loading changes are unrelated to typo fixes spread across many files." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest formatting updates vs. general typo cleanup in code; similar surface area only, not same change." + "reason": "Doctest/documentation cleanup is not the same underlying change as code typo fixes." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config/Whisper runtime fix vs. Phimoe test-job infrastructure; unrelated." + "reason": "Generation watermarking/Whisper changes do not match the Phimoe integration test and CI environment fix." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Generation validation/runtime fix vs. broad typo cleanup; not a duplicate or same bug family." + "reason": "Generation watermarking validation is a concrete bug fix; the other PR is broad typo cleanup, so they are not duplicates." } ] }, @@ -21269,7 +21524,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "9b33a20f3e739f9530dfbd34118031fa2e0aea86169ce0518bd86ce63f0dd415", + "prepared_review_unit_hash": "0d085f643d843ff2e4d9a7edfc184ca90c80574c26f0d22c95d9eb0c1d16f241", "component_budget": { "node_count": 3, "item_count": 3, @@ -21291,30 +21546,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are superficially similar as repo-maintenance/don't-merge changes, but they address different concrete areas: packaging/setup, CI comment automation, and PR security-gate workflow behavior. None look like duplicate fixes that could plausibly be merged into one PR.", - "confidence": 0.97, + "summary": "These three PRs are not duplicate fixes; they are separate synthetic \"don't merge\" changes touching unrelated areas (setup packaging, workflow/test plumbing, and a security-gate workflow).", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: the three PRs target unrelated changes and do not share the same underlying bug or code-path fix.", + "canonical_pr_reason": "PR 43532 is the broadest and most central-looking example in the cluster, spanning multiple workflow/test files and making it the best representative of the group despite being unrelated to the others.", "best_issue_reason": null, - "best_pr_reason": "PR 46747 is the cleanest standalone representative because it is a single-file workflow change with one concrete behavior change, unlike the broader setup/workflow/test edits in the others.", + "best_pr_reason": "PR 43532 is the most informative standalone representative because it has the widest multi-file surface area and the highest discussion/review activity in this set.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different concerns: setup/version/dependency and a Vit test tweak versus changing the PR security-gate workflow trigger. Not the same underlying change." + "reason": "Different changes: 43488 updates setup/dependency metadata and a vit test, while 46747 only switches a workflow trigger for the PR security gate. Same \"don't merge\" style, but not the same bug or fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "One changes packaging/dependencies and a test fixture; the other rewrites multiple GitHub workflow files and testing utilities. Different code paths and purposes." + "reason": "43488 is a packaging/version-bump test PR; 43532 is a workflow and testing-utils diff across several files. They do not fix the same code-path problem and would not plausibly merge as one PR." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both are workflow-related, but one handles self-comment CI/notification plumbing while the other changes the PR security-gate trigger model. Not a single fix." + "reason": "43532 changes CI/comment/self-scheduled/slack workflow logic and test helpers; 46747 only changes the PR security-gate workflow trigger. Related subsystem, but not the same concrete change." } ] }, @@ -21344,7 +21599,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "8d9f542cce616734d82cdff1a17380025eaf0f02f7353cba572a02f0bbd4864f", + "prepared_review_unit_hash": "c2c9f8e7a5c6e161b7daf2be99686635f9218b5cab32ca5473ece9299566b04e", "component_budget": { "node_count": 2, "item_count": 2, @@ -21366,18 +21621,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related but not duplicates: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share pipeline/docs scaffolding, but target different features and model/test surfaces.", + "summary": "These are two separate PRs adding different pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share scaffolding and docs patterns, but they target different task names, different pipeline modules, and different model/test coverage, so they should not be merged as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43613 is the broader and more representative pipeline addition in this pair, with more model/test coverage and a more general visual segmentation focus.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying changes: concept segmentation vs visual segmentation are separate pipelines with different filenames, model integrations, and tests. The overlap is mostly shared infrastructure/docs, so they should not be merged as duplicates." + "reason": "Different underlying changes: concept segmentation vs visual segmentation. They share implementation patterns and docs updates, but the pipeline names, target modules, and tested models differ enough that they are not the same PR and would not plausibly be merged into one change." } ] }, @@ -21407,7 +21662,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "3366c015551af7bcd4431574a82a521d67a4ade4d3904d199e2516808e8669c9", + "prepared_review_unit_hash": "7e4bcab99bd2fcd9fa116cefcfc538532ba6371a019da59de8301e72ec8f4e26", "component_budget": { "node_count": 2, "item_count": 2, @@ -21429,18 +21684,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch `trainer.py` but address different trainer behaviors: gradient-accumulation loss scaling vs. signature-column filtering for dataset column pruning. They are not the same underlying change and should not be merged as duplicates.", + "summary": "Both items touch `src/transformers/trainer.py`, but they fix different problems: one changes gradient-accumulation loss scaling in `training_step`, the other refactors signature-column filtering for custom trainers/PEFT models. They are not the same underlying change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue exists in this cluster; if one PR must be treated as the representative, `pull_request:43651` is the more self-contained code-path change, while `pull_request:43663` is an unrelated refactor of input-column filtering.", + "canonical_pr_reason": "PR #43651 is the more concrete bug-fix style change, centered on `training_step` loss scaling behavior, so it is the better representative if this cluster needs a single PR anchor.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43651` is the better representative because it fixes a specific training-step loss-scaling behavior with a focused property addition. `pull_request:43663` targets a different mechanism entirely (`_get_signature_columns`) and is not a duplicate of it.", + "best_pr_reason": "PR #43651 is the strongest standalone candidate: it fixes a specific training code path with a clear behavioral change and minimal ambiguity.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different trainer code paths and different intended behavior: one changes gradient accumulation loss normalization, the other changes model signature inspection / column filtering. Shared filename alone is not enough to treat them as the same change." + "reason": "Different changes in the same file: GA loss scaling vs. signature-column filtering. Shared file/subsystem is not enough to treat them as duplicates." } ] }, @@ -21470,7 +21725,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "5df3ba9feb0af633f67a7aed233fe1aaa9aee9ecaadf1a30bee7e334a082728e", + "prepared_review_unit_hash": "391e7a9b0a6fc704872137a509880123e10b6bae999fe3bc07274d2074141fb0", "component_budget": { "node_count": 2, "item_count": 2, @@ -21492,18 +21747,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related by file and theme, but they fix different TypeAdapter-related failures in the CLI, so they should not be treated as duplicates.", - "confidence": 0.91, + "summary": "Both PRs modify `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they address different runtime annotation/import failure modes. They are related, but not the same underlying bug fix, so they should not be deduplicated.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the narrower, more explicit fix for the runtime pydantic/TypeAdapter import problem and has a direct issue link; PR 43656 appears to address a separate annotation-evaluation NameError.", + "canonical_pr_reason": "PR #43842 is the more precise fix for the concrete `TypeAdapter` NameError caused by optional `pydantic` availability; it adds a `TYPE_CHECKING` import and quotes the annotation to avoid runtime import issues.", "best_issue_reason": null, - "best_pr_reason": "If one PR must represent the cluster, 43842 is the better choice because it targets a concrete optional-dependency runtime failure with a specific fix, while 43656 is a different bug in the same file.", + "best_pr_reason": "PR #43842 is the strongest standalone candidate because it directly targets the missing-`pydantic` `TypeAdapter` NameError with the smallest, most focused change.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and similar wording, but different underlying problems: 43656 changes annotation handling to avoid a NameError from evaluated type hints, while 43842 makes TypeAdapter a TYPE_CHECKING-only import to avoid requiring pydantic at runtime. They are not the same fix and should not be merged as one PR." + "reason": "Reject: both touch `serve.py`, but #43656 appears to fix annotation/runtime typing issues via `from __future__ import annotations`, while #43842 specifically guards `TypeAdapter` when `pydantic` is absent. Different concrete failure modes, so not a duplicate." } ] }, @@ -21657,8 +21912,8 @@ "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:43997|pull_request:44073", "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", "pull_request:44073|pull_request:44161", @@ -21696,448 +21951,400 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "37ce14a4b46d1b66d03098235d7792529a93b26e6095582259477e1fe82e816b", + "prepared_review_unit_hash": "39debb65b640301ddb8404fdbd54b4e7c2bb75f48be7e46bc79339ce39eaa55f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76936, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76941, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Cluster is mostly a pile of model-specific output-tracing refactors; only the GPT-Neo and GPT-J/CodeGen subgroups look like true duplicates.", - "confidence": 0.73, + "summary": "This cluster is mostly a set of per-model refactors for standardized output tracing, not a single duplicate bug. The only clear duplicate-like edges are within the GPT-J / CodeGen family and the GPT-Neo pair; the rest span different model code paths and should stay separate.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the latest, most complete GPT-J/CodeGen output-tracing refactor and effectively supersedes the earlier GPT-J-focused variants.", + "canonical_pr_reason": "Latest and broadest representative of the same GPT-J/CodeGen output-tracing refactor family; it covers the concrete shared code path and looks like the most complete iteration.", "best_issue_reason": null, - "best_pr_reason": "44722 best represents the duplicate core because it covers the same GPT-J/CodeGen code path as the earlier matching PRs and is the broadest revision.", + "best_pr_reason": "Best overall cluster representative because it is the most complete, latest iteration of the GPT-J/CodeGen output-tracing changes and best captures the common refactor theme.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Shared tracing theme only; different model code paths (CVT/FNet vs GPT-J)." + "reason": "Different model families and code paths; same issue target/theme is not enough to make these duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and implementations; only the same umbrella tracing refactor theme." + "reason": "Different model families and code paths; both are output-tracing refactors, but not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path; one is a narrower subset of the other." + "reason": "Same GPT-J output-tracing refactor family; the GPT-J portion is the same concrete code path and could plausibly be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RT-DETR vs EfficientNet are different code paths, despite the shared tracing migration theme." + "reason": "Different model families/code paths; only the refactor theme overlaps." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families; same standardized-output pattern is too broad to treat as a duplicate." + "reason": "Different model families and concrete implementation paths; same standardized-output theme is too broad." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen changes are unrelated to EfficientNet's output tracing path." + "reason": "Different model families and code paths; the shared issue target does not make these the same change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are distinct implementations; only the refactor pattern overlaps." + "reason": "Different model families/code paths; both are standardized-output refactors, but not duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different underlying models/code paths (GPT-J/CodeGen vs MGP-STR)." + "reason": "Different model families/code paths; the similarity is only at the refactor-pattern level." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model/code path." + "reason": "Both are GPT-Neo output-tracing refactors on the same file/code path and look like duplicate iterations of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; shared output-tracing infrastructure only." + "reason": "Different model families/code paths; too broad to treat as the same bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J are different model paths; not the same concrete bug/change." + "reason": "Different model families/code paths; one is GPT-Neo and the other is GPT-J/CodeGen." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different models; same tooling, not same fix." + "reason": "Different model families/code paths; they are parallel refactors, not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet-related refactor does not fix the GPT-J/CodeGen code path." + "reason": "Different model families/code paths; same refactor style does not make them duplicates." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." + "reason": "Different model families/code paths; only the shared output-tracing theme overlaps." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model families; only the broad tracing initiative matches." + "reason": "Different model families/code paths; not the same concrete bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated code paths." + "reason": "Different model families/code paths; these are separate refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different implementations; not the same underlying fix." + "reason": "Different model families/code paths; similar cleanup theme only." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + "reason": "Different model families/code paths; GPT-Neo vs GPT-J/CodeGen are separate changes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated fixes." + "reason": "Different model families/code paths; not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM do not share the same concrete bug." + "reason": "Different model families/code paths; the overlap is only at the refactor level." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model paths." + "reason": "Different model families/code paths; not a duplicate despite similar refactor intent." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; same refactor style, different underlying model." + "reason": "Different model families/code paths; GPT-Neo and GPT-J are separate." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are different model implementations." + "reason": "Different model families/code paths; same output-tracing pattern only." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated concrete fixes." + "reason": "Different model families/code paths; not the same concrete bug/change." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model paths." + "reason": "Different model families/code paths; these are distinct refactors." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model code paths." + "reason": "Different model families/code paths; too broad to merge as duplicates." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are different model paths; too broad to merge." + "reason": "Different model families/code paths; not the same change." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated implementations." + "reason": "Different model families/code paths; only the standardized-output theme overlaps." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are different model families." + "reason": "Different model families/code paths; not duplicates." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are different concrete code paths." + "reason": "Different model families/code paths; same refactor pattern, different implementation targets." }, { - "left": "pull_request:44068", + "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated model implementations." + "reason": "Different model families/code paths; not the same underlying change." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and VisualBert are different code paths." + "reason": "Different model families/code paths; similar output-tracing cleanup only." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and MGP-STR are unrelated model fixes." + "reason": "Different model families/code paths; not a duplicate." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "SegFormer and MPT are different model families." + "reason": "Different model families/code paths; same refactor theme is insufficient." }, { - "left": "pull_request:44073", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different code paths." + "reason": "Different model families/code paths; separate refactors." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "VisualBert and LongT5 are unrelated fixes." + "reason": "Different model families/code paths; GPT-Neo and GPT2 are separate implementations." }, { "left": "pull_request:44059", - "right": "pull_request:44071", + "right": "pull_request:44068", "accept": false, - "reason": "GPT2 and MPT are different underlying model paths." + "reason": "Different model families/code paths; not the same concrete change." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated code paths." + "reason": "Different model families/code paths; same refactor pattern only." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are different model implementations." + "reason": "Different model families/code paths; not duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated concrete fixes." + "reason": "Different model families/code paths; not the same underlying bug/change." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different model paths." + "reason": "Different model families/code paths; too broad to merge as one PR." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated code paths." + "reason": "Different model families/code paths; not duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different model families." + "reason": "Different model families/code paths; separate refactors." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated fixes." + "reason": "Different model families/code paths; only the refactor style matches." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different model paths." + "reason": "Different model families/code paths; not the same change." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated implementations." + "reason": "Different model families/code paths; too broad to treat as duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are different concrete code paths." + "reason": "Different model families/code paths; not the same underlying bug/change." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated model fixes." + "reason": "Different model families/code paths; same standardized-output theme only." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different code paths." + "reason": "Different model families/code paths; not duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different model families." + "reason": "Different model families/code paths; not the same concrete change." }, { "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated concrete changes." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBert and GPT-Neo are different model paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet and TextNet are different implementations." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT2 and GPT-Neo are different model code paths." - }, - { - "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated fixes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are different model families." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44017", - "accept": false, - "reason": "CVT/FNet and SegFormer are different code paths." + "reason": "Different model families/code paths; same output-tracing pattern only." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTaV2 are unrelated model fixes." + "reason": "Different model families/code paths; not a duplicate change." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 and TextNet are different underlying model paths." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the broader later revision." + "reason": "Different model families/code paths; only the refactor theme overlaps." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both target the same GPT-J output-tracing change; 44722 subsumes the narrower GPT-J-only variant." + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Different model families/code paths; not the same underlying bug/change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are different model code paths." + "reason": "Different model families/code paths; shared issue reference is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and ResNet are different model implementations." + "reason": "Different model families/code paths; same output-tracing program, different concrete targets." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated fixes." + "reason": "Different model families/code paths; not duplicates." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are different concrete code paths." + "reason": "Different model families/code paths; not the same change." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and VITS are unrelated model fixes." + "reason": "Different model families/code paths; same refactor style only." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different model paths." + "reason": "Different model families/code paths; not the same underlying change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is conservative and consistent with the packet: it treats the same-model GPT-Neo and GPT-J/CodeGen PRs as duplicates, and rejects cross-model pairs rather than overclaiming mergeability. The canonical/best PR choices are grounded in the later, broader GPT-J/CodeGen revisions shown in the diffs." + "feedback": "The summary is grounded in the packet: it correctly treats this as mostly per-model standardized-output refactors and only singles out the clearly related GPT-Neo and GPT-J/CodeGen iterations as mergeable. The canonical PR choice is also consistent with the latest/broader GPT-J/CodeGen iteration. Soft-edge verdicts stay conservative overall and do not overclaim duplicates across different model code paths." }, "evaluator_used": true, "retried": false, @@ -22172,20 +22379,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "6d82f7eb02cb3a86fe8ffd329e80b7eae494296137f2838be26a613758818663", + "prepared_review_unit_hash": "69d279a1f48554a181bc39a19f3a987854428cc17f2a24553ba2958855c6b466", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13067, + "serialized_chars": 13068, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -22194,42 +22401,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are model-specific PRs that standardize output tracing/capture across different architectures. They share a refactoring theme, but they do not appear to fix the same concrete code path or to be mergeable into one PR as duplicates.", - "confidence": 0.93, + "summary": "These PRs are all model-specific refactors for standardized output tracing/capture, but they target different architectures and code paths, so they are not duplicates of one another. All soft edges should be rejected.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest cluster representative: it has the only explicit issue target, a focused model-specific refactor, and the clearest connection to the shared output-tracing migration theme.", + "canonical_pr_reason": "No single PR is a true duplicate canonical for the cluster; if a representative is needed, 44129 is the most self-contained because it has an explicit issue target and a fuller SpeechT5 tracing refactor, but it is still separate from the other model-specific changes.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best standalone PR in the set because it is issue-linked and cleanly exemplifies the standardized output-capture refactor pattern.", + "best_pr_reason": "44129 is the strongest representative artifact for the theme because it is explicit about the traced-output refactor and is tied to an issue, but it should not be treated as duplicative of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different models and code paths (VisualBert vs TextNet); same pattern, not the same change." + "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different implementation paths; not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate model implementations; this is a shared refactor style, not a duplicate bug or one mergeable PR." + "reason": "Both are output-tracing refactors, but MPNet and VisualBert are distinct model code paths with separate changes." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model targets and different implementation details; they are related by framework migration only, not by the same underlying fix." + "reason": "Shared standardized-tracing cleanup only; MPNet and TextNet are unrelated model implementations, so these are not mergeable as one PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert each migrate output tracing independently; no evidence they address the same concrete bug or code path." + "reason": "RegNet and SqueezeBert are different architectures with different forward/output plumbing; same broad theme, not the same bug or change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "These are separate architecture migrations with different affected layers and outputs; too broad to treat as one duplicate PR." + "reason": "SqueezeBert vs SpeechT5 touch different concrete code paths; 44129 also targets issue 43979, but it is not the same change as 44010." } ] }, @@ -22309,274 +22516,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "555d84ea5f1f3e8611428eb74fe2a7ad8d2cb6a1b335bbe20a62ed17580810d6", + "prepared_review_unit_hash": "ffe52dcadf91f6fe73b7cc0f287313f27e197fc9a76ba6c1b1ccb9c82d407927", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40173, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40173, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically similar refactors around output tracing / `can_return_tuple`, but they target different model families and code paths. I do not see true duplicates or a single underlying bug/change shared across the set.", - "confidence": 0.87, + "summary": "These are separate model-specific output-tracing refactors across different code paths, not duplicate fixes. I would not merge any soft pair; the closest representative PR is the broader Mamba-family refactor.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative of the cluster: it applies the output-tracing refactor across two related Mamba-family files and introduces the shared capture plumbing, making it the most central example of this theme.", + "canonical_pr_reason": "PR 44003 is the best representative of the cluster because it spans two closely related Mamba-family implementations and has the broadest output-tracing plumbing change among the set.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best single representative in this set because it has the widest and clearest shared implementation change among closely related models, while the others are more isolated per-model refactors.", + "best_pr_reason": "PR 44003 is the strongest standalone exemplar of the shared theme: a substantive refactor of output tracing in a related model family, rather than a tiny single-file tweak.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor pattern, but timm_backbone and upernet are different model paths with separate forward behavior; not the same underlying change." + "reason": "Same refactor theme only; timm_backbone and UperNet are different model code paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they touch unrelated model families and code paths." + "reason": "Different architectures and files; both mention output tracing but not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures and separate forward implementations; shared theme is too broad to treat as one change." + "reason": "Unrelated model families; shared wording does not indicate a single mergeable fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "timm_backbone refactor is unrelated to the Mamba/Falcon-Mamba changes in 44003." + "reason": "Different subsystems and model families; not the same bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; no shared concrete bug or code path." + "reason": "Different models and code paths; only the generic tracing refactor pattern overlaps." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated implementations; same refactor style does not make them duplicates." + "reason": "MobileNetV1 and UnivNet are unrelated models; no shared concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate models and separate forward signatures; only the general tracing refactor matches." + "reason": "Different model families; similar refactor style only." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything are different code paths; not one mergeable fix." + "reason": "Different model families and behaviors; not the same underlying issue." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different subsystems with no shared concrete behavior change beyond output handling cleanup." + "reason": "Single-model MobileNetV1 change vs encoder-decoder wrapper; unrelated code paths." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and Speech-Encoder-Decoder are unrelated; this is only a broad refactor similarity." + "reason": "Different modalities and implementations; no duplicate PR evidence." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated models; no common underlying bug/change." + "reason": "Vision-text dual encoder and UnivNet are unrelated; only a generic refactor theme matches." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "These are separate model refactors in different code paths, not the same fix." + "reason": "Different architectures and output types; not one concrete bug fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Shared tracing pattern, but CLIP-like vision-text and Mamba-family code are unrelated." + "reason": "Different model families and code paths; same output-tracing pattern only." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and forward logic; do not look mergeable into one PR." + "reason": "Vision-text dual encoder vs depth models; no shared underlying change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated; same output-cleanup theme is too broad." + "reason": "UnivNet and UperNet are unrelated models; same refactor language is too broad." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and distinct code paths; not a duplicate change." + "reason": "Different model families; not plausibly one merged PR." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and Depth Anything are separate implementations with no shared concrete bug." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44029", - "accept": false, - "reason": "UperNet and RWKV are unrelated models; only the refactor pattern overlaps." + "reason": "Different subsystems and behaviors; no same code-path problem." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and Mamba-family code are different subsystems; not the same underlying change." + "reason": "UperNet vs Mamba-family refactor; unrelated underlying changes." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba-family refactor and SuperPoint refactor are separate model-specific changes." + "reason": "Different model families; both are tracing refactors but not the same fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Both are output-signature refactors, but Mamba and CodeGen target different implementation details and are not one fix." + "reason": "Mamba-family state/output plumbing vs CodeGen cache/output refactor; distinct code paths." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and CodeGen are unrelated; shared refactor language is insufficient." + "reason": "timm_backbone and CodeGen are unrelated models; no duplicate bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different models with distinct code paths." + "reason": "Different model families and APIs; shared refactor label only." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated beyond broad tracing cleanup." + "reason": "UperNet and CodeGen are unrelated code paths." }, { "left": "pull_request:44000", - "right": "pull_request:44004", + "right": "pull_request:44025", "accept": false, - "reason": "Vision-text dual encoder and CodeGen are not the same underlying change." + "reason": "Different models and modalities; not the same underlying fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and Vision-Encoder-Decoder are separate model families; no shared concrete bug." + "reason": "DepthAnything refactor vs vision-encoder-decoder wrapper refactor; different concrete changes." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech-Encoder-Decoder are unrelated code paths." + "reason": "Depth model vs speech encoder-decoder wrapper; unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "These are different model-specific refactors; no single fix to merge." + "reason": "Different model families and behavior; same generic output-tracing theme only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated models and implementation paths." + "reason": "DepthAnything and RWKV are unrelated implementations; not one PR." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are separate code paths; not a duplicate." + "reason": "DepthAnything and DPR target different code paths; no shared concrete bug." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Vision-Encoder-Decoder and RWKV are unrelated; only the output-tracing theme overlaps." + "reason": "Both are encoder-decoder wrappers, but they are different modalities and not the same underlying fix." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Vision-Encoder-Decoder and Speech-Encoder-Decoder are different implementations and not the same change." + "reason": "Vision encoder-decoder and SuperPoint are unrelated models." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Vision-Encoder-Decoder and SuperPoint are unrelated model families." + "reason": "Different architectures and output handling; no duplicate fix." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different models and different forward paths; no duplicate fix." + "reason": "Vision encoder-decoder vs DPR wrapper; different code paths." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated code paths." + "reason": "Speech encoder-decoder and SuperPoint are unrelated model code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; same refactor pattern is not enough." + "reason": "Different model families; shared refactor phrasing only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech-Encoder-Decoder and DPR are separate implementations with no shared bug." + "reason": "Speech encoder-decoder wrapper vs DPR encoder wrapper; not the same change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated; not mergeable into one PR." + "reason": "SuperPoint and RWKV are unrelated implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different model paths and not the same underlying fix." + "reason": "Different model families and outputs; no shared concrete fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are distinct models; only the generic tracing refactor overlaps." + "reason": "RWKV and DPR are unrelated; only generic output-tracing similarity." } ] }, @@ -22606,12 +22807,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "9000232f9688616c747369ab36366cb5c5644264577d0ce6ed53860dc3d148c4", + "prepared_review_unit_hash": "c4e55f6b8d9d04eaa1d9826b8dae357ad809212b74cb2de77d99a3a636d1baf5", "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 }, @@ -22619,7 +22820,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22628,18 +22829,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated model-implementation PRs: one adds PenguinVL, the other adds Voxtral TTS. They share boilerplate auto-registry and docs paths, but target different models, codepaths, and test suites.", + "summary": "These are two distinct model-implementation PRs that only overlap on shared Transformers integration scaffolding. PenguinVL adds a vision-language model, while Voxtral TTS adds a text-to-speech model and even targets a specific issue. They are not the same underlying change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the better canonical PR for this cluster because it has an explicit issue target (45027) and is a focused, self-contained model addition.", + "canonical_pr_reason": "No duplicate PR pair here; if a representative PR is needed, Voxtral TTS is the better anchor because it is more narrowly scoped and explicitly linked to issue 45027.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the best PR to represent the cluster only in the sense that it is the most clearly scoped and traceable to a specific task; however, it is not a duplicate of #44662.", + "best_pr_reason": "PR 45401 is the better representative PR overall: it has a concrete issue target, a tighter feature scope, and less ambiguity than the broader PenguinVL model addition.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: these are different model additions (PenguinVL vs Voxtral TTS) with different implementations, configs, processors, and tests. Shared auto-registration/docs edits are broad framework boilerplate, not evidence of the same underlying change." + "reason": "Reject: the PRs implement different models with different code paths and artifacts. Shared auto-registration/docs filenames are expected for new model support and do not indicate the same underlying bug or change." } ] }, @@ -22661,6 +22862,69 @@ "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": "3b5fd836a48ae219d1310ed84b135cc6d6c33818a939654c6ea1d8316096933c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one changes the PR documentation workflow to convert PRs to draft, while the other tweaks CI routing and includes an unrelated code edit in modeling_utils. They do not appear to fix the same concrete problem or implement the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46845 is the more substantive PR and has clearer implementation content, but it is still not a good canonical duplicate target because it is unrelated to PR 44965.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different changes and code paths: draft-conversion workflow vs CI branch routing plus unrelated model utility 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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44979-2", "nodes": [ "pull_request:44979", @@ -22669,12 +22933,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "af8c378707a694dc81f26f9bdda697272192e6c698201bbe7fb60a3c7a3ac348", + "prepared_review_unit_hash": "d527c097f174dacb96b85bbde381682994ccd525fff211b34f417bc90fb130a1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -22682,7 +22946,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -22691,18 +22955,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are related by the broader idea of module/kernel fusion, but they implement different features and code paths: one adds a generic Module Fusion API, while the other adds n-to-1 kernel fusion through KernelConfig and model-loading integration. They are not duplicates.", + "summary": "Both PRs are about fusion in Transformers, but they address different layers: #44979 introduces a general module-fusion API, while #45363 wires up n-to-1 kernel fusion through KernelConfig and adds an example. Related feature area, not the same duplicate change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the better canonical representative because it is the more user-facing end-to-end feature and touches the actual kernel-fusion integration path, whereas PR 44979 is a lower-level API foundation.", + "canonical_pr_reason": "#44979 is the more foundational, general API change; #45363 is a specific integration built on top of that broader fusion machinery.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the best representative of the cluster because it covers the concrete fusion workflow with config, integration, and example usage; PR 44979 is more of an enabling API layer.", + "best_pr_reason": "#44979 is the best representative of the cluster because it defines the core module-fusion API rather than a narrower usage/example of it.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related theme, but not the same change: 44979 introduces a generic Module Fusion API, while 45363 implements KernelConfig-driven n-to-1 kernel fusion and model-loading integration. They do not appear mergeable into one duplicate PR." + "reason": "Do not merge: one PR adds a generic module-fusion API, the other implements a specific n-to-1 kernel fusion path via KernelConfig. They share a theme but not the same concrete code-path problem or a single mergeable change." } ] }, @@ -22715,7 +22979,7 @@ }, { "label": "pull_request", - "component_index": 17, + "component_index": 18, "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, @@ -22732,7 +22996,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "f9bc5de197ebddec69077274427d25e21db06edef5ef2d0065f838185b46be3b", + "prepared_review_unit_hash": "ed6c0f849524babe819f0db99c561d0bbd113c9f60ccc1ce80093f95cbb00a8c", "component_budget": { "node_count": 2, "item_count": 2, @@ -22754,18 +23018,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs implement the same Mistral tokenizer fix for the same AttributeError in `_patch_mistral_regex`, changing the same lines in the same file; 45317 adds regression tests on top of the identical code fix.", + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file. PR 45317 is the more complete version because it includes a test update, while 45086 looks like the earlier, smaller variant of the same fix.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45317 is the most complete version of the shared fix: it applies the same code-path correction as 45086 and adds test coverage.", + "canonical_pr_reason": "PR 45317 is the clearest canonical PR: same bug fix as 45086, but with added test coverage and a more explicit title describing the failing path.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45317 is the best representative because it contains the same bug fix plus regression tests, making it the stronger standalone change.", + "best_pr_reason": "PR 45317 is the best representative of the cluster because it addresses the concrete AttributeError fix and adds regression test coverage, making it the most complete implementation of the shared change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in `_patch_mistral_regex`, same target file and code change; 45317 just extends it with tests." + "reason": "Same underlying code-path bug in `_patch_mistral_regex`; identical fix in the same source location, with 45317 extending the earlier patch with tests. These look like duplicate iterations of one change and could plausibly be merged into one PR." } ] }, @@ -22778,7 +23042,7 @@ }, { "label": "pull_request", - "component_index": 18, + "component_index": 19, "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, @@ -22797,46 +23061,46 @@ "pull_request:45115|pull_request:45569", "pull_request:45569|pull_request:46565" ], - "prepared_review_unit_hash": "c16742028f2a3fbc00a007d53da26f40d4c39bf3b4d5a71b164f69347fe2f575", + "prepared_review_unit_hash": "17dedfad0f79a6f432cd4cf9959b3c21481f78d52bfac4dd30e92ed2581e28ee", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 9122, - "estimated_input_tokens": 2281, - "estimated_eval_tokens": 4818 + "serialized_chars": 9485, + "estimated_input_tokens": 2372, + "estimated_eval_tokens": 5000 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 9122, - "estimated_input_tokens": 2281, - "estimated_eval_tokens": 4818 + "serialized_chars": 9485, + "estimated_input_tokens": 2372, + "estimated_eval_tokens": 5000 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are in the Nemotron family, but they target different changes: a NemotronH conversion/refactor, a NemotronH dense/sparse split and docs, and a separate Nemotron3.5 ASR addition. They are related contextually, but not duplicate fixes or mergeable as one PR.", - "confidence": 0.88, + "summary": "These PRs are related by the Nemotron name, but they are not duplicates: one is a narrow conversion-mapping change, one is a larger NemotronH refactor into dense/sparse variants, and one adds a different Nemotron 3.5 ASR model. The cluster is thematically coherent but not the same underlying fix/change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the best representative of the cluster because it is the broadest NemotronH code change and the most central to the family split/refactor, touching the core model, auto-mapping, docs, and tests.", + "canonical_pr_reason": "No issue in the cluster. If a PR must be chosen as the representative artifact, #45569 is the best canonical PR because it is the broadest NemotronH implementation/refactor and is the closest center of the NemotronH-related work.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest standalone PR for this cluster: it spans the main NemotronH implementation work rather than only a conversion mapping tweak (#45115) or an unrelated ASR model addition (#46565).", + "best_pr_reason": "#45569 is the strongest representative PR: it is a comprehensive NemotronH change with model code, auto-mappings, docs, and tests. #45115 is a narrower conversion-mapping follow-up, and #46565 is a separate Nemotron 3.5 ASR addition.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both are NemotronH-related, but #45115 is a conversion-mapping/inheritance refactor while #45569 is the larger architecture split into NemotronH dense/sparse variants. They do not look like the same concrete bug or change." + "reason": "Both touch NemotronH, but #45115 is only checkpoint conversion renaming while #45569 is a full architectural split into dense/sparse model variants plus docs/tests. They do not look like the same underlying code change and would not plausibly merge into one PR." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "These address different models and code paths: NemotronH dense/sparse refactoring versus Nemotron3.5 ASR streaming support. Shared family naming is not enough to treat them as duplicates." + "reason": "These are different model families and purposes: #45569 refactors NemotronH, while #46565 adds Nemotron 3.5 ASR streaming with its own model/processor stack. Shared auto-mapping files are too broad to \u0441\u0447\u0438\u0442\u0430\u0442\u044c them the same change." } ] }, @@ -22849,7 +23113,7 @@ }, { "label": "pull_request", - "component_index": 19, + "component_index": 20, "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, @@ -22866,7 +23130,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "d72820a195f8f27352df4dd6017f465aded3b618cbc6e9ec06f058265f5d36a9", + "prepared_review_unit_hash": "9ffd353b086549c46d0e7a7ce075e9fd45eb407a09c868a7111b1986ea259753", "component_budget": { "node_count": 2, "item_count": 2, @@ -22888,18 +23152,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are closely related parts of the same heterogeneous-model feature work. PR #45332 is the broader, more complete change set, while PR #45333 is a narrower config-only slice that overlaps heavily with it. The overlap is enough to treat them as the same change family for triage.", - "confidence": 0.86, + "summary": "These are closely related heterogeneous-model PRs, but not duplicates: PR 45333 is the config-only subset, while PR 45332 expands into config plus modeling/runtime support and additional integrations/tests.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the better canonical PR because it covers the full heterogeneous-model feature, including per-layer config plus modeling/runtime changes, whereas #45333 is a narrower subset focused on config support only.", + "canonical_pr_reason": "PR 45332 is the broader, more complete change set: it includes per-layer config support and the downstream modeling/runtime pieces, plus extra integration and test coverage. If one PR should represent the cluster, this is the superset.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the best representative of the cluster because it subsumes the shared config work and adds the broader modeling integration, making it the most complete instance of the underlying feature.", + "best_pr_reason": "PR 45332 is the best overall representative because it subsumes the narrower configuration work in 45333 and extends it into the full heterogeneous-model feature path.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", - "accept": true, - "reason": "Same underlying heterogeneous configuration feature; #45333 is a subset of the broader implementation in #45332, with substantial overlap in config/docs/tests and no conflicting scope." + "accept": false, + "reason": "Related but not the same underlying change: 45333 focuses on per-layer configuration only, while 45332 also changes modeling utilities, cache/masking behavior, model support, and broader tests. They overlap on docs/config, but they are not close enough to merge as duplicates." } ] }, @@ -22912,7 +23176,7 @@ }, { "label": "pull_request", - "component_index": 20, + "component_index": 21, "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, @@ -22929,7 +23193,7 @@ "soft_pairs": [ "pull_request:45346|pull_request:46818" ], - "prepared_review_unit_hash": "f66b95f83c9e0c960f83091dc23bcc8b96b4951ae1d813928e306d50d3eeb342", + "prepared_review_unit_hash": "8605307ada364836c188457413c71cc52db355d2ee494af7dc85a6b7c90b0a15", "component_budget": { "node_count": 2, "item_count": 2, @@ -22951,18 +23215,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one is a narrow regression test for MoE router logits being raw logits instead of softmaxed probabilities, while the other is a broad expert-parallel/DeepGEMM change about router contract handling and FP8 scale format across many models.", - "confidence": 0.97, + "summary": "The two PRs are both MoE/router-related, but they fix different bugs: 45346 adds a regression test for router_logits being raw logits in Mixtral/Qwen2-MoE, while 46818 is a broad EP/DeepGEMM and FP8-scale contract fix across many model implementations. They are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46818 is the better canonical representative because it contains the substantive implementation changes and spans the actual code paths involved, whereas PR 45346 is a small test-focused regression fix for a different bug.", + "canonical_pr_reason": "46818 is the more substantial and representative PR in this cluster: it contains the actual implementation changes across runtime integration and multiple models, whereas 45346 is a narrow test-only regression for a separate softmax bug.", "best_issue_reason": null, - "best_pr_reason": "PR 46818 is the best overall representative of the cluster because it is the larger code change and more central architectural fix; PR 45346 is too narrow and addresses a distinct MoE router-logits regression.", + "best_pr_reason": "46818 is the best single PR to keep as the cluster representative because it addresses the broader concrete code-path issues and includes the main fix, not just a validation test.", "soft_edge_verdicts": [ { "left": "pull_request:45346", "right": "pull_request:46818", "accept": false, - "reason": "Different underlying bugs: 45346 tests for double-softmaxed router logits in Mixtral/Qwen2 MoE, while 46818 changes EP router contracts and FP8/DeepGEMM scale handling across many models. They do not look mergeable into one PR." + "reason": "Both mention router/MoE behavior, but 45346 targets double-softmax in router logits for specific test coverage, while 46818 fixes EP router contract and FP8 scale handling in a much broader, different code path. Not the same underlying change." } ] }, @@ -22975,7 +23239,7 @@ }, { "label": "pull_request", - "component_index": 21, + "component_index": 22, "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, @@ -22992,12 +23256,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "d090635122b2ae75c0ea70f4041755a82a229a55b06d5ded368a2697f71ccb2f", + "prepared_review_unit_hash": "ab98af37ef4e07d8a147711cde615f602083e5cb092c2af74a5641e810bc1aee", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -23005,7 +23269,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -23014,81 +23278,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same typing cleanup area, but they address different slices of the codebase and are not the same concrete fix/change.", - "confidence": 0.89, + "summary": "Two open PRs that both touch typing-related code, but they are different changes: one is a broad type-checking sweep across many transformers modules, while the other adds typing aliases/protocols and a narrower set of fixes in core typing-sensitive paths.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader, more central type-checking sweep across many core `src/transformers/*.py` files, so it best represents the main work in this cluster.", + "canonical_pr_reason": "PR 45415 is the broader repository-wide typing sweep, so it is the better canonical representative for this cluster\u2019s general type-checking cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the best single representative PR because it covers the widest set of typing changes and touches core runtime modules, whereas PR 45425 is a narrower follow-up typing cleanup centered around `_typing.py`/`modeling_utils` integration.", + "best_pr_reason": "PR 45425 is the more cohesive and self-contained change, centered on shared typing helpers and a smaller set of code paths.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related and share some files, but the diffs target different concrete changes: 45415 is a broad type-checking pass over many modules, while 45425 adds typing protocol aliases/helpers and related adjustments. They are related cleanup work, not the same underlying bug 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": 22, - "component_count": 36, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45513-2", - "nodes": [ - "pull_request:45513", - "pull_request:46084" - ], - "soft_pairs": [ - "pull_request:45513|pull_request:46084" - ], - "prepared_review_unit_hash": "8155fdec04f5cb941da3a77331c3d4f98ba87e1f4dbed3bb77d40d4e6eee7ac0", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4948, - "estimated_input_tokens": 1237, - "estimated_eval_tokens": 2730 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4948, - "estimated_input_tokens": 1237, - "estimated_eval_tokens": 2730 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Both PRs fix cache-related multi-token decode bugs, but they affect different model families and code paths (Qwen3.5 linear attention vs. Mamba2 CUDA kernels), so they are not duplicates and should not be merged into one PR.", - "confidence": 0.92, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the clearest representative: it has an explicit issue target (#46032), a narrowly scoped fix for the seq_len>1 cache path in Mamba2, and accompanying tests.", - "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the best single PR to keep as the cluster representative because it is tightly scoped, explicitly linked to an issue, and addresses one concrete cached-forward bug path.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45513", - "right": "pull_request:46084", - "accept": false, - "reason": "Both concern cached multi-token forwarding, but they fix different architectures and implementations, so they are not the same underlying change." + "reason": "Reject: they are both typing-focused, but not the same concrete change. 45415 is a broad mypy/type-ignore enablement sweep across many files, while 45425 introduces typing protocols/aliases and targeted fixes in modeling_utils and related utilities. Shared files indicate overlapping hotspots, not a mergeable duplicate PR." } ] }, @@ -23118,7 +23319,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "7e56a455d57f3a01088ed44223a30e38638c9bef8b199fe07dfccf834b13ff63", + "prepared_review_unit_hash": "f0df96586368c5e700c79ce4732a4c67a2e0a8999a06a8d83d27b3a76aa8e289", "component_budget": { "node_count": 2, "item_count": 2, @@ -23140,18 +23341,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are EP-related, but they fix different failure modes in different loading paths: #45548 focuses on preserving distributed_config/has_ep for DeepSpeed ZeRO-3 loading via accelerate launch, while #45662 fixes expert weights being overwritten during FSDP2 loading/broadcast. They are adjacent, not duplicates.", - "confidence": 0.91, + "summary": "Both PRs are EP-related loading fixes, but they address different failure modes and code paths: 45548 fixes config serialization / `has_ep` for accelerate + DeepSpeed ZeRO-3 loading, while 45662 fixes expert parameters being overwritten during FSDP2-style distributed loading. Not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "#45662 is the stronger representative of the cluster because it addresses a concrete corruption bug in the expert-loading path and includes the broader set of code changes tied to that failure mode.", + "canonical_pr_reason": "PR 45662 is the more concrete, code-path-specific fix and better represents the cluster\u2019s EP-loading theme; 45548 is a separate config-serialization/loading issue.", "best_issue_reason": null, - "best_pr_reason": "#45662 is the best single PR to represent the cluster because it is the most specific, technically grounded fix and the more substantial end-to-end change around EP loading behavior.", + "best_pr_reason": "PR 45662 is the strongest representative because it targets a specific distributed loading bug in `core_model_loading`, with a clearly defined overwrite failure mode.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and code paths: #45548 preserves distributed config state for ZeRO-3/accelerate launch, whereas #45662 prevents experts from being overwritten during FSDP2 loading. Shared EP terminology and one common file are not enough to treat them as the same change." + "reason": "Different underlying bugs: 45548 removes `distributed_config` from serialization and adds `has_ep` for ZeRO-3/accelerate loading, while 45662 prevents expert tensors from being overwritten via rank-0 broadcast during FSDP2/distributed loading. Shared EP context is too broad to treat as the same fix." } ] }, @@ -23181,12 +23382,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "a9fd8bfc920f0594f6a6b8dae31d8ae951837c857dbcb21f497ed75d7a5338ba", + "prepared_review_unit_hash": "8a4b9fb20573413a3934f34e16664dbd14c189bcb9f0ff44b4f0b9f05b1bcfbf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, + "serialized_chars": 4671, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -23194,7 +23395,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, + "serialized_chars": 4671, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -23203,18 +23404,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist collision around captured_info/debug logging in `testing_utils`, with 45645 expanding the fix to CI artifact collection as well. 45645 is the better canonical PR because it is the more complete end-to-end change.", - "confidence": 0.84, + "summary": "Both PRs address the same xdist collision around `captured_info`/patched-testing debug output; PR 45645 appears to be the more complete superset, adding CI log collection changes on top of the core `testing_utils.py` fix.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the broader, more complete fix: it includes the xdist-safe output handling in `src/transformers/testing_utils.py` and also updates the workflow to read multiple `captured_info*.txt` files, preserving CI debug logs. That makes it the best representative of the change set.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it fixes the core xdist-safe output handling and also updates CI to read multiple `captured_info*.txt` files, making it the more complete implementation of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest single PR for this cluster because it covers both the underlying collision fix and the downstream CI log collection behavior. PR 45639 appears to be the narrower precursor/subset focused only on making the write path xdist-safe.", + "best_pr_reason": "PR 45645 is the best PR because it covers the underlying bug fix plus the downstream workflow adjustment needed to preserve debug logs under xdist.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist collision/captured_info bug in `testing_utils`; 45645 looks like a superset that adds the workflow-side handling needed to preserve logs, so they could plausibly be merged as one change." + "reason": "Same underlying xdist-safe `captured_info` collision fix; 45645 includes the same `testing_utils.py` change and extends it with workflow handling, so these are mergeable as one change set." } ] }, @@ -23244,7 +23445,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "da8025eed121ea1f7dd0ebd60011307245cfb48d7051e91d0d914154cb0f8eea", + "prepared_review_unit_hash": "6c4a1d0e52f3b51ef0b1bf580d58da4139feed2b7386d4c3c02b19df498521a5", "component_budget": { "node_count": 2, "item_count": 2, @@ -23266,18 +23467,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different linter-rule PRs in the same general area, but they address unrelated changes: TRF003 adds a return-tuple decorator to model forward methods, while TRF018 changes weight-initialization logic across model classes. They are not duplicates and should not be merged together.", + "summary": "These are two unrelated open PRs: one implements TRF003 tuple-return cleanup in model forward methods, the other implements TRF018 model initialization/linting changes. They do not look like the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "If a representative PR is needed, #45720 is the more focused change set; #46259 is a different linter rule affecting model initialization.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "#45720 is the better cluster representative because it is narrower and more self-contained, while #46259 targets a separate rule and code path.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes and code paths: 45720 is about forward/return_dict handling via can_return_tuple, while 46259 is about _init_weights initialization behavior. Similar linter framing and overlapping model files are not enough to treat them as the same PR." + "reason": "Different purposes and code paths: TRF003 adds can_return_tuple/return_dict cleanup in forward methods, while TRF018 changes weight initialization logic across models. Shared model files are broad subsystem overlap, not the same bug/change." } ] }, @@ -23373,40 +23574,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "6be53d2cde71f79b2bea5956de30138a64ee1a9c3fad034ad2e359a67dd710de", + "prepared_review_unit_hash": "5c11078519175cea5fabd0f31864af21a44a93842db97073e28c8fc0ef23fe58", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: one is a broad model/code-path and CI-secret change set, while the other is a test migration with new kernel/model tests. They should remain separate.", - "confidence": 0.93, + "summary": "These two pull requests are not duplicates: one is a broad experimental/grafana-oriented PR touching workflows and many model files, while the other is a focused test migration adding DDP/kernel test assets. They do not appear to fix the same code-path problem or be mergeable into one PR.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45932 is the more substantial representative PR: it changes model code and workflow configuration, whereas 46100 is primarily a test migration and test additions.", + "canonical_pr_reason": "PR #46100 is the more concrete and self-contained change: it adds specific DDP/kernel test infrastructure and model tests with a clear migration scope. PR #45932 is broader, experimental, and mixes unrelated workflow-secret and model edits, making it a poor canonical representative.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the best single representative of this cluster because it is the broader functional/code change; 46100 is focused on test infrastructure and does not cover the same underlying change.", + "best_pr_reason": "PR #46100 is the best representative of the cluster because it has a defined, coherent purpose and narrower scope; PR #45932 looks like a testing/telemetry experiment rather than a stable duplicate candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "They do not appear to fix the same concrete bug or implement the same change. 45932 modifies model implementation/mappings and CI workflow secrets, while 46100 adds kernel tests and a DDP test config for test migration. The overlap is only broad testing/model areas, not one mergeable code-path fix." + "reason": "Different underlying changes: #45932 is a broad grafana/testing PR with workflow secrets and assorted model edits, while #46100 is a focused migration of model/kernel tests and DDP config. They do not target the same bug or code path." } ] }, @@ -23436,12 +23637,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "8ba0719448ac7deea64b2bf7c14be2bbb9bf9b9eaf34ee5720f4b98ba38295f4", + "prepared_review_unit_hash": "24b698be5f33905647df05271f6e7be8a9b3804653bf6f902a7244738188fbf8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -23449,7 +23650,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -23458,18 +23659,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicate PRs: one is a focused EP + Trainer integration change, while the other is a broad distributed branch base touching many unrelated areas. The overlap in distributed files looks incidental to the shared branch rather than the same concrete fix.", - "confidence": 0.88, + "summary": "The two pull requests overlap on a few distributed files, but they are not the same change: one is a focused EP/Trainer integration, while the other is a much broader distributed-branch base spanning FSDP and many unrelated subsystems.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more canonical change because it is narrowly scoped and centers on a single feature/fix set (EP + Trainer integration around DistributedConfig).", + "canonical_pr_reason": "pull_request:46126 is the more specific, coherent change set: EP routing / tensor-parallel hooks plus trainer integration, with a tight scope and clear purpose.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative artifact: it is coherent, specific, and directly describes the underlying change, whereas #46269 is too broad and base-like to serve as a good canonical PR.", + "best_pr_reason": "pull_request:46126 is the best representative of the cluster because it targets a concrete EP-related code path and is plausibly mergeable as a single PR; pull_request:46269 is too broad and looks like a branch base rather than the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "The overlap is only on broad distributed files; #46126 implements EP/Trainer integration, while #46269 is a large distributed branch base spanning CI and multiple subsystems. They do not look like the same concrete code-path fix and would not plausibly merge into one PR." + "reason": "Shared distributed filenames alone are not enough; 46126 is a focused EP+Trainer feature, while 46269 is a wide distributed branch base touching many unrelated areas, so they are not the same underlying change." } ] }, @@ -23535,208 +23736,196 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "62102420565375cbce5f562fac75c3482f70d5787129751ae2fa28053f97e30c", + "prepared_review_unit_hash": "18631532400eb3732c8dac697d289740e00b4e85693fe18ae5dbb64f9db667c9", "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": 25925, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25920, - "estimated_input_tokens": 6480, - "estimated_eval_tokens": 13216 + "serialized_chars": 25925, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is a set of unrelated workflow-maintenance PRs. The only apparent mini-cluster is pr-ci-security-gate.yml, but those PRs make different security/permission changes, so they are not duplicates. No soft edges should be merged.", - "confidence": 0.97, + "summary": "The items are mostly unrelated workflow-maintenance PRs. The only tight thematic grouping is the pr-ci-security-gate.yml updates, but they look like separate hardening tweaks rather than the same concrete fix; no soft edge is strong enough to merge as duplicates under a strict standard.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "No single true canonical PR across the whole cluster; pull_request:46554 is the closest representative because it is the most substantial and central pr-ci-security-gate hardening change, but the surrounding PRs are separate follow-up edits rather than the same fix.", + "canonical_pr_reason": "PR 46554 is the best representative of the only coherent subcluster because it makes the most concrete functional change to the security-gate workflow (adding checkout/diff-based checks). The other PRs in that area are either ancillary permissions/secret tweaks or comment-only updates.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46554 is the best representative of the tightest subcluster by breadth and connectivity, though it is not a true duplicate hub because the other pr-ci-security-gate PRs change different behaviors.", + "best_pr_reason": "PR 46554 is the most suitable global representative: it has the clearest substantive behavior change and is the most central of the security-gate workflow updates.", "soft_edge_verdicts": [ { "left": "pull_request:46138", - "right": "pull_request:46554", + "right": "pull_request:46504", "accept": false, - "reason": "Different workflow and bug: self-comment-ci switches PR comment handling to stdin, while 46554 hardens pr-ci-security-gate. Not the same underlying change." + "reason": "Different workflow files and different behaviors: stdin piping for a comment-driven CI helper vs a commit-message grep in CI image builds." }, { "left": "pull_request:46138", - "right": "pull_request:46558", + "right": "pull_request:46554", "accept": false, - "reason": "Different workflow and code path; one fixes comment piping, the other changes security-gate permissions/approval flow." + "reason": "Unrelated workflow areas: self-comment CI scripting vs PR security-gate logic." }, { "left": "pull_request:46138", - "right": "pull_request:46563", + "right": "pull_request:46558", "accept": false, - "reason": "Different workflow maintenance edits in different code paths; not the same bug or change." + "reason": "Different workflow changes; one is comment handling, the other is PR CI security-gate permissions/approval behavior." }, { "left": "pull_request:46138", - "right": "pull_request:46716", + "right": "pull_request:46563", "accept": false, - "reason": "Self-comment-ci stdin fix is unrelated to the pr-ci-security-gate secrets-scope change." + "reason": "Unrelated PRs; one updates comment parsing, the other is a security-gate workflow note/change." }, { "left": "pull_request:46138", - "right": "pull_request:46504", + "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and fixes: comment stdin handling versus COMMIT_MESSAGE quoting in build-ci-docker-images." + "reason": "Different workflows and code paths; no shared concrete fix." }, { "left": "pull_request:46432", - "right": "pull_request:46503", + "right": "pull_request:46501", "accept": false, - "reason": "SSH-runner hardening is unrelated to benchmark_v2 dispatch-trigger changes." + "reason": "Different workflows and concerns: SSH runner hardening vs anti-slop permissions placement." }, { "left": "pull_request:46432", - "right": "pull_request:46501", + "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated changes; ssh-runner hardening is not the same as anti-slop permission reshuffling." + "reason": "Different files and behavior; memory monitor fetch/security vs reviewer assignment checkout ref." }, { "left": "pull_request:46432", - "right": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "Different workflow and fix: ssh-runner secret/memory-monitor hardening versus assign-reviewers checkout ref adjustment." + "reason": "Different workflows; memory-monitor/SSH hardening vs benchmark trigger logic." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow and bug; ssh-runner changes are unrelated to pr-ci-security-gate behavior." + "reason": "Unrelated workflows and fixes; SSH runner hardening vs PR security-gate behavior." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow and concern: ssh-runner security/hardening versus pr-ci-security-gate permission tweaks." + "reason": "Different workflow changes; no same underlying bug or patch." }, { "left": "pull_request:46501", - "right": "pull_request:46503", + "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and different logic; anti-slop permission change is not the benchmark_v2 trigger update." + "reason": "Different workflow targets and changes; anti-slop permissions vs assign-reviewers checkout ref." }, { "left": "pull_request:46501", - "right": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and unrelated fixes; not the same underlying change." + "reason": "Different CI workflows with distinct behavior changes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "anti-slop.yml permission adjustment and build-ci-docker-images message quoting are separate changes." + "reason": "Unrelated workflow updates; permissions handling vs build-ci-image message parsing." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated concerns; not a duplicate." + "reason": "Different workflows and code paths; not the same concrete fix." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "assign-reviewers checkout ref fix and benchmark_v2 dispatch support are different workflow changes." + "reason": "Unrelated workflow changes: reviewer assignment vs benchmark dispatch logic." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and fixes; no shared concrete bug." + "reason": "Different files and behavior; no duplicate fix." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated behavior changes." + "reason": "Different workflow areas; reviewer assignment checkout ref vs PR security gate." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch trigger and build-ci-docker-images grep/quoting fix are unrelated." + "reason": "Benchmark trigger logic vs build-ci-image commit-message parsing are separate changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow and code path; benchmark_v2 dispatch support is not pr-ci-security-gate hardening." + "reason": "Different workflows and unrelated fixes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and fixes; build-ci-docker-images COMMIT_MESSAGE handling is unrelated to pr-ci-security-gate changes." + "reason": "Different CI workflows and different code paths." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different behavior; not the same underlying bug/change." + "reason": "Unrelated workflow changes; no shared concrete patch." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different concrete changes: 46554 adds checkout and diff-based checks, while 46558 changes permissions and approval gating." + "reason": "Related security-hardening theme, but these are distinct changes to the same file (file-change checks vs permissions/approval gating) and not the same concrete fix." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but distinct changes: security checks versus reusable-workflow review note/comments." + "reason": "46563 is comment/documentation-only and does not implement the same functional change as 46554." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different fixes: added security checks versus changing secrets inheritance to an empty map." + "reason": "Both touch PR CI security-gate behavior, but they address different concrete concerns (file-change inspection vs secret inheritance), so they are not duplicates." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow, but one changes permissions/if-guard and the other adds documentation about the reusable workflow. Not the same change." + "reason": "Distinct changes: permissions/approval gating vs comments about safe workflow reuse." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but distinct security-gate adjustments: permission/approval logic versus secrets scoping." + "reason": "Same workflow file, but different security tweaks; not the same underlying change." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but different concrete edits: explanatory comments versus secrets inheritance change." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflows and unrelated fixes; build-ci-docker-images message handling is not the pr-ci-security-gate note/comment change." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "Different workflows and code paths; no shared underlying bug or change." + "reason": "Comment-only reusable-workflow note vs actual secrets-setting change; not the same fix." } ] }, @@ -23766,12 +23955,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "b9e92902365bd7141da431b6fa238c57bb046543f8757e31e5561db4e86457e4", + "prepared_review_unit_hash": "b46dc3f7889fca915c91a8348c542af41794452705b3116ab73c922a1439da94", "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 }, @@ -23779,7 +23968,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -23788,18 +23977,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs replace brittle source-file open() usage with safer source inspection, but they fix different code paths: import_utils resource resolution vs modeling_utils attention-implementation detection.", - "confidence": 0.92, + "summary": "Two PRs share a general theme of replacing file-open source inspection with safer source access, but they fix different code paths in different modules and are not duplicates of the same concrete change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes are thematically similar but target different modules and different behaviors, so they are not interchangeable duplicates.", + "canonical_pr_reason": "PR 46207 is the more self-contained source-inspection fix: it updates the specific _can_set_*_implementation path in modeling_utils and adds tests, making it a clearer representative of the cluster\u2019s theme.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the cleaner representative of the theme because it addresses one concrete source-reading heuristic and includes tests, but it should remain separate from 46152.", + "best_pr_reason": "PR 46207 is the strongest standalone change for triage because it has a narrowly defined behavior fix, explicit helper logic replacement, and test coverage; 46152 is a separate fix in import_utils rather than the same bug.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Shared 'avoid open()' theme only; one is resource-path traversal in import_utils, the other is source introspection in modeling_utils. Different bugs and code paths." + "reason": "Both avoid open()-based source access, but they touch different modules, different helpers, and different runtime behaviors; they do not appear to fix the same underlying bug or belong in one merged PR." } ] }, @@ -23892,7 +24081,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "44cd8039da96fc3c1b6692d3daf1d927165a2ef4025832317d84adde1f4d5a40", + "prepared_review_unit_hash": "f854fa0564d9fdbe8de7953ad18a88e965b3ae76dc79df7ee1e622abc1ec5acc", "component_budget": { "node_count": 2, "item_count": 2, @@ -23914,18 +24103,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Moonshine streaming sliding-window boundary bug (`-dist <= right_window_size` vs `<`) in the same code path; PR #46546 is the broader, more complete version because it includes the Moonshine fix plus tests and a parallel Gemma4 boundary fix.", - "confidence": 0.93, + "summary": "Both PRs address the same off-by-one bug in Moonshine streaming\u2019s right sliding-window boundary (`-dist <= right_window_size` vs `<`). The second PR is a superset because it includes the same Moonshine fix plus a Gemma4 fix and tests, so the pair is a valid duplicate/near-duplicate match on the Moonshine bug.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46546 is the better canonical representative: it fixes the Moonshine streaming boundary bug, adds tests, and is the more complete patch even though it also includes an additional Gemma4 change.", + "canonical_pr_reason": "PR 46546 is the better canonical PR: it contains the same Moonshine streaming boundary fix as 46310, adds tests, and is the more complete change set, even though it also includes an extra Gemma4 adjustment.", "best_issue_reason": null, - "best_pr_reason": "PR #46546 is the strongest overall candidate because it addresses the same concrete Moonshine streaming bug as #46310 and includes test coverage, making it the more complete fix.", + "best_pr_reason": "PR 46546 is the best representative because it covers the same concrete Moonshine bug with the added validation, while 46310 is the narrower earlier patch.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Both PRs change the same Moonshine streaming right-window boundary check in the same function family; #46546 is a superset that could plausibly absorb #46310." + "reason": "Same underlying Moonshine streaming right-window boundary bug and identical fix in the shared files; the extra Gemma4 edit in 46546 does not change that the Moonshine change is the same code-path issue." } ] }, @@ -23955,7 +24144,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "1ec740b1c5682b5aa57701693d50a8baed39ea95d271efbd895ce89e01e39c7b", + "prepared_review_unit_hash": "3523a9e05fbe3fed57534f73946c02a9663c3736ca01b3e1fcc8b64d77065856", "component_budget": { "node_count": 2, "item_count": 2, @@ -23977,18 +24166,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds multimodal continuous batching infrastructure, while the other adds the HunYuan VL model package, docs, and tests. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The pair is not a duplicate cluster: one PR adds multimodal support to continuous batching, while the other adds an unrelated HunYuan VL model implementation, docs, and tests.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the more self-contained and complete change, with a coherent model addition plus docs/tests. PR 46376 is a draft infrastructure enhancement and not a duplicate of it.", + "best_pr_reason": "pull_request:46417 is the most self-contained representative artifact: it introduces a single model with supporting docs/tests, whereas 46376 is a separate infrastructure feature.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes and code paths: continuous batching/multimodal runtime support vs. a new HunYuan VL model integration. No shared filenames or concrete fix target, so they are not mergeable as one PR." + "reason": "Different underlying changes and code paths: continuous-batching multimodal support versus a new HunYuan VL model integration. They would not plausibly merge into one PR." } ] }, @@ -24018,7 +24207,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "fe627fd5c8f3ace331bb4121eafdb455e1d7d9ab708453999acf6c8604bc6e73", + "prepared_review_unit_hash": "6c694e6975de31e04ba9f2c63cc9d7c5ae2a4567d1a8eb1aced6a3ad3220ea60", "component_budget": { "node_count": 2, "item_count": 2, @@ -24040,18 +24229,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests: one fixes CodeLlama decode stripping behavior, the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer-class selection in AutoTokenizer. They do not describe the same underlying bug or change.", - "confidence": 0.98, + "summary": "These two PRs are not duplicates: one fixes CodeLlama decode-time stripping of real leading spaces, while the other fixes DeepSeek-Coder/LLM checkpoints loading as the wrong tokenizer class via auto-tokenizer selection.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: 46574 is a targeted tokenizer decode bug fix, while 46580 is a separate auto-tokenizer routing fix for different checkpoints.", "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the cleaner representative if one must be picked: it is a focused single-bug tokenizer fix with a narrow code path and explicit issue target.", + "best_pr_reason": "PR 46574 is the cleaner representative if one must be chosen: it addresses one concrete code path with a precise regression and localized fix.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different models, different failure modes, and different code paths: CodeLlama decode stripping vs DeepSeek checkpoint-to-tokenizer-class routing. They are not plausibly mergeable into one PR." + "reason": "Different underlying bugs and code paths: CodeLlama decoder placement/leading-space stripping vs. auto-tokenizer class selection for DeepSeek checkpoints." } ] }, @@ -24081,7 +24270,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "7bb1685d8c8f84a2cf7367398f51bbe9d3a1a0da9684fd7271d67d0f8ada431f", + "prepared_review_unit_hash": "6908220d50a6a92afa0ad6bce1dab755e685e5a72f338ae36edae595867e862f", "component_budget": { "node_count": 2, "item_count": 2, @@ -24103,18 +24292,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch the Mistral tokenizer stack and share many files, but they address different changes: 46603 is a refactor moving MistralConverter into the integrations package, while 46604 adds tekken tokenizer detection/conversion/save utilities. They are related but not duplicates.", - "confidence": 0.94, + "summary": "These two PRs are related by the Mistral tokenizer area, but they are not the same change: PR 46603 is a package refactor moving `MistralConverter`, while PR 46604 adds tekken tokenizer detection, conversion, and save utilities. They should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46604 is the more substantive end-state feature PR for Mistral tokenizer support; PR 46603 is a narrower packaging/refactor change that does not cover the tekken detection/conversion work.", + "canonical_pr_reason": "PR 46604 is the more substantial, user-facing Mistral tokenizer change; PR 46603 is mainly an extraction/refactor of the converter into the integrations package.", "best_issue_reason": null, - "best_pr_reason": "PR 46604 best represents the main functional change in the cluster because it introduces new tokenizer behavior and utilities, whereas 46603 is only a code move/refactor.", + "best_pr_reason": "PR 46604 best represents the cluster because it introduces the concrete new tokenizer behavior, whereas PR 46603 is infrastructure cleanup around the same subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Shared Mistral files reflect the same subsystem, but the PRs fix/add different concrete behaviors and would not be merged as one duplicate change." + "reason": "Reject: they touch overlapping Mistral tokenizer files but address different code-paths\u2014one relocates the slow converter, the other adds tekken detection/conversion/save support. Not the same underlying change." } ] }, @@ -24148,7 +24337,7 @@ "pull_request:46741|pull_request:46773", "pull_request:46741|pull_request:46831" ], - "prepared_review_unit_hash": "55a74069bc9ac1db2e56ba33f3470a06e10154c9a663ea740c755ea0c5100afd", + "prepared_review_unit_hash": "10aa40f72279dd800c6366c91de8553198f9eb9c0ccfc440362a1e9885b9cd8a", "component_budget": { "node_count": 4, "item_count": 4, @@ -24170,30 +24359,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These four PRs are all about model-runtime bugs, but they target different code paths and failure modes: cached decoding in SSM mixers, padding-mask handling, quantized cache construction, and CPU-offload hook behavior. They are not duplicates of one another.", - "confidence": 0.91, + "summary": "These PRs are all in model/runtime internals and all mention cache or linear-attention behavior, but they fix different bugs in different code paths: speculative decoding in Zamba2/Nemotron-H, padding-mask application for batch size 1, QuantizedCache layer selection for hybrid models, and CPU-offload hook handling for Qwen3.5/Next. I do not see duplicate relationships here.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46741 is the best representative of the set because it fixes a narrow, concrete decoding bug with a focused model-specific patch and test coverage; the others address unrelated runtime issues in different subsystems.", + "canonical_pr_reason": "PR 46773 is the clearest representative fix: it addresses a single concrete logic bug, has a broad but well-defined impact across several linear-attention models, and the patch is narrowly scoped.", "best_issue_reason": null, - "best_pr_reason": "PR 46741 is the strongest standalone fix: it targets a specific cached single-token decoding path and is comparatively self-contained, while the other PRs are broader or solve different problems entirely.", + "best_pr_reason": "PR 46773 is the strongest standalone candidate because it fixes one specific defect with an obvious reproduction condition and a focused code change, making it the most canonical-looking among the four.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "Different bugs: 46741 fixes cached speculative/chunked decoding in Zamba2/Nemotron-H mixers, while 46781 fixes QuantizedCache construction for hybrid SSM+attention models. Separate code paths and not mergeable as one PR." + "reason": "Different problems: 46741 is about Mamba2-style chunked-prefill/speculative decoding state handling in Zamba2/Nemotron-H, while 46781 changes QuantizedCache construction for hybrid SSM+attention models. They do not target the same code path or bug." }, { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "Different issues: 46741 is about single-token cached decode logic in Mamba2-style mixers; 46773 changes padding-mask application when batch size is 1. Same broad family, but not the same underlying bug." + "reason": "Different bugs and symptoms: 46741 fixes single-step cached decode behavior, while 46773 fixes padding-mask application when batch size is 1. Same broad model family, but not the same underlying defect." }, { "left": "pull_request:46741", "right": "pull_request:46831", "accept": false, - "reason": "Different runtime problem: 46741 addresses cached decode state handling, whereas 46831 fixes garbage generation under device_map CPU offload by triggering a conv1d hook. Not the same code-path defect." + "reason": "46741 is about cached decoding in Mamba-like mixers, whereas 46831 fixes CPU-offload generation corruption by calling the conv1d hook before forward. These are separate runtime issues." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 38b547040618634b05c39f4202e4df9dccdfd887..6bacbcc317556235b04a5f6f67775fffcd869265 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260623t120018z", + "analysis_id": "hybrid-model-20260623t180016z", "archived_artifacts": { - "hybrid": "snapshots/20260623T120018Z/analysis-runs/hybrid-model-20260623t120018z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260623T120018Z/analysis-runs/hybrid-model-20260623t120018z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260623T180016Z/analysis-runs/hybrid-model-20260623t180016z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260623T180016Z/analysis-runs/hybrid-model-20260623t180016z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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+ 46504, + 46563 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46504-3 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260623T180016Z/analysis-runs/hybrid-model-20260623t180016z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260623T180016Z/analysis-runs/hybrid-model-20260623t180016z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..b5a169e7c0a23ff88093eb7aa562f8fc443f7080 --- /dev/null +++ b/snapshots/20260623T180016Z/analysis-runs/hybrid-model-20260623t180016z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,24397 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260623T180016Z", + "generated_at": "2026-06-23T18:12:18Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "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:46304", + "issue:46468", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "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:43716|issue:45685", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304" + ], + "prepared_review_unit_hash": "cda94d2d1368e378fd9a816d1dd9a8e98f64ad9207502be9e606e064c9a1d205", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46599, + "estimated_input_tokens": 11650, + "estimated_eval_tokens": 23556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated model/runtime/docs issues. Only a few soft edges look like true duplicates: the ZeRO-3/BERT index-out-of-bounds reports, the Qwen3.5 MoE rotary embedding/CPU-offload reports, and the torch 2.4.1 compatibility reports.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43638 is the best canonical issue because it is one of the clearest true duplicates in the cluster, matching 43596 on the same DeepSpeed ZeRO-3/BERT index-out-of-bounds failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43638 is the strongest representative of the only clear issue-duplicate family here; most other items are just superficial text similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 bugs: missing config attribute vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: GPT-OSS AMD GPU error vs MPS histogram-not-implemented error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model-specific runtime paths: Mistral dtype mismatch vs GPT-OSS AMD GPU issue." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is a different bug from the GPT-OSS AMD GPU failure." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failure modes: GPT-OSS AMD GPU issue vs Nemotron example breakage." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different concrete bugs; only broad MoE/GPU similarity." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export bug vs Qwen3MoE FP8 failure; different code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export issue vs cuda assert during device mapping are not the same bug." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash vs outdated RAG docs; different issues." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they target different stale references/pages." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export failure vs GenerationMixin import error; different problems." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL embedding unpacking bug vs training-resume/trust_remote_code issue are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch vs device_map auto device mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError-style reports, but the model/setup and root cause differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 BERT loading bug vs resume/trust_remote_code issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same surface error class, but different failure paths and models." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/tensor shape mismatch vs video template/token mismatch are different bugs." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different issues: indexing/mask shape bug vs only-TP-not-working MoE bug." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Training resume with remote code vs broken Nemotron example; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat template mismatch vs model-training resume issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different failures with only superficial mention of loading/training." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug vs ONNX export bug are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the collective mismatch and ZeRO-3 BERT index error are different root causes." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3/BERT index-out-of-bounds loading bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross_entropy call vs GPT-OSS TP routing issue are different code-path problems." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression vs LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime error vs LoRA merge/save mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure vs remote-code model_class/config_class error are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the underlying errors are different." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor recomputation bug vs mask shape mismatch are different issues." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3.5 MoE rotary-embedding / CPU-offload materialization bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT loading bug vs GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Checkpointing/FSDP mismatch vs CustomTrainer compute_loss signature change are different problems." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral dtype mismatch vs GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures with only broad Qwen/GPT-OSS similarity." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Reverse-embedding lookup issue vs video token/template mismatch are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config attribute error vs Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch vs expensive reverse embedding lookup are different issues." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 compatibility regression family." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility vs Qwen-3 NVFP4 runtime error are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Checkpointing/FSDP bug vs cuda assert on Qwen3 device mapping are different failures." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch vs GPT-OSS TP routing issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error vs multimodal dtype mismatch are different code paths." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch vs NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral dtype mismatch vs Nemotron example breakage are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Dtype mismatch on Mistral vs MPS int histogram error are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime error vs TRL SFT embedding unpacking bug are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method vs MPS histogram-not-implemented are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL trainer embedding issue vs GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy bug vs TRL SFT embedding unpacking bug are different." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the model/setup and failure point differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions from v5 removals, but they touch different removed topics." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch vs MPS histogram int error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT issue vs MPS histogram error are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger cross_entropy call vs autocast dtype mismatch are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collectives mismatch vs CustomTrainer API break are different issues." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP bug vs GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU runtime issue vs outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger cross_entropy bug vs mask shape mismatch are different problems." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are compatibility regressions, but they involve different releases and failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The accepted duplicate edges are plausible from the issue titles/body themes: 43596/43638, 45859/45902, and 45800/46515. The many rejections also read conservative rather than overstated. Minor caution: 45800/46515 is the least certain of the accepted pairs, so phrase it as a likely duplicate family rather than a proven one if you restate the result." + }, + "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": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:43866|issue:44863", + "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:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "35a6cbfd36ff399ba0054a3da8a21150adf4548a777ba1b128a2e99934c04031", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38901, + "estimated_input_tokens": 9726, + "estimated_eval_tokens": 19708 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; nearly all soft edges are false positives. The only clear duplicate-like pair is the AutoTokenizer v5 token-ID regression between 45812 and 45920.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45920 is the strongest representative: it describes a broad v5 AutoTokenizer regression across multiple model families, and it directly subsumes the narrower Granite-only report in 45812.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global issue candidate because it captures the widest impact, has inbound references, and matches the only strong duplicate pair in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failure modes: corrupted Ovis2 checkpoint vs. NemotronH text-encoder weight loading." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Both are load/runtime regressions, but one is a PaddleOCR-VL/vLLM loading failure and the other is a USE_DISTRIBUTED=0 compatibility break." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both involve DeepSpeed ZeRO-3, but the model targets and error contexts differ enough to look like separate bugs." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attr error with vLLM and Qwen3 auto-device-map cuda assert are unrelated concrete failures." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "These are both documentation issues, but they refer to different docs and different outdated text." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 compatibility issue." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and symptoms: AMD GPU model support vs. table-question-answering crash." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy dispatch and Qwen3-vl video StopIteration are different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "One is a device-map forward mismatch; the other is a video/chat-template feature-token mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG examples are unrelated issues." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device-mismatch are separate model-specific bugs." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and DiffusionGemma NVFP4 compatibility are not the same problem." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to RAG documentation drift." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Broad remote_code breakage and USE_DISTRIBUTED=0 support regression are different compatibility problems." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying bug: a v5 AutoTokenizer regression producing wrong token IDs across model families; 45920 is the broader report." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor breakage is unrelated to the distributed-build regression." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH loading failure are different model-specific issues." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to outdated RAG examples." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window-related behavior, but the models and concrete failures differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors under different Bert/ZeRO-3 scenarios, but the symptoms and contexts are not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are separate compatibility breaks." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash do not share the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper cannot-run issue is unrelated to the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both mention compatibility, but one is a ZeRO-3/Bert index error and the other is a Torch/transformers version mismatch." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat-related failures, but one is a crash and the other is a streaming inference API failure." + }, + { + "left": "issue:45685", + "right": "issue:46304", + "accept": false, + "reason": "MoE histogram_mps on MPS and USE_DISTRIBUTED=0 compatibility are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import failure and Gemma3 sliding_window_pattern error are distinct import/config regressions." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Both are MoE/runtime problems, but Mixtral grouped_mm tracing and MPS histogram support are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template-node compilation error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are different model issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but one is a mask-shape mismatch and the other is a ZeRO-3 loading failure for Gemma3." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback logic and remote-code config_class handling are different failures." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing StableLmConfig pad_token_idx and PretrainedConfig pydantic regression are not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are separate issues." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated model-support requests/failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only accepted duplicate-like pair, 45812 \u2194 45920, is supported by the titles and inbound-reference pattern, and the broader/narrower relationship is reasonable. No mergeability issues apply here since this is an issue-clustering task, not a PR pair." + }, + "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": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661" + ], + "soft_pairs": [ + "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:43541|issue:44589", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:45759|issue:45902", + "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:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:45183|issue:46463", + "issue:44918|issue:45507", + "issue:46489|issue:46491", + "issue:43975|issue:44292", + "issue:44292|issue:45507" + ], + "prepared_review_unit_hash": "dc342e8c5b651a60f8b77682183feafc93e0952d0f2653ed090490dc97841db5", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "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": "Mostly heterogeneous bug reports; only a few pairs look like true duplicates: Siglip2 bad-output reports, Qwen video token/feature mismatch, remote-code custom-module resolution, and shared input-validation error-message bugs.", + "confidence": 0.74, + "canonical_issue_reason": "Issue #45005 is the broadest hub-like report in the set and the strongest single anchor for triage around v5 weight-tying regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45183 is the most generally framed, actionable bug report: a model-agnostic validation logic problem that cleanly explains its narrower T5-specific counterpart.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both mention v5 regressions, but one is int4/OOM behavior and the other is tied weights in translation models; different failures and likely different fixes." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape-related errors, but the first is a generic mask/index mismatch while the second is a TRL SFT trainer unpacking failure on Qwen3.5 embeddings." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different models and code paths: grouped_mm tracing failure in Mixtral versus tensor-parallel behavior in GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to a Qwen3.5 chat/completions streaming failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and streaming API failure are different problems, even if both involve gpt-oss/Qwen-family work." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "One is an init_empty_weights signature regression, the other is a PretrainedConfig/pydantic field breakage; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is a different code path from the PretrainedConfig field regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing and missing Float8 storage are unrelated failures." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is a different multimodal issue from Qwen3.5 video token/feature count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch-version incompatibility are too broad and point to different root causes." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the mask-shape mismatch and the DeepSpeed ZeRO-3 zero-size index error are distinct." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report incorrect/nonsensical Siglip2 outputs in downstream use; this looks like the same underlying Siglip2 implementation issue." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen3.5/Qwen video-input regression where video features and video tokens do not line up." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding state are different multimodal/model-init bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issues and a remote-code config_class AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "The first is an image dtype mismatch; the second is a TRL SFT trainer embedding unpacking failure." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight handling and Qwen3.5 SFT mask mismatch are different failure modes." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a GLM5 issue do not appear to share the same code path." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model initialization in Jupyter is unrelated to the flash-attn2 fallback gating problem." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to trust_remote_code/custom-module resolution caching causing the wrong module to be reused or loaded." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the affected models and symptoms are different enough that this is not clearly one bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config loading and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crashes are not the same as tied-weight regressions." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is a different issue from tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer/ReLU discussion and a docs typo are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied weights in translation models are different problems." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is just documentation-level noise, not the removed run-command issue." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are the same validation/XOR logic bug producing wrong error messages; 46463 is the T5-specific instance of the broader issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid-method calls are different failures." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different round-trip behaviors." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen NVFP4 runtime errors and GraniteMoEHybrid invalid-method calls do not share the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are stated conservatively enough. The broad/narrow relationships for 45183\u219446463 and the duplicate-like video, Siglip2, and remote-code pairs are all supported by the titles and descriptions. No pair appears overclaimed into an obvious non-duplicate." + }, + "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": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "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:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "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:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:45020|issue:45823", + "issue:45081|issue:45399", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356" + ], + "prepared_review_unit_hash": "2cdd92900ce9c63f64212e87d6c7a5a46b9e5cadeeda6543a0ba61f323ec8fe5", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38205, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose similarity cluster around Transformers regressions, but the only clear duplicate set is the non-persistent buffer corruption/junk issue. Most other pairs are broad subsystem overlaps or model-family similarity without the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43950 is the clearest, most specific report of the non-persistent-buffer regression in Transformers 5.x and best captures the underlying bug that the close variants describe.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest representative issue: it names the regression directly, is concrete about the failure mode, and matches the accepted duplicate variants most closely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: non-persistent buffers being filled/corrupted with junk in Transformers 5.x." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example mismatch and quantization failure while the other is a model quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same bug: from_pretrained mishandles non-persistent buffers and can corrupt them with junk values." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures: custom trainer loss signature vs Gemma3 loading under DeepSpeed ZeRO-3." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities with different error paths." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model/runtime issues: autocast dtype mismatch vs Qwen3.5 3D position_ids/SDPA gradient instability." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer regression space, but not the same concrete bug; 46489 is a specific DeepSeek-Coder v1 gap while 45920 is a broader multi-model token-id regression." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 embedding-quality complaint, the other is a tokenizer-version behavior change; no clear same bug path." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2 output quality, but the symptoms differ too much to treat as the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same root regression class: non-persistent buffer materialization/initialization ends up with uninitialized junk values." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading problems with unrelated code paths." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3-related issues: Flash Attention packed-sequence crash vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one reports worse embeddings and the other claims HF/JAX discrepancy; insufficiently concrete to merge as duplicates." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training/memory issues: ineffective gradient checkpointing vs int4 quantization OOM." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model internals and failure modes: Gemma-4 FSDP2 KeyError vs uninitialized rotary-buffer memory." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading errors for different models." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load/noise issue vs a specific model loading failure; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different areas entirely: tokenizer detokenization vs flash_attn import on Python 3.13." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading, but one is about noisy logs and the other is a concrete model load failure." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training error with DeepSpeed vs early-stopping metric lookup failure; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different memory-related but distinct issues: LoRA checkpointing vs Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote code, but one is missing fields in AutoConfig output and the other is a broader breakage claim; not enough evidence they are the same bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/config loading failures under different parallelism/quantization setups." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn2 fallback gating; unrelated code paths." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export of a model class vs bitsandbytes Int8Params constructor mismatch." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-specific loading errors." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram limitation vs Gemma4 device placement mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote-code regression vs Gemma4 device_map issue; not the same underlying bug." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash vs flash-attn2 fallback gating; unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case vs broad remote-code regression; no concrete shared bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime problems and model paths." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA model compatibility regression vs a tie-word-embeddings warning during fine-tuning; not the same issue." + }, + { + "left": "issue:44991", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different failure mechanisms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only potential duplicate cluster it elevates is the non-persistent-buffer/junk regression, which is well supported by the titles. The other accepted/denied soft-edge calls are framed cautiously and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 5, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43404|issue:43950", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "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", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "c391a1e64e4205143690fb93321ecf218f1b12c1cf57931d74a1427cdca52395", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36634, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and does not have one clear canonical artifact overall. A few soft pairs are genuine duplicates (docs pipeline removals, the bitsandbytes/_is_hf_initialized constructor bug, and the Whisper fbank issue), but most pairs are related only at a broad subsystem level and should remain separate.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue for the whole cluster: the items split into several unrelated bug families (tokenizers, DeepSpeed, multimodal, docs, Whisper, etc.). If a subcluster must be prioritized, the clearest duplicate pair is the bitsandbytes/_is_hf_initialized incompatibility (43872/44291).", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "Issue 43872 is the best standalone representative among the accepted duplicates because it states a concrete, reproducible compatibility failure with a precise error and root cause, making it the cleanest canonical for its subcluster.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different code paths and not the same concrete bug." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer regressions in v5, but they target different model families and describe different failure modes; too broad to merge as one bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs regression: removed pipeline tasks are still referenced after the v5 pipeline removals." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both are model-loading issues, but one is a composite config unwrap problem and the other is a remote-code config_class AttributeError; different concrete failures." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying constructor/signature incompatibility around `_is_hf_initialized` being passed where bitsandbytes/empty-init loading does not accept it." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different bugs: one is Qwen3Moe with FineGrainedFP8Config, the other is a bitsandbytes initialization incompatibility." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is a missing weight tying bug in a specific model class; the other is a broad from_pretrained regression on non-persistent buffers." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "45020 is a broad umbrella report about remote_code breakage; 46661 is a specific config_class AttributeError. Related area, but not the same underlying issue." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Likely the same Whisper feature-extraction failure path: one says Whisper-large-v2 cannot run, the other points to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and appear to stem from different regressions." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is about weight conversion/loading and the other about gradient averaging with GAS; different bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "These are separate training-time errors with different symptoms and likely different causes." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both touch gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing supports_gradient_checkpointing flag on a remote-code variant." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but they refer to different models and different failure points." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen/DeepSpeed weight-loading issues, but one is Qwen3-Next ZeRO-3 all params missing and the other is Qwen3.5 language_model load failure; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Same broad tokenizer-loading area, but different models and different likely root causes." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different runtime paths: RLHF gradient explosion from position_ids/SDPA behavior versus a flash_attention integration AttributeError on `s_aux=None`." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape-mismatch IndexErrors, but the reported tensor shapes and contexts differ; not enough evidence they are the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video regressions, but one is a general v5.3.0 video input regression and the other is a StopIteration in Qwen3-vl-embedding; too different to merge." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training weight-shape error versus image segmentation map processing." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different failure modes; only a loose connection to attention/cache issues." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are checkpoint-loading problems, but they concern different architectures and likely separate model conversion issues." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Both involve model support/compatibility, but one is GGUF gpt-oss support and the other is a dtype mismatch under autocast for Phi-tiny-MoE." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "A ZeRO-3/BertModel index error and a torch-version incompatibility report are not the same concrete bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3-MoE-related issues: GGUF architecture support versus sliding_window behavior." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both concern rotary/position handling, but one is a still-image position scaling bug and the other is uninitialized memory after meta-to-empty materialization." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "A training-time ZeRO-3/Bert index error is unrelated to a torch compatibility report." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is a per-layer shared_kv_states rebuild KeyError and the other is a device mismatch in forward; different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The heterogeneous-cluster conclusion is supported by the issue titles, and the accepted soft pairs are narrowly justified rather than overstated. No PR-specific concerns apply because there are no PRs in this cluster." + }, + "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": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43366|issue:44589", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:42617|issue:43366", + "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:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:46459|issue:46512" + ], + "prepared_review_unit_hash": "6d4b7879accc7da70d2b5613465016d43cc733b88f5f3c308f08bd803fff641c", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37476, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers v5 regression issues around model loading/initialization and tokenizer behavior, not one single duplicate set. Only a few pairs look like true duplicates: the non-persistent buffer regression, the custom model initialization regression, and the SigLIP2 bad-output reports.", + "confidence": 0.69, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the topics split across several unrelated v5 regressions. If one representative must be chosen, issue 43950 is the best umbrella because it states the core non-persistent-buffer loading regression clearly and overlaps with the closest duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the strongest representative issue: it is explicit about the regression mechanism, generalizes better than the narrower symptom reports, and aligns with the closest duplicate candidates in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: GGUF/gpt-oss support vs a Float8 storage lookup error. Same broad loading space, but not the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both involve audio generation, but one is embedding/token leakage across batched tracks and the other is empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal failures: image preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import/export failure for a specific class vs meta-device loading breakage; not the same code-path problem." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-ocr index errors." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure is a different issue from meta-device loading regressions." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different problems: Qwen3-VL video inference StopIteration vs an MPS histogram op not implemented for Int." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same Transformers 5.0 custom model initialization breakage, with the notebook report being a narrower manifestation of the general initialization bug." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch compatibility, but one is compiled flex_attention on torch>=2.9 while the other is a torch 2.4.1 incompatibility." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both touch Qwen3.5/VL-related inference, but video StopIteration and SFT embedding unpacking are different failures." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile+SDPA crash on Bamba is unrelated to Flash Attention illegal memory access on Qwen3.5 packed-sequence handling." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be distinct code paths/fix gaps." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch during forward is not the same as a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping lookup bug and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different shape/attention failures in different model paths." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 bad-output problem: one report shows zero probabilities, the other nonsensical outputs through AutoModel/pipeline." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Config strictness on granite_speech and tiny-random glm4v validation are different config-loading issues." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 initialization on a non-pretrained Bert model is not the same as the tokenizer-mapping-name bug." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different zero3/Bert initialization bug vs tokenizer mapping failure." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map auto dequantized-model offload failure and Strix Halo mmap OOM are separate loading/resource issues." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping-name handling and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE hf4.x vs hf5.x LoRA compatibility is different from BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same SigLIP2 family, but one is bad probabilities on a model and the other is documentation example errors plus quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same non-persistent-buffer junk regression in Transformers 5.x, just with slightly different wording and scope." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3Moe FP8 config failure are different failures." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility and Gemma4 resize_token_embeddings behavior are distinct bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both say a model cannot load, but they reference different models and do not clearly share the same root cause." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation problems are different model-specific issues." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "dtype handling while loading composite checkpoints is different from from_config(dtype=...) leaving config.dtype stale." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it characterizes the cluster as mostly heterogeneous, and the only accepted soft pairs are the ones that look plausibly duplicate based on the issue titles. No obvious overstatement beyond the evidence provided." + }, + "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": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46468", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:44863|issue:46846", + "issue:45507|issue:46468", + "issue:45313|issue:45357", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:39692|issue:43994", + "issue:42491|issue:45292", + "issue:43257|issue:43854", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:45663|issue:45759", + "issue:42947|issue:45704", + "issue:43404|issue:43454", + "issue:44291|issue:44756" + ], + "prepared_review_unit_hash": "f0b02c5da0e6f82ce3ca5df1b1e70b2a6eb336dd8a6ac6266d39df9d41d08f56", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36533, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly loose semantic similarity across unrelated model-loading, tokenizer, training, and quantization bugs. The clearest overlapping pair among the soft-pairs is the Gemma4/t5gemma `resize_token_embeddings` propagation bug (45276/45335); issue:45292 is also in that same bug family, but the packet does not make it a duplicate of the 42491 pair.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45276 is the best anchor because it states the broader concrete failure: `resize_token_embeddings` not propagating to model-specific embedding/output modules, including both `embed_tokens_per_layer` and `output_embeddings`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest representative because it captures the shared resize/propagation code path more completely than the narrower follow-up reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different model families and different failures: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel planning." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Both are model breakages, but the affected models and root problems are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same broad Qwen3.5 area, but ZeRO-3 weight loading and incorrect save_pretrained keys are different bugs." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but for different models and likely different root causes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is training memory efficiency, the other is quantization/offloading behavior; not the same issue." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: non-persistent buffers vs custom model initialization in notebooks." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but the concrete failures are training memory usage vs int4 quantization reserved-memory/OOM." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but one is docs/example mismatch plus quantization failure while the other is nonsensical AutoModel/pipeline output." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "The titles share resize_token_embeddings language, but the first is a LoRA/version-compatibility problem and the second is a direct embedding propagation bug on a different model path." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading paths and models: Qwen3 MoE with accelerate/deepspeed vs GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint step math and unused SGD args are separate training bugs." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different load errors: GLM-4.7-Flash unit tests vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "They share some version/model-family context, but the failure modes are different and not the same concrete bug." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading versus quantized model save/load breakage are different issues." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a pre-tokenizer override and the other is wrong token ID mapping for Granite." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different products and symptoms: Qwen3.5 chat crash vs Gemma4Processor missing `_tokenizer` in serve." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Serialization `extra_state` handling and `init_empty_weights` constructor-argument handling are distinct bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both point to the same underlying resize_token_embeddings propagation bug across related Gemma4/t5gemma embedding/output modules." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash-attention crashes, but the root causes are different." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch is unrelated to tokenizer loading failure for a different model." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "One is a torch-version incompatibility, the other is a meta-device loading regression." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both touch quantization/offloading and memory, but not the same code-path problem." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both concern ModelOutput fields, but one is generic key assignment and the other is a specific model returning the wrong tensor in hidden_states." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and AudioFlamingo3 batched inference leakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 example issues and GLM5 loading are unrelated model bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention state bug and Qwen multimodal config unwrapping are different failures." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA is unrelated to T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied `lm_head`, but they affect different model families and are not clearly the same underlying fix." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` constructor breakage and mmap OOM on Strix Halo are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are generally conservative, but the cluster summary overstates exclusivity. In the packet, issue:45292 is also a direct `resize_token_embeddings`/`output_embeddings`-type bug, so saying the 45276/45335 pair is the \u201conly genuinely overlapping pair\u201d is too strong. Please soften that claim to something like \u201cthe clearest overlapping pair among the soft-pairs.\u201d" + }, + "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": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:45823" + ], + "prepared_review_unit_hash": "3b5ca53d2e52fb86b8b7c8ac15204d832c59282516b13375f86c9d020b750bea", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37566, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports across different models/features. The only clear duplicate-like pair is the resize_token_embeddings regression on output embeddings, where the Gemma4-specific report is a broader variant of the generic one. No pull requests are present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45292 is the cleanest canonical because it states the underlying regression generically: `resize_token_embeddings` not updating `output_embeddings`. issue:45276 looks like a model-specific extension of that same bug, while issue:45335 is a separate decoder.embed_tokens variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best overall issue to anchor the resize-token-embedding duplicate set: it is concise, general, and directly names the affected code path. It is better suited than the more model-specific Gemma4 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/loading failures, but they affect different models and different quantization paths (NVFP4 vs MXFP4); not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is int4 CUDA reserved memory growth and the other is Strix Halo mmap behavior; different root causes." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to Whisper pipeline `return_language` behavior." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model-specific failures: Gemma4 FSDP2 shared_kv_states vs Qwen3.5 MoE rotary embedding CPU offload." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is ineffective under PEFT LoRA and the other is forbidden in eval mode; separate issues." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`torch.device(\"meta\")` loading problems are distinct from the Strix Halo mmap/OOM issue." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "These are different model/config bugs: sparse-layer creation in SwitchTransformers vs Gemma4 FSDP2 attention state rebuild." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the official Nemotron example breaking are related by model family only, not the same concrete failure." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both describe the same resize_token_embeddings regression affecting output embeddings; 45276 is a Gemma4-specific manifestation of the broader 45292 bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "A missing MPS histogram kernel in MoE code is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are model/config regressions, but one is a video-input path issue and the other is strict-config loading for granite_speech." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap/OOM workaround." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN explosions from 3D position_ids / SDPA fallback." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load of custom modules, but one is a permissions propagation bug and the other is wrong-module loading after save_pretrained." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but BPE-marker handling and `continue_final_message` behavior are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 save_pretrained regression are separate model/version issues." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but one targets output_embeddings and the other decoder.embed_tokens; not clearly the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to meta-device loading failures." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Out-of-vocab token placement in bert-base-bg and inability to load ScandiBERT are different tokenizer/model-loading issues." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is not the same as the Trainer resume_from_checkpoint max_steps calculation bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom model initialization and extra_state save/load handling are distinct failure modes." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is too broad and not the same as a specific autocast dtype mismatch." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression in convert_tokens_to_ids and CodeLlama leading-space round-trip corruption are different problems." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are both tokenizer regressions, but not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` breakage is unrelated to a general tokenization-version change report." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and non-template-node compile TypeError are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both mention custom models under Transformers 5.0, but one is base_model_prefix loading and the other is Jupyter notebook initialization." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline `return_language` and `from_pretrained` inside Python classes are different failure scenarios." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The canonical pair choice around 45276/45292 is supported by the titles and the high similarity score, and the other soft-edge rejections stay cautious rather than overstating duplicates. No PR-pair issues 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": 9, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46821" + ], + "soft_pairs": [ + "issue:43425|issue:43716", + "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:43425|issue:44918", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:46821", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:39404|issue:44671", + "issue:43643|issue:44530" + ], + "prepared_review_unit_hash": "d73fc4abe30b256adfbac9fe92d1bfd7d6ffdf604baaa7a5605c5773c3a6281f", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37097, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft links mostly connect unrelated Transformers regressions that only share broad language like \u201cloading\u201d or \u201ctokenizer.\u201d I would not merge any of the soft pairs.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44462 is the most generally useful, concrete regression in the set (tokenizer.json handling) and has downstream references, but the cluster overall does not look like a single duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "44462 is the best anchor only if one issue must represent the cluster, because it is specific, reproducible, and broadly impactful compared with the other unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility vs. Mistral-3 image preprocessor dtype mismatch; different failure modes and code paths." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup error vs. template compilation error; unrelated bugs." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs. a generic mask-shape IndexError; not the same underlying defect." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an old issue vs. a Qwen3.5 PagedAttentionCache crash; no concrete overlap." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they concern different pipeline docs and different removed/deprecated behaviors." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different models and symptoms: CamemBERT MLM predictions vs. loading an EMBEDDIA tokenizer." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Model/pipeline output quality bug vs. ModelOutput key assignment bug; distinct components." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch incompatibility vs. TRL SFT embedding unpacking failure; unrelated paths." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure vs. Perceiver positional interpolation failure; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token conflict vs. gguf_file handling in from_pretrained; different loading problems." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression vs. MXFP4 quantization fallback; unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption vs. continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling vs. composite Qwen config unwrapping; different serialization/config bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Different reproduction scope and different tokenizer behavior; no common code-path bug." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a MoE regression and the other is a weight-shape mismatch on a specific model; too different to merge." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizers and different parsing layers; not the same underlying tokenizer bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory usage vs. Strix Halo mmap OOM workaround; unrelated root causes." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel indexing vs. compiled flex_attention on torch>=2.9; distinct failures." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "save/from_pretrained extra_state issue vs. TimesFM window_size AttributeError; unrelated models and APIs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert vs. Mistral regex patch crash; different tokenizers and bugs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different affected repos/models and different tokenizer-load failures." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading regression vs. non-persistent buffer junk filling; same release window, different code paths." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both touch tokenizer handling, but one is about ignoring tokenizer.json while the other is a DeepSeek-Coder-specific output regression after a prior fix; not clearly the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs. lm_head weight tying in Mistral3 conditional generation; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch vs. compilation of non-template nodes; no overlap." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer load conflict vs. Qwen3Moe FP8 config failure; different subsystems." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency vs. Sam3 text encoder weights not loading; different model families and mechanisms." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU arange placement bug in XLNet vs. CPU-offload incompatibility in Qwen3_5 MoE rotary embedding; unrelated fixes." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping name conflict vs. flex_attention compilation failure; not the same defect." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression vs. CamemBERT masked-LM prediction regression; no shared bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss vs. PagedAttentionCache invalid group type; different components and symptoms." + } + ] + }, + "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": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43883|issue:44991", + "issue:43746|issue:46326", + "issue:42915|issue:45084", + "issue:44403|issue:45081", + "issue:44464|issue:45987", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:44451|issue:45081", + "issue:42915|issue:44291", + "issue:28530|issue:34567", + "issue:36032|issue:43742" + ], + "prepared_review_unit_hash": "99ad8d038da3a1774d5720855e8dd92b55e9d76b31a75dce2b2d90fc93cedde4", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38044, + "estimated_input_tokens": 9511, + "estimated_eval_tokens": 19278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set looks like a loose thematic bucket of mostly unrelated Transformers regressions and model-loading bugs. None of the soft pairs are strong duplicates, so I rejected all of them.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45081 is the most concrete and well-scoped loader/tokenizer failure in the set, with explicit crash text and inbound references, making it the best anchor despite the cluster\u2019s heterogeneity.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for the whole cluster. If one must be chosen, issue:45081 is the closest because it is specific, reproducible, and clearly bug-shaped.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: torch dynamo grouped_mm tracing in Mixtral versus a tokenizer template-node compilation TypeError." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but they involve different models and likely different breakages; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen-family failures with different symptoms and code paths: FP8 config loading versus PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity quality issue on a model/dataset is unrelated to runtime special-token post-processor updates." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator TypeError and the _is_hf_initialized regression are unrelated runtime issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer serialization and the other is custom model initialization; different bugs." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and Qwen2.5-VL multi-image iterable dataset failure are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo and a model load failure for cjvt/sleng-bert are different issues." + }, + { + "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 distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "One is about TF not being installed via a torch extra; the other is an unsupported backend name in BACKENDS_MAPPING." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but the reported failures are not the same code-path problem." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image Qwen2.5-VL dataset handling and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization regression are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "The latter is a specific GGUF model-loading failure, but the former is a broader tokenizer/model loading breakage; not enough evidence they are the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map offload loading and Qwen2.5-GGUF v5 loading failure are different loader issues." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Non-template-node compilation and GraniteMoEHybrid invalid method calls are different errors." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 model/tokenizer load regressions, but for different models and likely different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batched-vs-single padding-mask mismatch are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech and mistral_common continue_final_message are different problems." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and template-node compilation failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise/logging issue is not the same as the Mistral tokenizer regex crash." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length returning a tensor are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer junk-fill are separate v5 regressions." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different functional bugs: hidden-states output versus rope index scaling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding-mask mismatch and DAC STE mismatch are different audio-model behavior issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Weight tying missing in one model class versus device-dependent lm_head serialization are related only loosely, not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP nonsensical outputs and OmDet-Turbo processor size mismatch are different vision pipeline problems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different tokenizer/loading code paths." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Two separate model-loading failures with no clear shared underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8 Qwen3Moe failure and unexpected _is_hf_initialized argument during init_empty_weights are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric lookup and num_input_tokens_seen tracking are unrelated trainer issues." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer special-token method conflict and MobileLLM-125M key error 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": 11, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:43089|issue:45987", + "issue:44265|issue:44610", + "issue:43632|issue:46821", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43632|issue:44756", + "issue:43792|issue:44589", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:41553|issue:43582" + ], + "prepared_review_unit_hash": "ef2412c9f1dbbf473d232322bfd7e70e4b123d3f074c448b0e1faeefdb0dc86b", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36154, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and contains many unrelated issue reports. Only one soft edge looks like a true duplicate/sub-duplicate pair: the Qwen3.5 save_pretrained regression (45216/45357).", + "confidence": 0.93, + "canonical_issue_reason": "issue:45216 is the better canonical issue for the only clear duplicate pair: it is earlier and broader, while 45357 reads like a narrower follow-up about the same Qwen3.5 save_pretrained checkpoint regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest representative of the only real overlap in the cluster, and it best captures the shared Qwen3.5 save_pretrained bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer failure classes: AddedToken special-argument conflict vs model loading failure for a specific repo." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs and code paths: FineGrainedFP8Config failure vs missing Float8 storage lookup." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Performance overhead in generation vs a StaticCache return-type contract bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Generic Transformers v5 init flag break vs TimesFM window_size AttributeError; different components and symptoms." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal model failures: Llava Next load segfault vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is video-input processing and the other is still-image rope/position-id scaling; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window issue in Qwen3-MoE is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict and Qwen3 auto-device-map cuda assert are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained regression producing incorrect checkpoints/visual encoder keys in Transformers 5.x." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta is unrelated to convert_tokens_to_ids performance regression." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is not the same as generic noisy logging when loading a transformer." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug and compiled flex_attention torch-version bug are different subsystems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading break is unrelated to non-persistent buffer initialization regression." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image iterable dataset finetuning failure is unrelated to Qwen2.5-VL still-image temporal position scaling." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Granite token ID regression and CodeLlama leading-space round-trip bug are different tokenizer behaviors." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise/logging issue and tokenizer-loading failure are not the same underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 init-flag regression is unrelated to mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image iterable dataset finetuning are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument is unrelated to missing Float8 storage object." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on GPT-OSS and Whisper batch_decode skip_special_tokens bug are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker issue is unrelated to DeepSeek-R1-Distill-Llama accuracy regression." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure with transformers v5 is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer error message issue and Apple Silicon caching_allocator_warmup TypeError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, 45216/45357, is a plausible duplicate/sub-duplicate pair about the same Qwen3.5 save_pretrained regression; the other pair verdicts are appropriately cautious and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 12, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43482|issue:45538", + "issue:44079|issue:45663", + "issue:43632|issue:44534", + "issue:43317|issue:43856", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:44829|issue:45479", + "issue:43377|issue:45491", + "issue:43611|issue:43646", + "issue:43818|issue:46402", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:43818|issue:45357", + "issue:43792|issue:43957", + "issue:44265|issue:45072", + "issue:45325|issue:45381", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:42796|issue:45381", + "issue:43701|issue:45325", + "issue:43873|issue:45701" + ], + "prepared_review_unit_hash": "1ead6352281f8ebdb21671ff53be81e32ac10b8a5d6a6ee2819cdf053b5039ec", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36961, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated bug reports. There is a loose Transformers v5 model-loading/initialization theme, but the soft pairs do not look like the same concrete bug/change, so I rejected them all. Issue 43611 is the best umbrella representative among the issues, but only for the v5 loading subset.", + "confidence": 0.69, + "canonical_issue_reason": "No single issue cleanly represents the whole heterogeneous set; 43611 is the closest umbrella candidate because it captures the broad Transformers v5 model-loading regression theme that several other reports partially resemble.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best anchor because it is the broadest user-facing loading failure in the cluster and the most likely reference point for the v5 init/load regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Both concern tokenization behavior, but one is a GGUF loading failure and the other is a model_max_length default; different bugs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "A ModelOutput key-assignment bug and a Gemma4 FSDP shared_kv_states issue are unrelated code paths." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about _is_hf_initialized and the other about buffer serialization; not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is dequantized model loading with offload, the other is Qwen3 MoE training memory usage; too different." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and an init_empty_weights/_is_hf_initialized TypeError are distinct failures." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "These are both backend/dependency issues, but one is missing TensorFlow in an install extra and the other is a tf backend error from tensorboard-only installs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping and a tokenizer regex AttributeError are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling and non-persistent buffer junk are different internal regressions." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but one ignores tokenizer.json and the other returns wrong Granite token IDs; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "A PaddleOCR-VL load failure in vLLM and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are degenerate training reports, but one is tied to flash_attention_3 and the other to single_label_classification with num_labels=1." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both mention batching/padding, but MIMI padding-mask mismatch and Gemma3 all-padding-window NaNs are different model/code-path bugs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-loading/init regressions, but one is about base_model_prefix loading and the other about custom model initialization; too broad to merge." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing issues and Sam3Model text encoder loading are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Different backend/package problems with different models and runtime contexts." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization and ModelOutput key assignment are separate regressions." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture problems and Qwen3.5 save_pretrained visual-key serialization are different issues." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper failing to run and meta-device loading breakage are both load-related but not the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video-input vision_position_ids; not clearly the same code-path." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one claims HF/JAX implementation mismatch and the other reports bad AutoModel/pipeline outputs; related but not confirmed duplicate." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and Qwen2.5-VL video position-id issues are different symptoms." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "One is a broken lm_head weight tie causing garbage generation; the other is inconsistent serialization depending on device." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading failure are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "An unexpected _is_hf_initialized argument and strict config blocking granite_speech are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different problems." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and version-dependent tokenization changes do not describe 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": 13, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:43881|issue:44488", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "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:45823|issue:46821", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43526|issue:43883", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "405ef90a0ba61ff06578c6951af963d6438de04f4a45adde2871e38bc8b92ce7", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37101, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of unrelated bug reports across tokenization, multimodal loading, quantization/offloading, generation, and training. None of the soft-edge pairs look like the same underlying issue, so they should all be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs across tokenization, multimodal loading, quantization/offloading, generation, and training; the soft pairs are mostly false positives.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, issue 43873 is the broadest loading/offloading report with the most cluster-like context, but it still does not subsume the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal failures, but one is a video-input regression in Qwen-family models and the other is a Gemma4 PLE device mismatch; different code paths and failure modes." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Bark CPU offload device mismatch is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation are unrelated bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT adapter checkpoint loading." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "These are different failures: dtype mismatch under autocast versus a TimesFM window_size AttributeError." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v loading failure and sleng-bert tokenizer loading failure affect different models and code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying bug in AyaVision is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention model loading/forward issues, but CPU offload device mismatch and DAC.from_latents vs forward mismatch are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors and Qwen2.5-VL iterable-dataset multi-image finetuning failures are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to torch.export.export failures on torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device mapping, but Qwen3 cudaErrorAssert and Gemma4 PLE forward mismatch are not the same code-path problem." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batched-vs-single mismatch is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Off-by-one sliding-window masking and tokenizer convert_tokens_to_ids slowdown are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different APIs and symptoms; not the same concrete bug." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 PLE device mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying causing garbage generation is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is dequantized-model loading with device_map=auto and the other is a broader quantization offloading issue; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask correctness and Perceiver non-default-resolution interpolation are different model bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model is unrelated to LoRA gradient checkpointing being ineffective." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different regressions." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to not unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "reduce_labels returning one label and Molmo missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segmentation fault and sinq save/load quantization breakage are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map cudaErrorAssert and Llava Next loading segfault are different model/loading failures." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v loading failure and EMBEDDIA/est-roberta tokenizer loading regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 14, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46402", + "issue:46665", + "issue:46821" + ], + "soft_pairs": [ + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:41720|issue:42617", + "issue:26413|issue:28530", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:45685|issue:46821", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:44423|issue:45406", + "issue:36010|issue:42617", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:28530|issue:33666" + ], + "prepared_review_unit_hash": "b2ba85ca9f7d4447b1b8258afee176358379aca6b809c5a2c715b646dea99d9a", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "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": "This cluster does not form a true duplicate set: most items are unrelated Transformers bug reports that only share broad subsystem similarity. I would reject every soft edge. If a single representative is needed, issue 43708 is the strongest canonical issue because it describes a concrete, well-scoped Trainer checkpoint-resume regression with clear reproduction conditions.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43708 is the most concrete and actionable report in the cluster: it has a specific regression, a clear failure mode, and a narrow code path (Trainer resume_from_checkpoint / max_steps).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43708 is the best representative because it is specific, reproducible, and bug-focused, unlike many other items that are either broader, model-specific, or only loosely related.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Different failures: a Trainer API signature regression vs a generic inability to run 3d_parallel.py." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated problems: int4 quantization OOM vs a T5/apex RMSNorm memory leak." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen models, but the concrete bugs differ: device-map CUDA assert vs flash-attention generation behavior." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "No same underlying bug: compute_loss kwargs regression vs Qwen3Moe FP8 config failure." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention serialization/save behavior, but one is tied lm_head.weight and the other is wrong visual encoder keys." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Different root causes: strict config blocking granite_speech vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity anomaly on GPT-OSS is not the same as a tokenization version regression." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Different models and code paths: dummy Conv2d in Sam3PixelDecoder vs missing Sam3 text encoder weight loading." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offload behavior and Strix Halo mmap OOM are different issues with different fixes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3-VL auto device mapping and a 3d_parallel.py execution failure are not the same bug." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume iterator failure vs early stopping metric lookup are separate Trainer features." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a dtype propagation bug in Blip2 loading; the other is a max_steps miscalculation on resume_from_checkpoint." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram support error in MoE models is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is about multimodal API breakage, not tokenization differences across versions." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "These are distinct runtime failures in different models and subsystems: torch.compile/SDPA vs CPU-offload device mismatch." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom model loading, but the concrete failures differ: initialization breakage vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure is not the same as dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different vision preprocessing bugs: OmDet-Turbo returns 640px while Perceiver fails at non-default resolution." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied lm_head weight serialization in Mistral3 is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous batching crash from str.to is not the same as Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing GenerationMixin from transformers.generation has no relation to running 3d_parallel.py." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permissions propagation in save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3-VL device-map assert and GPT-OSS tensor-parallel failure are different model-specific issues." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric handling is unrelated to Qwen2-VL multi-GPU training." + } + ] + }, + "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": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46291", + "issue:46665", + "issue:46821" + ], + "soft_pairs": [ + "issue:44671|issue:44743", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:43526|issue:43881", + "issue:44186|issue:44361", + "issue:43425|issue:46821", + "issue:43716|issue:46821", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:29159|issue:36032", + "issue:44492|issue:44509", + "issue:44387|issue:45701", + "issue:43606|issue:43720", + "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:43531|issue:44589" + ], + "prepared_review_unit_hash": "e5128359cb54b6499c387cb3ebfd6e188242366e2598d943957509e178d69c5b", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36602, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers bug reports spanning tokenizers, multimodal processors, loading/offloading, generation, and training-state issues. The soft pairs share broad subsystem language, but none look like the same concrete bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the broadest and most central report here: it has the strongest discussion/references and covers a common loading/offloading/quantization failure mode that overlaps thematically with several other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best umbrella issue for this cluster because it is high-traffic, user-facing, and broad enough to represent the main loading/offloading regression theme without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failure modes: CamemBERT masked-LM predictions vs Qwen3 recurrent state reset in modular code." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "One is a Qwen3Moe FP8/config load error; the other is a pipelines import-time dependency/version requirement issue." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 auto device-mapping CUDA assert failures." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b load failure are different code paths and symptoms." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but for different tokenizers and different crashes; not the same underlying defect." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch compatibility and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to TimesFM window_size handling." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload behavior are distinct config bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config loading and Llava Next segmentation fault are different model-specific failures." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric resolution and void segmentation-map processing are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen3 multimodal, but one is video-input processing and the other is from_pretrained weight loading; different paths." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map handling and BarkProcessor voice_preset are unrelated features." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading OOM is unrelated to T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency and T5 add_special_tokens name conflict are different tokenizer issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is not the same as outdated docs mentioning removed pipeline tasks." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory regression and tokenization differences across versions are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are different loading bugs." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 and inconsistent from_pretrained behavior inside Python classes are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and composite Qwen 3.5/3.6 config unwrapping are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined video-branch helpers in multimodal token counting are distinct issues." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics tuple-label truncation and SAM3 text/bbox odd behavior are different problems." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are separate service/model bugs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer mask-token registration are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and generation with inputs_embeds/past_key_values do not share the same root cause." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 A800 CUDA assert are different model-specific failures." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window and TimesFM window_size AttributeError only overlap by terminology, not by implementation or 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": 16, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46402", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:45357|issue:46402", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:46655|issue:46693", + "issue:43746|issue:46050", + "issue:41720|issue:45704", + "issue:43421|issue:43927", + "issue:44918|issue:44936", + "issue:43381|issue:45704", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:44514|issue:44545", + "issue:45759|issue:45923", + "issue:46032|issue:46463", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43421|issue:44186", + "issue:43782|issue:45381" + ], + "prepared_review_unit_hash": "1259032e93dc9a38764a7517685d5d3e8b1e236b6fbdc534a86ca531decad115", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36366, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and does not form one duplicate cluster; almost all soft pairs are false positives across different bugs/models. The only true duplicate is the Qwen2_5_VLProcessor batched-input crash pair (issue:44514 and issue:44545).", + "confidence": 0.96, + "canonical_issue_reason": "issue:44545 is the cleanest representative because it is an exact duplicate of issue:44514 with the same title and the same concrete crash scenario.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best issue to keep: it describes a specific, reproducible bug and has a direct duplicate in the set, while the other items are unrelated or only loosely similar.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they target different models and likely different breakpoints; too broad to treat as one bug." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and different failure modes: incorrect visual encoder keys vs missing text encoder weights." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "One is about unwrapping text_config in from_config; the other is a CPU-offload incompatibility in rotary embedding forward. Not the same code-path." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Both involve config-related behavior, but one is about post_init validation and the other about num_labels propagation; not the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are unrelated issues." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument construction error is unrelated to a model-specific load failure." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failure modes: image interpolation vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific model and an image-processor torchvision dependency regression are not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both concern classification config, but one is config propagation and the other is zero-loss behavior for num_labels=1; separate bugs." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient explosion are distinct training issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "A broken documentation example and a processor/model input-size mismatch are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings and incorrect visual encoder keys are different problems." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Incorrect video padding calculation is unrelated to a flash-attention performance regression." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters and quantized save/load breakage are different code paths and model behaviors." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "cuda assert during Qwen3 device mapping is unrelated to T5's apex RMSNorm memory leak." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing and saved custom token IDs are related to tokenization, but they are different bugs and different failure points." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Trainer embedding unpacking failure and evaluate-after-train failure are different trainer issues." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode gradient checkpointing and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different models and different concerns: memory leak vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both break offline behavior, but one is cache loading and the other is an unconditional model_info call in a specific regex patch; not the same concrete bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are near-verbatim duplicates with the same title and the same Qwen2_5_VLProcessor batched-input crash." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite config unwrapping and missing gradient-checkpointing support are unrelated." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer incorrect results with use_cache and T5 decoder validation error-message quality are not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "A SigLIP2 doc example problem is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with adapters and quantization/offloading behavior are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and different outcomes: nonsensical SigLIP2 results vs incorrect CamemBERT masked-LM predictions." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "One is runtime special-token post-processor updates; the other is BigBirdTokenizer mask token registration/empty decode output." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation map processing and GenerationMixin import failure are entirely unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer bugs." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video vision_position_ids issue are different multimodal failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted pair, issue:44514 / issue:44545, is well supported as a near-duplicate batched-input crash report. The other soft pairs are generally separated by different model families, subsystems, or failure modes, so the rejection calls are defensible. No mergeability problems here." + }, + "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": 17, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832" + ], + "soft_pairs": [ + "issue:46829|issue:46832", + "issue:45081|issue:45356", + "issue:45987|issue:46829", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:44220|issue:44661", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:43618|issue:43697", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:43643|issue:44877", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:43540|issue:44008", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:44485|issue:44509", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671" + ], + "prepared_review_unit_hash": "889385932f14a964effe0db4986ccabceceb7b2c4e23e2eae3e4d4dbfedb6845", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37261, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a false positive: the items span unrelated tokenizer, model, config, performance, and documentation issues with no single shared underlying bug or change. All soft-edge links should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous, spanning unrelated bugs across tokenizers, models, configs, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly represents the cluster as a whole; there is no common root cause or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different components: VideoPrism output-field bug vs RT-DETR forward shape/type error." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention Mistral regex/tokenizer handling, but one is a backend_tokenizer crash and the other is a Kimi-K2.5 codec/regression issue." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Unrelated cache API contract issue vs VideoPrism output misassignment." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs Hub API revision forwarding; no shared root cause." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading bug vs DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration bug vs BitNet packed-weight loading bug." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Zero3/BertModel init index error vs audio feature extraction helper issue." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs long-OCR indexing failure." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: torch.compile SDPA bug vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Compile-time attention bug vs DiaConfig custom token ID persistence error." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor error vs tokenizer load failure for a specific model." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related, but one is a Qwen3OmniMoe input-processing error and the other is a chat-template video token/feature mismatch." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs long-context FA2 performance regression." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction helper issue vs tokenizer-mapping model addition bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window Qwen3-MoE bug vs AutoConfig remote-code field loss." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Base_model_prefix loading regression vs generic from_pretrained behavior in Python classes." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions field regression vs RT-DETR output divergence." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token registration bug vs DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void-segmentation bug vs CustomTrainer compute_loss kwarg incompatibility." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert vs tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Remote-code config field loss vs strict granite_speech config loading." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile SDPA bug vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse layer creation bug vs Smollm3 RoPE-layer dropping bug." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input validation bug vs Gemma3n variable-name collision." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline model_info call in _patch_mistral_regex vs backend_tokenizer AttributeError in the same helper; related area but distinct bugs." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL-loading issue vs template-node compile error; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion vs docs cleanup for removed pipeline tasks." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example errors vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs FastSpeech2Conformer tokenizer loading failure." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: Pegasus output change vs CamemBERT masked-LM prediction 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": 18, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46846" + ], + "soft_pairs": [ + "issue:43644|issue:43749", + "issue:43322|issue:45685", + "issue:45183|issue:45479", + "issue:34634|issue:36010", + "issue:43606|issue:45072", + "issue:45584|issue:45834", + "issue:43716|issue:44008", + "issue:44479|issue:45834", + "issue:43388|issue:46032", + "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:43950|issue:45987", + "issue:43825|issue:43994", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:46294|issue:46463", + "issue:43421|issue:44811", + "issue:44561|issue:45020", + "issue:43931|issue:46846", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43825|issue:43827", + "issue:28218|issue:29159", + "issue:43720|issue:45072", + "issue:43749|issue:44291" + ], + "prepared_review_unit_hash": "298d0534b487b523c1591addd27807b25c672e2f147c0340916c6fc991444f6f", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35365, + "estimated_input_tokens": 8842, + "estimated_eval_tokens": 17940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous transformer bugs across tokenizer, loading, vision/video, dtype, and trainer codepaths. Only the tokenizer pair around added-token spacing looks like the same underlying slow/fast tokenizer bug; the rest are too different to merge as duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:29159 is the better canonical issue for the tokenizer pair because it states the broader slow-vs-fast inconsistency, while issue:28218 is the more specific added-token spacing symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the strongest issue candidate overall: it is broad enough to cover the accepted tokenizer duplicate and is phrased at the right abstraction level for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading/runtime regressions, but one is about non-persistent buffers being corrupted and the other is FSDP CPU RAM-efficient loading; different bugs and codepaths." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "A Llava Next load segfault and an MPS histogram int-kernel error are unrelated failures." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation for input_ids/inputs_embeds, the other is a classification loss degeneration issue; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset handling and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention mismatch-like symptoms, but they affect different models and different mechanisms (CPU offload device mismatch vs bfloat16 dtype mismatch)." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR index errors are different model-specific failures." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "A dtype mismatch between image preprocessor and model is unrelated to a Gemma3n forward variable-name collision." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "These are different problems in different model families: video-input regression vs OCR length/indexing failure." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Gathering metrics drops tuple labels in the last batch, while Mamba2Mixer has a use_cache correctness bug; separate paths." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a specific model and pipeline import failure due to kernels version requirements are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config are different dtype/config issues." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Silent corruption of non-persistent buffers is unrelated to StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "An error-message/docs issue about removed translation pipelines is not the same as SigLIP2 producing bad outputs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype retention and Video-LLaVA temporal-attention/weight-sharing issues are different model bugs." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen3.5 flash-attention generation failures are distinct regressions." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video chat-template feature/token mismatch and a T5 decoder-input validation message bug are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and Whisper skip_special_tokens decoding are different tokenizer/processor behaviors." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both affect trust_remote_code models, but one is specifically the removal of is_torch_fx_available and the other is a broader recent-version regression." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL shape mismatch and missing linear_attn TP plan entries are separate model-loading/tensor-parallel problems." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A mask/tensor shape IndexError and trainer.evaluate failing after train are not the same underlying issue." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen video-input regressions with different symptoms and likely different fixes." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and dtype mismatch are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both are about pipeline removal fallout, but one is an incorrect error message and the other is outdated docs; not the same concrete bug/change." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "These describe the same tokenizer inconsistency: added tokens triggering extra spacing versus slow/fast tokenizer behavior differences." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure in BitNet is unrelated to generic dtype mismatch bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights rejecting _is_hf_initialized are different loading regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:28218 vs issue:29159, is supported by the tokenizer-space/slow-vs-fast linkage, and the rest are reasonably kept separate by model/codepath differences." + }, + "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": 19, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728" + ], + "soft_pairs": [ + "issue:43645|issue:46665", + "issue:43577|issue:43582", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:45987|issue:46192", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43782|issue:45325", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:44589|issue:45042", + "issue:45372|issue:46326", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43452|issue:44991", + "issue:43526|issue:44554", + "issue:43257|issue:43329", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:36010|issue:43645", + "issue:43819|issue:43927" + ], + "prepared_review_unit_hash": "2b8652adc9dd8de8f6c22f6e423c4661b340ce9627c548240c97a0510f817be6", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35893, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: these are mostly unrelated regressions in loading, tokenization, processors, training, and backend-specific behavior. None of the proposed soft links looks like the same underlying bug/change, so no true duplicate canonical stands out.", + "confidence": 0.94, + "canonical_issue_reason": "No strong canonical issue in this set; the only broad umbrella is issue 45020 (remote_code loading regressions), but it does not actually duplicate the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best standalone representative because it is broad, user-impacting, and well-described, but it is still not a duplicate of the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve from_pretrained/custom-model initialization, but they describe different failure modes and code paths." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated: one is a dtype-loading bug in BLIP2, the other is an Apple Silicon allocator TypeError." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Tokenization/version drift may affect outputs, but these are different symptoms and not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Completely different subsystems: install extras/backend selection vs. Mistral regex patching." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer.compute_loss argument mismatch." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Cache-length return type and return_tensors handling are separate API bugs." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to CLIP model structure inconsistency." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-size/padding related, but they affect different processors and different computations." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate bug is unrelated to DAC latent/STE mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-VL issues, but one is a pretrained loading error and the other is a rope-index math bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different hardware/backends and different failure points; no shared code-path bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both hit missing tokenizer internals, but one is Mistral regex patching and the other is Gemma4Processor initialization." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error and PIL/torchvision dependency regression are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Shared mistral_common dependency only; import failure and continue_final_message logic are different bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Issue 45020 is a broad remote_code regression; this is a specific MobileLLM key error, not the same failure." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer max-length misuse are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token counting bug and stale auto-mapping references are different maintenance issues." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different models and different bugs: label reduction vs. output divergence in Transformers v5." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-word-embedding warnings, but one is an incorrect weight-tying bug and the other is a user-facing warning during LoRA fine-tuning." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading, but gguf_file support and est-roberta tokenizer loading are distinct regressions." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "MOE weight conversion with accelerate/deepspeed is unrelated to multimodal video token counting." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is not the same as the FP8/B200 inference failure." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and Trainer compute_loss signature mismatch are separate regressions." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are recent-version breakages, but one is an import error and the other is custom-model behavior in notebooks." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss 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": 20, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43638", + "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:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45042", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:42490|issue:43257", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:44387|issue:44617", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:46421|issue:46424", + "issue:43257|issue:43931", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:45459|issue:45803", + "issue:43329|issue:43450", + "issue:43650|issue:43906", + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:42915|issue:44821", + "issue:43540|issue:46701", + "issue:43606|issue:45859", + "issue:43927|issue:44912", + "issue:29159|issue:34567" + ], + "prepared_review_unit_hash": "9cd2d8f46c11481518720635cb2091cd4bdfd8b9dd21f2ac1393ab42918e15cf", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35539, + "estimated_input_tokens": 8885, + "estimated_eval_tokens": 18026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issue reports across tokenizer, loading, quantization, video, and training subsystems. None of the soft-edge pairs appear to be the same underlying bug or change, so all candidates should be rejected as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43749 is the strongest canonical candidate: it describes a broad, high-impact failure in a core loading path, has substantial discussion/inbound references, and is phrased as a concrete bug rather than a peripheral symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best standalone issue overall because it is specific, impactful, and likely to serve as the main tracker for downstream reports in the same area.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: one is a deepspeed/zero3 index error with a non-pretrained BERT model, the other is a post-train evaluate() failure. Same trainer family, but not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3-MoE sliding_window behavior vs image processor torchvision dependency." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Both are packaging/import complaints, but one is about optional TensorFlow backend installation and the other is a kernels package version/revision import failure. Not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet accelerate-loading packed-weight unpacking is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Both involve loading, but one is a local-path trailing-slash import warning and the other is Qwen3 MoE weight conversion under accelerate+deepspeed. Different code paths." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to gpt-oss-20b MXFP4 quantization fallback." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode token skipping." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-loading issues, but one is missing fields from trust_remote_code AutoConfig and the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure is not the same as Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is reserved-memory growth under int4 quantization and the other is Sam3Video runtime OOM. No shared underlying bug is evident." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode special-token handling are distinct processor behaviors." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init causing spurious recompilation and the other is max_cache_length being honored only for Quantized Cache. Not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading problems: MoE weight conversion with accelerate/deepspeed vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The undefined video-branch helper bug is not the same as the broader v5.3.0 video-input regression across several Qwen models." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3-MoE is unrelated to MobileLLM key errors during loading." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different code paths and different failure modes; one hides tokenizer errors without protobuf, the other is a bare except in Fuyu tensor conversion." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is an undefined-name bug in multimodal token counting and the other is batched video processor shape handling." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder 'ADD THE DATA' is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is unrelated to disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights TypeError and PIL backend torchvision dependency are different regressions." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting bug is unrelated to GPT-oss perplexity on WikiText-2." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE FP8 loading and AutoImageProcessor-from-URL loading are distinct issues." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemma image-text-to-text pipeline failure are different pipelines and bugs." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths; no evidence they share the same underlying defect." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token ID loss is unrelated to gpt-oss MXFP4 quantization fallback." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token-count updates are separate bugs in different subsystems." + } + ] + }, + "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": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:44857|issue:46832", + "issue:43525|issue:46291", + "issue:43454|issue:43577", + "issue:28282|issue:29870", + "issue:44568|issue:45356", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:42915|issue:45538", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:43404|issue:45127", + "issue:42175|issue:43824", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:43742|issue:44291", + "issue:43317|issue:45538", + "issue:44936|issue:46821", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:44849|issue:45701", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:44987|issue:45907", + "issue:43540|issue:44560" + ], + "prepared_review_unit_hash": "1703484b59f230dc07b5b96a457cf63a5bd42f25a29d672e21f5573781cd81f1", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36440, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly heterogeneous: the soft pairs are similar only at a broad topic level (tokenization, model loading, dtype, generation, and backend regressions), but they do not describe the same concrete bug. No pull requests are present.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45701 is the broadest representative of the tokenization/regression subset and has the most external references among the listed issues, but there is no single true duplicate target for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best single representative because it captures a common version-induced tokenization regression theme that overlaps with several nearby items, even though the overall cluster is not a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different object-detection failures in different models: LwDetr loss AMP crash vs RT-DETR forward shape/feature-level error." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated bugs: Llama4 config missing pad_token_id vs kernels/import resolution requiring version or revision." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both involve model loading details, but one is lm_head weight tying in AyaVision/Mistral3 and the other is dtype propagation in BLIP2; different bugs and code paths." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Generic PyTorch import error vs BART generate() unbound decoder_attention_mask; not the same issue." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different failures (special token insertion vs codec/warning handling)." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer-related regressions: loading a specific model on 5.1+ vs CLIPTokenizer model_max_length handling." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading-related, but one is missing PyTorch import detection and the other is a specific Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version compatibility is unrelated to the kernels revision/version requirement in pipeline import." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: RT-DETR output divergence vs Qwen3.5 save_pretrained key naming." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP model vs TrainerState token-count tracking; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tying weights, but one is a missing tie in Mistral3 config and the other is LoRA merge collapse with extended vocab; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue vs missing Qwen2.5-VL class import; unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs PEFT minimum-version bump; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for PyTorch availability vs LayoutLMv3 error messaging; different failures." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different model-loading failures: MobileLLM key error vs init_empty_weights unexpected argument." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure vs CLIP tokenizer max-length constant; unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle failure vs TimesFM window_size attribute error; different subsystems." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video input regression for Qwen VL models vs FA2 long-context performance regression; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken constructor conflict vs tokenizer loading failure for a specific model; different root causes." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Both are version-related text-processing regressions, but one is Qwen3.5 hidden-state behavior and the other is general tokenization changes; not duplicates." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is runtime model/qformer dtype staying float32 and the other is config.dtype stale after from_config." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen model bugs: auto device mapping cudaErrorAssert vs video-input ValueError." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "FlashAttention2 on XLM-Roberta is unrelated to missing-PyTorch import detection." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-dimension error vs slow/fast tokenizer inconsistency; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model-loading regression vs a hub API revision-forwarding bug; different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video paths, but they target different models and failure modes, so they are 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": 22, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:43257", + "issue:43452", + "issue:43526", + "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:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45488", + "issue:45600", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829" + ], + "soft_pairs": [ + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:44291|issue:44821", + "issue:44568|issue:45488", + "issue:38175|issue:44898", + "issue:44479|issue:45381", + "issue:44792|issue:44964", + "issue:34567|issue:36331", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43716|issue:46701", + "issue:43756|issue:46399", + "issue:44737|issue:46463", + "issue:44568|issue:46491", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:43906|issue:46468", + "issue:43577|issue:45072", + "issue:45405|issue:45600", + "issue:45823|issue:46463", + "issue:24643|issue:29870", + "issue:43906|issue:46693", + "issue:43697|issue:46829", + "issue:43452|issue:44488", + "issue:43526|issue:45479" + ], + "prepared_review_unit_hash": "76ad5869dc079d2fbf35ef81d344f7193f9a668da357d472579cb64e774f9bb1", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35915, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the only plausible duplicate overlap is the Qwen video-input regression pair. All other soft edges look like distinct bugs or changes.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the strongest representative candidate: it covers the broad Qwen video-input regression family and has the closest overlap with issue:45381.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best available cluster anchor, but the set is still largely unrelated and should not be treated as one duplicate bucket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue vs tokenizer/model loading failure; different bug classes." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen video-input reports, but 43540 is specific to Qwen3OmniMoe while 44479 is a broader v5.3.0 regression; not enough evidence of the same code path." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument error vs AutoImageProcessor URL loading; unrelated failures." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions: mDeBERTa special-token insertion vs LlamaTokenizer ByteLevel/Metaspace override." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP zero-probability output issue vs Perceiver non-default-resolution failure; different models and symptoms." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL/Qwen video-input position-id regression in v5.3.0; 45381 is a narrower report of the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure vs Phi-4 multimodal model load failure; different code paths." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking vs custom compute_loss API signature change; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed vs Smollm3 RoPE layer count bug; unrelated model-specific issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-arg duplication vs Mistral tokenizer patch crash; both tokenizer-related but different failures." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError; unrelated APIs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Model loading key error vs Float8 storage lookup TypeError; different load-time problems." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression vs Mistral regex patch crash; unrelated subsystems." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 dtype mismatch in preprocessing/model loading vs DiffusionGemma pipeline breakage; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer bug vs Qwen3.5 kernel registration crash; different code paths." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU tensor creation bug vs T5 decoder-input validation message; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "mDeBERTa add_special_tokens regression vs CodeLlama encode/decode leading-space regression; different tokenizer behaviors." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but one is Smollm3 layer dropping and the other is Qwen2.5-VL temporal position scaling; different underlying issues." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs AutoImageProcessor URL loading failure; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Isolated reproduction of issue 38071 vs broken Nemotron example; no clear shared bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype mismatches, but they affect different models and code paths; not safe to merge as duplicates." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pin problem vs stale auto_mappings config reference; unrelated CI/package issues." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device_map='auto' forward mismatch vs T5 decoder validation error; different subsystems." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training RuntimeError vs BART generate() UnboundLocalError; unrelated failures." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Issue 38071 reproduction vs FA2 long-context performance regression; different bugs." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output inconsistency vs VideoPrism output-field mixup; different model families and symptoms." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file/from_pretrained breakage vs loading a specific model failure; too broad to treat as the same issue." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs sequence-classification zero-loss bug; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the verdicts are conservative overall. The only accepted overlap, issue:44479 with issue:45381, is well supported by the shared Qwen2.5-VL video-input/vision_position_ids regression theme. The other soft-edge rejects are cautious and do not overclaim duplicate status." + }, + "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": 23, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44625", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:44625|issue:44877", + "issue:44737|issue:45588", + "issue:45663|issue:46846", + "issue:45357|issue:45920", + "issue:43540|issue:46693", + "issue:44913|issue:46121", + "issue:28282|issue:32090", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:43761|issue:46829", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:44361|issue:44442", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43819|issue:44811", + "issue:43525|issue:46701", + "issue:43688|issue:43749", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:43531|issue:43742" + ], + "prepared_review_unit_hash": "a9b2671b397b42188ce341099fc4b060a16f7f7a65ef2f8096f15d31989ee248", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35663, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated loading, config, tokenizer, training, and vision/audio bugs. All suggested soft pairs look like false positives rather than the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster does not share one underlying bug; it is a mix of distinct, unrelated regressions and feature bugs.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a good global representative for deduplication here; the items are too diverse to anchor a meaningful canonical duplicate.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-loading are different config bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange placement and flash_attention s_aux=None are unrelated code paths." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states and Qwen3.5 TP-plan linear_attn are different model-specific issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Incorrect save_pretrained visual encoder keys is not the same as wrong AutoTokenizer token IDs." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video processing error and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload defaulting and rope validation TypeError are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error and Trainer _gpu_broadcast_one NoneType error are unrelated failures." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained checkpoint corruption are separate regressions." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolate_pos_encoding failure are different model paths." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but the models and failure modes differ." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic AutoConfig trust_remote_code field loss is not the same as Qwen3_5MoeVisionConfig strict field dropping." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids handling and T5 decoder-input error messaging are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both concern tied weights, but one is device-dependent save serialization and the other is a broader translation-model issue." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() are different trainer/deepspeed bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask-token decode bug and MLuke task AttributeError do not share the same defect." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens behavior are different features." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP_CPU_RAM_EFFICIENT_LOADING are separate problems." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and offline model_info call in Mistral regex patch are distinct from_pretrained issues." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical outputs and Perceiver non-default resolution failure are unrelated vision-model bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 mistral_common import failure and Windows ROCm torch.distributed dependency issues are different environment problems." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M loading KeyError are separate model-specific defects." + } + ] + }, + "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": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:43646|issue:43749", + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:43756|issue:46402", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:43688|issue:45701", + "issue:44843|issue:44991", + "issue:44484|issue:44704", + "issue:44821|issue:46821", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:43550|issue:44361", + "issue:33666|issue:36010", + "issue:43688|issue:45440", + "issue:44734|issue:46612", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43577|issue:44554" + ], + "prepared_review_unit_hash": "7634000eaa1780d8c1c0dae083d0bace27994d2ad081080e0c2391c24ef80042", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36550, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly tokenizer, loading, and generation regressions. None of the soft-edge pairs look like the same underlying bug/change, so I would not merge any of them. The broadest and most representative issue is the general tokenization regression report.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45701 is the best umbrella issue: it is the broadest tokenizer-regression report, and it has the most evidence of being a general version-related tokenization change rather than a model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "Same reason as canonical: it most clearly represents the broad, general tokenization-regression theme in this otherwise mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/config errors, but they affect different backends and failure modes; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both concern tokenizer output, but one is a v5 cleanup-space behavior change and the other is a CodeLlama leading-space regression." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: processor/tokenizer image-passing breakage versus Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer/special-token bugs, but they involve different models and different missing-token behaviors." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency versus a MacOS bus error on a pretrained CLIP model; unrelated failure classes." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom initialization breakage and FSDP loading breakage are different code paths and not one concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Model/tokenizer loading failure versus dtype propagation on BLIP2; distinct issues." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache, but one is chunked generation with compiled forward and the other is recurrent-state reset in modular Qwen3.5." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading problems: RoPE-layer dropping versus missing text-encoder weight loading." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both mention token handling, but one is BigBird mask-token registration and the other is DiaConfig custom token IDs after save/load." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "One is loss normalization in specific models; the other is a broad tokenization regression." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but the offline model_info call bug is different from the est-roberta tokenizer load failure." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard-size behavior is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "ImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen VL models versus num_labels propagation in Qwen3.5; different problems." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is GPU sliding-window attention and the other is classification head init/checkout." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Torch.compile/SDPA failure and a tokenizer AttributeError are not the same bug." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training on Qwen2-VL versus a GenerationMixin import error; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both are cache/generation related, but one is KV-cache tensor indexing and the other is beam-search cache reorder omission." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast TypeError and Qwen2-VL multi-GPU training are different distributed-training failures." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization inconsistency of tied weights and sinq quantization save/load breakage are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but compiled chunked generation inconsistency and flash-attention failure in Qwen3.5 are separate code paths." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping CUDA assert and compiled chunked generation inconsistency are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "One is a functional flash-attention generation failure; the other is a performance regression." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Pretrained-model loading with a legacy field and torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading, but one is a legacy-field model preset issue and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and MPS attention correctness are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 25, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "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:43643", + "issue:43646", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "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:46693", + "issue:46710", + "issue:46846" + ], + "soft_pairs": [ + "issue:43643|issue:44561", + "issue:43611|issue:46846", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43278|issue:43688", + "issue:43504|issue:44610", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:43262|issue:43295", + "issue:44514|issue:45290", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:44554|issue:46365", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:44849|issue:46209", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:33357|issue:33666", + "issue:46209|issue:46710", + "issue:43646|issue:44466" + ], + "prepared_review_unit_hash": "42fa95d5608cc922fe0a4fa1d5b9877cd83cab990d24058489488f8e88007e77", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36206, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; the suggested links mostly connect superficially similar Transformers issues across unrelated models, configs, and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; 43611 is the broadest regression report, but it still does not summarize the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is about missing config fields and the other about removal of is_torch_fx_available; different breakages." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "One is a base_model_prefix loading regression; the other is a Qwen3.5 tensor-parallel OOM/shape-plan bug." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading during accelerate vs DiaConfig token ID persistence; unrelated model families and failure modes." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support and a custom trainer method-signature error are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy field loading failure for BEiT is unrelated to OmDet processor/model size mismatch." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL loading with weight_only=True and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig token ID save/load corruption." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Default sampling-rate handling and processor.tokenizer/image regression are separate audio/multimodal bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Batched padding=False crash and tool-call messages without content are distinct apply_chat_template edge cases." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Broken documentation example and HF-vs-JAX implementation discrepancy are not the same underlying issue." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token fields, but in different model configs and different attribute names; not one bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal and a PEFT version pin issue do not share the same code path." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import failure due to datasets are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and pipeline translation error messaging are different subsystems." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 and FP8 inference failure on B200 are distinct hardware/model issues." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading regression and inability to load ScandiBERT are not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 PLE device placement and sinq save/load quantization breakage are different failures." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "BPE marker handling in Ministral and Qwen3.5 flash-attention generation are different tokenizer/model bugs." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 bad outputs with AutoModel/pipeline and return_tensors being ignored are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and FP8 B200 inference failure do not share a concrete code path." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs example errors and processor.tokenizer/image regression are separate issues." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Eval dtype change for embeddings and ZeRO-3 gradient blow-up are different training behaviors." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient regression are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are different model/use-case failures." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and DeepSeek accuracy regression after upgrade are distinct bugs." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are separate v5 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": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43937", + "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:45584", + "issue:45759", + "issue:45812", + "issue:46285", + "issue:46399", + "issue:46424", + "issue:46468", + "issue:46489", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:44568|issue:46489", + "issue:44849|issue:45357", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:44488|issue:44843", + "issue:44568|issue:45812", + "issue:46821|issue:46832", + "issue:45072|issue:46832", + "issue:44589|issue:45520", + "issue:43575|issue:45405", + "issue:43504|issue:43606", + "issue:46399|issue:46846", + "issue:43257|issue:43299", + "issue:43606|issue:44112", + "issue:45245|issue:46710", + "issue:43334|issue:45759", + "issue:43334|issue:43572", + "issue:43572|issue:44291", + "issue:44493|issue:46285", + "issue:43937|issue:46701", + "issue:44464|issue:46424", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:45200|issue:45229", + "issue:46468|issue:46832", + "issue:44869|issue:46752", + "issue:43844|issue:44964" + ], + "prepared_review_unit_hash": "000b6c64d199014472be9e689aa89abe4f3e15335f5431929cef0d0300e3d925", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers bug reports that only share broad themes like loading regressions, config changes, and tokenizer/model-family issues. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44291 is the broadest and most representative regression here: a v5+ loading failure around `init_empty_weights`/model initialization that matches the cluster\u2019s dominant load-path theme better than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the best single issue to anchor the cluster because it is concrete, regression-oriented, and broadly about model loading internals rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different failures in different models and code paths; not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "One is an `output_hidden_states` runtime issue, the other is a `save_pretrained` key regression; different behaviors and fixes." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and checkpoint key mismatch are unrelated issues." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing janus generation test and a PEFT version bump are not the same underlying problem." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing class and a storage-object lookup error are distinct failures." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different models, different exceptions, different code paths." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for a specific model and an offline-mode `model_info()` regression are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenization output, but one is missing added BOS/EOS tokens while the other is a broader Granite token-id regression." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window-size handling and RT-DETR feature-level handling are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different models and different bugs: dtype mismatch vs forward-shape mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup and `flash_attn` import key errors are separate compatibility issues." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM on Qwen2 and an unreleased PEFT minimum-version bump are not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field loading in BEiT segmentation and CPU offload device mismatch in Bark are unrelated." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both mention Qwen3.5, but one is kernel registration failure and the other is tensor-parallel plan coverage; distinct fixes." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MOE loading reports, but one is accelerate/deepspeed conversion and the other is a dev-version loading break; not the same concrete bug." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A runtime device mismatch and a stale CI test are different problems." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count overflow and post-upgrade accuracy regression are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config handling, but one is a missing `pad_token_id` attribute and the other is `from_config` not unwrapping `text_config`; different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-token-id style config regressions, but they affect different models and fields." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "One is a config field rename/regression, the other is an initialization-arg loading failure; not the same issue." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure inconsistency are separate regressions." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation and a diffusion pipeline failure are not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and cache max-length semantics are different generation/cache issues." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different model families and failures: legacy preset field vs tokenizer special-token registration." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both touch generation, but the root causes are different: compiled-forward chunking vs empty-transcription/alignment handling." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family, but one is a missing default for text-only fine-tuning and the other is a multi-GPU OOM." + }, + { + "left": "issue:46468", + "right": "issue:46832", + "accept": false, + "reason": "An example script breakage and an RT-DETR forward type error are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash and empty-list chat template crash are different empty-input edge cases in different components." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient behavior and Phi-4 multimodal loading are unrelated regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 27, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45479", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821", + "issue:46829" + ], + "soft_pairs": [ + "issue:45229|issue:45823", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:44977|issue:46701", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:45479|issue:46829", + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:43572|issue:46821", + "issue:43295|issue:43873", + "issue:45200|issue:45823", + "issue:45823|issue:46192" + ], + "prepared_review_unit_hash": "e7d6b92a1648c6392f6b6a808515ad143453ed5e93eef6edfc985770351dd296", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of unrelated issues across tokenization, serving, quantization, multimodal processors, attention, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not form a single duplicate topic.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative for the cluster because the reported failures span many unrelated subsystems and models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both mention Gemma4/inference, but one is CUDA OOM and the other is a device-mapping forward mismatch; different bugs." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization, but one is about offloading behavior and the other about save/load corruption for sinq; not the same code path." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on job failure are unrelated subsystems and failure modes." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 wrong outputs and unexpected position-id keys are distinct model/regression symptoms." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "One is a flash-attention sink-less model crash; the other is a quantized model persistence bug. No shared underlying defect." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to a GPT-oss CUDA OOM." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different models and different failure surfaces: flash-attention generation bug vs image-text-to-text pipeline failure." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and Python 3.13 flash_attn import lookup are different issues." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token and TrainerState token count not updating are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both touch SAM3, but one is about a dummy Conv2d implementation and the other is a memory overflow when calling the model." + }, + { + "left": "issue:45479", + "right": "issue:46829", + "accept": false, + "reason": "Zero-loss classification edge case and a VideoPrism hidden_states output bug are different model bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but one crashes on multimodal inputs and the other on KV-cache continuation tensor indexing." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness issue and a flex_attention import version check 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:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and a DeepSeek accuracy regression after upgrade are different failures." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor _tokenizer attribute crash and rope-params JSON list handling are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "A flash-attention generation issue for Qwen3.5 is unrelated to a DeepSeek accuracy regression." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash-support import and meta-device model-loading breakage are different issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "BF16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not share a concrete code-path bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video output shape are different multimodal-processing problems." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention crash on sink-less models and missing text_config unwrap in composite Qwen configs are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are distinct bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/batched truncation and ignored return_tensors with text_kwargs are separate tokenizer issues." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLm config pad_token_idx regression and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and ignored return_tensors 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": 28, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:38175", + "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:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45563", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:43295|issue:44610", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:43232|issue:44849", + "issue:43550|issue:43844", + "issue:43450|issue:43575", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:38175|issue:43493", + "issue:44521|issue:45290", + "issue:44466|issue:45127", + "issue:43653|issue:44112", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:42915|issue:43824", + "issue:43950|issue:46285", + "issue:43824|issue:43975", + "issue:43334|issue:43525", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563" + ], + "prepared_review_unit_hash": "31e9a5d0acb50737d555d56d9c0a589ede0a7807c632caf0f315213d3c6a8b16", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35834, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes tokenizer, generation, vision/audio processor, config/import, and performance issues across unrelated code paths. The soft pairs are mostly keyword-similar but not the same underlying bug or change, so none should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processor/tokenizer inputs, but one is a regression in custom model code and the other is an OmDet-Turbo size mismatch; different code paths and fixes." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate() decoder mask error and Flash Attention 2 test failures are unrelated bugs in different subsystems." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend mapping failures, but one is a flash_attn import issue on Python 3.13 and the other is an unsupported tensorflow_text backend entry; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "One is a missing pad_token_idx config attribute, the other is a model loading failure for a specific repository; no clear shared underlying bug." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and Qwen3.5 output_hidden_states behavior are different generation bugs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and gradient growth under ZeRO-3 are unrelated training/runtime problems." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape and tensor-parallel OOM are different issues with no shared fix path." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi tokenizer codec warnings are unrelated; one is a backend math bug, the other is tokenizer regression." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols/modules and different affected models; not the same import bug." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path slash import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example problems and return_tensors being ignored are different behaviors and fixes." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; not clearly the same concrete bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is assistant mask generation for multimodal inputs and the other is a crash on tool-call messages; different failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is serialization differing by device and the other is LoRA merging with extended vocabulary causing collapse; distinct bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids and FP8 inference failure on B200 are different model/runtime issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype regression during evaluate and MoE training memory inefficiency are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space behavior and output embedding reinitialization after resize are different bugs in different parts of the stack." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3MoE FP8 failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure inconsistency are different regression classes." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import failure and DeepSeek detokenization regression are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model configs and likely different fixes; not enough evidence of the same underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failures and stale config.dtype after from_config are unrelated API regressions." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and video processor batch-shape bugs are different processor issues." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer and Wav2Vec2 save/tokenization failure are different speech-tokenizer bugs." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure and a stale num_return_sequences warning are unrelated generation 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": 29, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28282", + "issue:29127", + "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:44479", + "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:46512", + "issue:46821" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:43388|issue:43526", + "issue:44561|issue:46234", + "issue:43335|issue:43550", + "issue:41720|issue:46209", + "issue:44857|issue:45593", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:44610|issue:44857", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:29127|issue:32090" + ], + "prepared_review_unit_hash": "778cca388c6fd6106febdce16f259b81e7d6f9f2389a99cb56a75acd09beecab", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36743, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad vocabulary (pipelines, import utilities, multimodal models, or hardware errors) but do not look like the same underlying bug or change. I would not collapse these into duplicate groups.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across model loading, processors, training, docs, and hardware-specific regressions, so there is no single issue that safely represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out; the set is too diverse for one issue to serve as a reliable representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different problems: Perceiver non-default resolution failure vs RT-DETR model memory not being released." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Both involve multimodal inputs, but one is a video-input regression and the other is return_tensors/text_kwargs precedence." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated: DAC latent decoding mismatch vs a stale device-override CI test in GraniteSpeech." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal preprocessing, but Gemma mm_token_type_ids defaults and Qwen2.5-VL rope temporal scaling are distinct bugs." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline/documentation mismatches and different behaviors." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels, but the bugs are in different components and have different failure modes." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are import_utils helper regressions, but they are different missing symbols with different compatibility fallout." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different code paths: sparse-layer creation from config vs torch.compile/SDPA failure in Bamba-9B-v2." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are device/GPU-specific, but one is a Qwen3 auto-mapping CUDA assert on A800 and the other is an FP8 inference failure on B200." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different model/training bugs: LwDetr AMP crash vs D-FINE not using auxiliary losses when denoising is off." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems and symptoms: DAC latent/forward mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Both affect audio-ish pipelines, but the root causes are unrelated: unsupported feature-extractor arg vs empty transcription after token alignment." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch and AMP/CUDA loss crash are unrelated failures." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different issues: config.dtype staleness after from_config vs TimesFM window_size raising AttributeError." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model structure/configuration, but one is composite Qwen multimodal config unwrapping and the other is CLIP text-model structural inconsistency." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different platform/runtime failures: flash_attn import on Python 3.13 vs torch.distributed dependency issues on Windows with AMD ROCm." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated: SigLIP zero probabilities vs RT-DETR memory cleanup." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs in different code paths: CPU offload device mismatch vs qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A specific missing-import regression is not the same as a broad Torch 2.10 incompatibility report." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different failures: sparse layer creation in SwitchTransformersConfig vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer NoneType broadcast error are separate bugs." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different problems in different areas: torch.compile/SDPA failure vs stale CI device-override test." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch and a MacOS bus error with a community CLIP model are not the same issue." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different loading regressions: base_model_prefix handling vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behaviors: Pegasus output regression vs qwen3_5 recurrent states resetting with cache." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer construction vs Beit pretrained preset loading with a legacy field." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different symptoms and code paths: DebertaV2 Python 3.13 parsing issue vs qwen3_omni_moe helper behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in eval and an incorrect pipeline() translation error 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": 30, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:26413", + "issue:28218", + "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:45200", + "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:44514|issue:44521", + "issue:37428|issue:44351", + "issue:43720|issue:44112", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:45290|issue:46326", + "issue:46431|issue:46566", + "issue:45588|issue:45859", + "issue:45127|issue:45245", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:45310|issue:45478", + "issue:45200|issue:45588", + "issue:43819|issue:44493", + "issue:43606|issue:44857", + "issue:44448|issue:44779", + "issue:39692|issue:43526", + "issue:26413|issue:31501", + "issue:44617|issue:46697", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:44857|issue:45072", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44360|issue:44561" + ], + "prepared_review_unit_hash": "c33b163afb43442158d5edb09b5954b3f665d495ae91d0d9f835624ad0dcb060", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "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 mostly heterogeneous. The only clear duplicate-looking pair is the two Qwen3.5 MoE `from_pretrained` regressions (45310/45478); the rest describe different models, features, or failure modes and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45310 is the earlier, clearer representative of the exact duplicate pair with 45478; both report the same Qwen3.5 MoE `from_pretrained` failure on transformers>=5.4.0.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the strongest canonical issue for this cluster because it is the only near-exact duplicate pair and has a concise, concrete failure description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is a batched-padding crash and the other is incorrect assistant masks for multimodal inputs; different bugs." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different breakages." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Completely different failures: BitNet loading vs a GraniteSpeech CI test/device override issue." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different models and different helper/config code paths." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated bugs in different model families." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared code-path bug; model config issue vs CI test failure." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat-template logic, but they describe different tokenizer behaviors and failure modes." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Processor chat-template absence vs device placement of DiffusionGemma weights are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5-MoE-related problems: flash-attention sink handling vs CPU offload rotary embedding behavior." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Extended-vocab LoRA collapse is unrelated to the category-count runtime error." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both concern model loading/embedding behavior, but the concrete bugs and affected models differ." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash local-path warning is not the same as the GLM-4.7-Flash unit test load failure." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, same transformers>=5.4.0 `from_pretrained` regression." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 token-type defaults and flash-attention sink handling are different bugs." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent reconstruction mismatch and unexpected position-id keys are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Device mismatch with CPU offload and AMP float16 loss crash are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different output regression for Pegasus vs tokenizer correctness regression for DeepSeek." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/quantization example problems are not the same as a BeitImageProcessor label-reduction bug." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Training resume iterator failure and FineWeb training not starting are too different to merge as one bug." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM and image over-padding are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug and Trainer broadcast TypeError are different failures." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking and missing import-utils availability helper are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc/example issues do not match the position-id key regression." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Feature-extractor argument handling and Gemma4 PLE device placement are different code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper issue." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-related failures in different components." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Unsupported NoneType broadcast and MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 `is_torch_fx_available` removal breakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only clear duplicate pair in the provided data is 45310/45478, which share the same title and regression description, and the rest of the rejected pairs are reasonably distinguished by model, code path, or failure mode. No evident overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 31, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "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:41720", + "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:44977", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46655" + ], + "soft_pairs": [ + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:29870|issue:32090", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:43278|issue:43329", + "issue:40444|issue:43526", + "issue:45290|issue:45381", + "issue:44977|issue:45229", + "issue:10000|issue:15354", + "issue:43278|issue:43381", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:29870|issue:33290", + "issue:44857|issue:45588", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:45588|issue:45823", + "issue:41720|issue:45229", + "issue:43278|issue:43575", + "issue:44977|issue:45563" + ], + "prepared_review_unit_hash": "d4c1617c2b1551bef3c936c84a494d720758786672599dbb85f3d608412e713b", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37245, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 + }, + "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 a mix of unrelated tokenizer, generation, quantization, multimodal, and training/runtime issues. The strongest standalone issue anchor is the broad v5 tokenizer regression in issue 45920.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45920 is the broadest, most cross-cutting bug report here: a v5 tokenizer regression affecting multiple model families, with inbound references and a clear shared failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue for this set because it has the widest impact and the clearest cross-model regression pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems and symptoms: torch.compile/SDPA failure vs a multimodal feature-length helper bug." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "A model producing zero probabilities is unrelated to unexpected position-id keys during loading/serialization." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same bug as embedding reinitialization after resize." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Both mention model loading, but they target different models and different failure modes." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Generation-time decoder_attention_mask bug is unrelated to distributed broadcast of NoneType in Trainer." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation regressions, but the titles point to different model-specific issues and no shared code-path." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer regression affecting token IDs is not the same as return_tensors being ignored when kwargs are passed." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Dtype drift in evaluation is unrelated to an undefined video-token helper branch." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image VL fine-tuning failure and BeitImageProcessor label reduction bug are different components." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template/tool-call crash is not the same bug as wrong video vision_position_ids." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are different underlying problems." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "These are unrelated old issues: DistilBERT model error vs torch.jit.script GeneratorExp export failure." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Evaluation dtype mismatch is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Tool-call chat templating crash and video padding bug are both multimodal, but not the same code path." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 parsing/IndentationError is unrelated to a missing decorator on a rotary-pos-emb 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 loading the wrong custom module." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation bug is unrelated to an Adafactor/deepspeed OOM during training." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash_attention sink-less model AttributeError are different failures." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Importing a flash-attention utility and missing TensorFlow in a torch install are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error is not the same issue as deepspeed optimizer OOM." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a utility breaking trust_remote_code models is unrelated to a tokenizer regression." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading malfunction and multi-GPU OOM may both be memory-related, but they are not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to distributed broadcast of NoneType." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One is a generation-output regression; the other is device-dependent lm_head serialization. Similar theme, different bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE divergence from the remote implementation." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local path import warning has no connection to quantization offloading behavior." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are different subsystems." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention AttributeError and device_map forward mismatch are separate runtime problems." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device-mapping assert on A800 is not the same as multi-GPU OOM on Gemma4." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16-to-FP32 eval dtype drift is unrelated to tensor-parallel load OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "A flash-attention generation bug is unrelated to a stale warning about num_return_sequences." + } + ] + }, + "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": 32, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "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:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46369", + "issue:46693" + ], + "soft_pairs": [ + "issue:44871|issue:44977", + "issue:43381|issue:43701", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:45198|issue:45803", + "issue:43653|issue:44743", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:45372|issue:45588", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:29870|issue:34689", + "issue:45372|issue:45406", + "issue:43412|issue:45588", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:29942|issue:30064", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:45245|issue:45563", + "issue:45459|issue:45712", + "issue:29127|issue:33357", + "issue:44265|issue:45198", + "issue:43066|issue:44462", + "issue:43575|issue:43701", + "issue:45372|issue:45459", + "issue:45440|issue:45593", + "issue:43994|issue:45412", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:45412|issue:46369" + ], + "prepared_review_unit_hash": "7ecca6f3ed23fbfef38792fd89f910dc0eabe39a1ea794ef0caa8b6e8ecc19ae", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37694, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated closed issues; I would not merge any of the soft-similarity pairs except the Gemma 4 processor loading/reporting regression, which looks like two symptoms of the same breakage. There are no PRs in the input.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45372 is the clearest anchor candidate: it has a concrete regression, explicit version impact, and downstream references, and it appears to be the root cause behind the related Gemma4Processor serve failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45372 is the strongest overall triage candidate because it describes a specific, reproducible loading regression with a clear dependency-related root cause and broader downstream impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: Gemma3 EOS-token config mismatch vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated areas: gradient checkpointing eval-mode restriction vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 box-info error message vs TrainerState token-count tracking." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to SigLIP2 documentation/example problems." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is not the same bug as a bare except in FuyuBatchFeature conversion." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen3.5 recurrent-state reset behavior." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different code paths and different failure modes." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is not the same underlying issue as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading/import failure and flash_attention.py s_aux=None crash are separate bugs in different paths." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading regression and convert_rope_params_to_dict TypeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are distinct quantization issues." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() decoder mask bug is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": true, + "reason": "Both point to the same Gemma4 processor loading regression: the import failure in one issue plausibly leaves Gemma4Processor incompletely initialized, leading to the missing _tokenizer crash in serve." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export issues and flash_attention sink-less model crash are different failures." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in feature extraction is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer misconfiguration and DeepseekV3MoE divergence are different model-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer mask-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void-segmentation-map processing are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2/long-context, but one is a NaN-correctness bug and the other is a performance regression; not the same underlying change." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy-conv cleanup and RT-DETR memory-release behavior are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d cleanup does not match SigLIP2 nonsensical output behavior." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale paged-generate warning are different issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking without protobuf and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance issues." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is not the same bug as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type mismatch in v5 and ignoring tokenizer.json are different tokenizer-loading problems." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP OOM when loading Qwen2-57B and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 loading regression and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are different model bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-message clarity and embedding reinitialization after resize are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local-path import warning is unrelated to gradient-checkpointing eval-mode behavior." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory leak and Sam3 litetext memory overflow are different memory issues in different models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are conservative overall. The only accepted pair (45372/45406) is phrased cautiously enough to remain plausible from the titles and link structure, and the rest are clearly defended as unrelated. No PRs are present in the packet, so that part is also correct." + }, + "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": 33, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:43421|issue:45491", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:27957|issue:29127", + "issue:43994|issue:46369", + "issue:27957|issue:33290", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:33290|issue:34689", + "issue:46121|issue:46399", + "issue:33290|issue:35141", + "issue:45588|issue:45600", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43761|issue:45859", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:42490|issue:44743", + "issue:43720|issue:44442" + ], + "prepared_review_unit_hash": "27a4630c858d8ef1683d1f96e7e931ef183746432285db785a9487f07a1b12e0", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35963, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous. The soft-similarity pairs mostly share broad themes like OOM, Flash Attention, model loading, or processor behavior, but they point to different models, configs, or code paths, so none are safe duplicate merges.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Different bugs: runtime special-token/post-processor updates vs Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel load OOM for a specific Qwen2 model and the other is int4 quantization memory regression." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated subsystems: tokenizer loading failure vs dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 OCR long-input index errors." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failures: FP8 config handling vs Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction in an image processor is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing export/import error is not the same as a generic dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different processors/tokenizers and different crash conditions." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different problems: nonsensical SigLIP2 outputs vs SAM3 LiteText memory overflow." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention support and deepspeed Adafactor OOM are different code paths and causes." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding-window issues are distinct bugs." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are vague FA2 reports, but there is no concrete evidence they describe the same underlying bug." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM and a model-loading regression for Llama 3.2 Vision are unrelated." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError and Qwen3.5 kernel registration ValueError are different failures." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in deepspeed/Adafactor is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink-less crash and auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is not the same as quantization offloading behavior." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is batched apply_chat_template padding behavior and the other is video vision_position_ids." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3.5MoE CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model init breakage in Transformers 5.0.0 is not the same as patchtsmixer post_init policy changes." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation issue and category-cardinality RuntimeError are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are different audio bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset with cache and Whisper batch_decode skip_special_tokens are separate behaviors." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access issue in modeling_utils is unrelated to DeepseekV3MoE divergence." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash import warning has nothing to do with recurrent-state caching." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to tokenizer loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 34, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43701", + "issue:43723", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:42175|issue:46234", + "issue:43316|issue:43525", + "issue:43723|issue:45479", + "issue:27957|issue:29870", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43873|issue:44871", + "issue:43761|issue:44079", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43316|issue:45759", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:43761|issue:44188", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43232|issue:43388", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:25251|issue:28282" + ], + "prepared_review_unit_hash": "9c002b0423d371ce5270bf5a14175af43bd31039c8d28f7e31f4f0a4ae2d8fc3", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36001, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated model bugs, config issues, packaging/import errors, and docs regressions. None of the candidate edges look like the same underlying bug or change, so all soft links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a credible canonical representative because the set is not a duplicate cluster; the items cover many unrelated subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Different problems: one is TensorFlow missing from a torch extra install, the other is a missing import_utils helper for falcon mamba SSM." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config API inconsistencies, but they concern different models and different missing fields; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and zero-loss classification behavior are unrelated failure modes." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to Bart generation failing on decoder_attention_mask assignment." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation parity is unrelated to documentation still referencing removed pipeline APIs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "One is a patchtsmixer config validation issue; the other is a video-input regression in Qwen VL models." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope index scaling and Swin2SR image over-padding are different image/video preprocessing bugs." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are separate issues." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and generic ModelOutput key assignment are not the same code-path bug." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code and rotary_pct not persisting on reload are different config serialization problems." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 IndentationError in torch.jit parsing is unrelated to the DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but one is a Gemma3TextConfig API mismatch and the other is composite Qwen text_config unwrapping; different fixes." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch during load are unrelated model loading failures." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading failures for physical-intelligence/fast and a backend mapping error for tensorflow_text are different issues." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Both are regressions in model behavior, but one is missing hidden_states output and the other is divergent attention kernels under torch.compile." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config.json error." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "A Qwen3-VL shape mismatch on load is unrelated to Qwen3.5 checkpoint saving being incorrect." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwarg synchronization after sync_gpus and gather_for_metrics label truncation are different distributed-training bugs." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer failing on a specific tokenizer class is unrelated to FuyuBatchFeature swallowing exceptions." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are different serialization paths and bugs." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch and CPU/CUDA result divergence are unrelated problems." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Running 3d_parallel.py and OOM when loading Qwen2-57B with tensor parallelism are different distributed/runtime issues." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Trainer broadcasting NoneType through _gpu_broadcast_one." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM in tensor-parallel Qwen2-57B loading and a MobileLLM key error are different model-loading failures." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and missing PyTorch for AutoModel are entirely 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": 35, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45542", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:43606|issue:43701", + "issue:46234|issue:46291", + "issue:44464|issue:46421", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:45803|issue:46170", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:46832", + "issue:43572|issue:46178", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:43065|issue:44617", + "issue:43504|issue:45698", + "issue:44792|issue:44977" + ], + "prepared_review_unit_hash": "59f61e0f77bd04c011faf31d808d76037ff0aefdb85364b33387199173929c07", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34980, + "estimated_input_tokens": 8745, + "estimated_eval_tokens": 17746 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose semantic cluster, not a true duplicate set: the items span many unrelated Transformers regressions and model-specific bugs. None of the soft pairs look like the same underlying issue/change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45698 is the best anchor for the cluster because it is a concrete from_pretrained/save_pretrained custom-module loading regression and the closest recurring theme across nearby items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest global representative: it is specific, user-facing, and sits at the center of the save/load custom-model regression pattern, though the set is still too mixed for a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Different failures: CPU offload device placement vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Both are import-related, but they target different missing checks/dependencies and different code paths." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Related to chunked generation/cache behavior, but one is inconsistent outputs under compiled forward and the other is spurious recompilation from lazy cache init." + }, + { + "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:43825", + "accept": false, + "reason": "Different bugs: processor/tokenizer regression vs pipeline error-message wording." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different model/API bugs: processor.tokenizer regression vs Gemma eos_token_id config mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms; one is Gemma config mismatch, the other is Whisper empty-transcription generation failure." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different code paths: Gemma3TextConfig API discrepancy vs image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "No shared underlying bug beyond both being config/API issues in different model families." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Different problems: disallowed optional post_init vs non-persistent buffers being initialized with junk." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both involve round-tripping config/state, but the concrete failures and models are different." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Different model families and different failure modes; not the same bug." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in tensor conversion is unrelated to a Trainer import failure caused by datasets." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both touch initialization/config reload, but one is a broad v5 custom-model init breakage and the other is a specific rotary_pct persistence bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are model-loading errors, but one is gguf_file handling and the other is missing model_type in config.json." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but different concrete issues: tied weights vs FlashAttention failure." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a trust_remote_code path collision and the other is max_cache_length handling." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated bugs: exception handling in Fuyu tensor conversion vs Windows/ROCm import dependency issues." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: processor size mismatch vs memory overflow." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No real overlap; one issue is unrelated/largely non-technical, the other is a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43761", + "right": "issue:46832", + "accept": false, + "reason": "Both are forward-path errors, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Different areas entirely: StableLm config field missing vs tensorflow_text backend registration failure." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve Qwen multimodal behavior, but video processing and batched chat-template padding are distinct code paths." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Both are import/backend detection issues, but they involve different optional dependencies and different error conditions." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same project area, but dummy layer definition and CUDA OOM are not the same underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both concern pretrained loading, but one is a legacy-field preset load failure and the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes; failed image-generation test vs flash-attention generation 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": 36, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43644", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44479", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45127", + "issue:45200", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46640", + "issue:46697", + "issue:46832" + ], + "soft_pairs": [ + "issue:43388|issue:43688", + "issue:44792|issue:45600", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44190|issue:44964", + "issue:44734|issue:45406", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:46082|issue:46697", + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:43673|issue:46421", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:43931|issue:44060", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:44479|issue:44734", + "issue:45381|issue:46369" + ], + "prepared_review_unit_hash": "ea63981393fd902efa14c3507ac713aa9318eaff748eae2cbabf9aa935f30c30", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35946, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous. Most soft pairs are only loosely related by subsystem keywords, not the same bug. I found no strong duplicate PR candidates, and only one borderline issue pair around trust_remote_code caching, which I still rejected as too symptom-level vs root-cause different.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45632 is the clearest root-cause-style report in the cluster: it identifies a specific cache-path collision mechanism with a concrete fix surface, and it is the closest thing to a duplicate hub among the listed issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45632 is the most actionable and specific bug report here, with a direct failure mode and a focused remediation path; it is a better representative than the broader or more symptom-oriented reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: metric gathering drops tuple labels vs auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated: janus image-generation test failure vs auto-mapping references to removed configs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different areas: LoRA/extended-vocab collapse with tied embeddings vs Gemma4 multimodal token-type defaults." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a specific model not supported yet and the other is a generic FA2 issue; too broad to merge." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state, but one is GenerationMixin chunked-prefill cache missing and the other is Qwen recurrent-state reset; not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different model/pipeline problems: processor selection in video-classification vs missing vision encoder output attribute." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Separate model-config bugs: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading paths and failures: local dataset loading script vs multimodal model loading regression." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are transformers serve crashes, but one is KV-cache continuation indexing and the other is a missing processor attribute; distinct code paths." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different config/runtime bugs: non-persistent buffers initialized with junk vs GPTNeoX rotary_pct reload regression." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Unrelated: embedding reinitialization after resize vs path-with-trailing-slash import warning." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Different components: LlamaConfig head_dim validation vs Swin2SR image over-padding." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Different failure modes and models: Whisper decode crash vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Same broad trust_remote_code/cache theme, but one is a leaf-name cache collision and the other is a generic FileNotFoundError when loading from cache; not clearly the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is cache missing and the other is spurious recompilation from lazy init; related area, not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Completely different: Python 3.13 decorator parsing/import failure vs flash_attention sink-less-model AttributeError." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs cleanup about removed pipelines vs a model producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen model issues: weight-shape mismatch during load vs tied-weights warning wiring the wrong tensors." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder-mask bug vs embedding reinit after resize; no concrete overlap." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated: SAM3Video OOM vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: stale warning for num_return_sequences vs Whisper crash after align_special_tokens." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different classes of regression: non-persistent buffer junk vs config reload losing rotary_pct." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Import-from-image_utils issue vs Qwen3.5 chat crash; no shared bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Different behavior: pipeline top_k nesting regression vs XLM-R Flash Attention 2 support question." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Python 3.13 indentation/import parsing failure; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both touch newer generation/video paths, but one is a video-input regression in Qwen VL models and the other is serve KV-cache indexing." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different symptoms and likely fixes: incorrect vision_position_ids vs SAM3LiteText memory overflow." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 37, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43854", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44877", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752" + ], + "soft_pairs": [ + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:44464|issue:45563", + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:39692|issue:44190", + "issue:44112|issue:45600", + "issue:44779|issue:46489", + "issue:44617|issue:46369", + "issue:43526|issue:46697", + "issue:43540|issue:44734", + "issue:43295|issue:45276", + "issue:45290|issue:46752", + "issue:44737|issue:45803", + "issue:44462|issue:45907", + "issue:44521|issue:45381", + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:25251|issue:29870", + "issue:45632|issue:46234", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964" + ], + "prepared_review_unit_hash": "71199239f5143c11809f1a7babca722600a59aaafa4ea1153d4f887f10e310a2", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36207, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the items cover many unrelated bugs across tokenizers, processors, model loading, generation, and CI. None of the soft pairs are safe duplicates based on titles alone; a few are in the same API area (e.g. apply_chat_template or tokenizer regressions) but still look like distinct concrete failures.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #44521 is the strongest representative available: it has the most engagement/inbound references and is a concrete, user-facing API bug, while the rest of the cluster is too mixed to support a single true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best issue candidate for triage because it is active, well-referenced, and centered on a widely used API path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different failure modes and subsystems: torch.compile/SDPA model inference vs local dataset loading in an example script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is about disallowing optional post_init and the other about strict loading of a specific Granite Speech config; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated runtime failures: CUDA assert during Qwen3 auto device mapping vs a category-cardinality error." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Both touch vision models, but one is a dummy layer in Sam3PixelDecoder and the other is an input-size mismatch in OmDet-Turbo processing." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Completely different areas: SwitchTransformers sparse-layer construction vs dataset loading in a training example." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Generation bugs, but different concrete issues: compiled-forward inconsistency vs a stale warning about num_return_sequences." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both mention model save/merge behavior, but one is LoRA/vocabulary collapse and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are multimodal/video-related, but they point to different code paths: vision_position_ids vs padding calculation in a different video processor." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Doc example/model mismatch and quantization issues are unrelated to the local dataset loading failure." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Different CI problems: stale GraniteSpeech device-override test vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer regressions, but the titles describe different scopes/models; not enough to conclude the same underlying bug." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related in Sam3-family models, but one is CUDA OOM in Sam3Video and the other is memory overflow in sam3-litetext; likely distinct." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs: BEiT label reduction vs Swin2SR over-padding on divisible dimensions." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: video input validation in Qwen3OmniMoe vs KV-cache continuation indexing in transformers serve." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different regressions: processor.tokenizer access breakage vs gemma4 resize_token_embeddings not updating tied embeddings." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Same general API, but different edge cases: tool-call assistant messages with no content vs passing an empty list; not clearly the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Unrelated bugs: CPU allocation in XLNet positional encoding vs bare except swallowing errors in Fuyu tensor conversion." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different repository/API issues: tokenizer.json resolution vs list_repo_files not forwarding revision." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal chat/vision behavior, but one is assistant mask generation and the other is video vision_position_ids; different concrete bugs." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model behaviors: gemma4 embedding resizing vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend handling are separate problems." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Different generation/pipeline problems: nested list output shape vs Bart generate() unbound local error." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Different import/config issues: trust_remote_code cache-path collision vs a missing utility function export." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they concern different models and likely different loading paths/configurations." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time performance intermittency is not the same as unsafe sys.modules access; different bug classes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different model-loading/auto-mapping failures: Phi-4 multimodal load vs stale Sam3LiteText auto_mappings references." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/load errors, but one is missing fields with trust_remote_code and the other is an unrecognized model lacking model_type." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is unrelated to a model load failure for Phi-4 multimodal." + } + ] + }, + "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": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44792", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45245", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:27957|issue:35141", + "issue:46082|issue:46121", + "issue:42175|issue:44279", + "issue:45245|issue:45584", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:43650|issue:44220", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:43479|issue:45375", + "issue:32090|issue:35141", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43531|issue:45600", + "issue:44016|issue:44220", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:43976|issue:44279", + "issue:44496|issue:45042", + "issue:43901|issue:44496", + "issue:44792|issue:46424", + "issue:44016|issue:44062" + ], + "prepared_review_unit_hash": "0f93d63911fc2552adede2445561e28f8258302428bb59836cccd51e4501a8b3", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most candidates are unrelated bugs, import errors, regressions, docs issues, or test failures. I found no safe duplicate/mergeable pair among the soft edges.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44521 is the most central and active item in the set (open, highest inbound references, substantial discussion) and is the best available representative of the cluster, even though the surrounding items are not truly cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 has the clearest product-level bug description and the strongest cross-reference activity, making it the best standalone issue to anchor triage for this noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different code paths: Flash Attention 2 support vs token embedding reinitialization after resize." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-related, but one is about `head_dim` validation and the other about rope-validation list handling." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both mention dependencies, but the failing backend/package and symptoms are different." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated: category-cardinality error vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling is distinct from multimodal assistant mask generation." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports/symbols with no shared concrete failure path." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/NER crash is unrelated to server KV-cache continuation indexing." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "These titles do not describe the same bug; one is nonspecific, the other is audio feature extraction." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Separate import errors from different modules and symbols." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different failures: weight tying vs checkpoint save correctness." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both touch config defaults, but the model types and missing fields are different." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization on resize." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer access error and CPU/CUDA output divergence are different problems." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache terminology, but one is missing cache in generation and the other is a cache-config semantics issue." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and auto_mappings CI breakage are not the same underlying bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature-extraction issue are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version incompatibility is distinct from failing to load a specific model repo." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different regressions in different model stacks: processor/tokenizer API break vs T5Gemma embedding resize bug." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different model-specific behavior bug vs CPU/CUDA discrepancy in another model." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but saving dequantized models and FlashAttention failures are different concrete issues." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode failure is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Flex-attention compilation failure and PyTorch version-check import bug are related only at a broad subsystem level." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image processor label reduction bug and pipeline docs mismatch are different classes of issue." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache continuation behavior and ANSI color output in loading_report are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression is not the same as a general dependency issue." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Missing model registration/config and PIL backend requiring torchvision are distinct failures." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for a pipeline does not match an unrecognized-model import/config error." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure is unrelated to cache-length configuration behavior." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and `AddedToken` keyword-argument TypeError 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": 39, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:43441|issue:45588", + "issue:44496|issue:45759", + "issue:43824|issue:44933", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43299|issue:45216", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:44075|issue:44368", + "issue:39692|issue:43901", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:42796|issue:43650", + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:43479|issue:43525", + "issue:44242|issue:45200", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:41950|issue:45823", + "issue:43653|issue:45593" + ], + "prepared_review_unit_hash": "b5c0caf82209769eaa9ff0b09964da6f78c14532547f186af8b666e60b781fe4", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not form a real duplicate cluster: the items span unrelated model, tokenizer, pipeline, config, and docs bugs. All soft edges are rejected because they only share broad subsystem keywords, not the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is clearly canonical; the issues are too heterogeneous to represent one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because there is no common concrete failure mode across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is a Ministral model failure and the other is a sink-less flash_attention.py AttributeError; different code paths and bugs." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both concern model loading/config handling, but one is an unrecognized model_type error and the other is text_config unwrapping for composite Qwen multimodal configs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they target different symbols and modules with no shared underlying change." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "A pipeline batching bug and a memory overflow report are unrelated failure modes." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds crash and empty-list chat template IndexError are distinct pipeline errors." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal assistant mask generation and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "These are generic dependency complaints, but they involve different dependencies and different breakages." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen regressions, but one is model loading and the other is save_pretrained serialization; not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different models and different behaviors: token embedding resize propagation vs Whisper empty-transcription generation." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A general dependency issue is not the same as bumping an unreleased PEFT minimum version." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but one is processor.tokenizer/image passing behavior and the other is Deepseek tokenization output correctness." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer arguments being ignored is unrelated to a Qwen warning about tie_word_embeddings." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example mismatch/quantization failure and the other is a TextClassificationPipeline parameter documentation mismatch." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility failures and PEFT version pinning are unrelated release issues." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation for head_dim is different from stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "A dtype-loading bug in Blip2 is not the same as Qwen3.5 checkpoint serialization corruption." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import may be one symptom of broader import breakage, but these reports do not describe the same concrete defect." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "A tokenizer BPE-marker bug and a vague data request are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code compatibility are different issues." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization failures." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL load failure and Qwen3.5 visual encoder save_pretrained keys are different sides of the workflow and not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "One is default multimodal config initialization; the other is a missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are different model-training behaviors." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve embedding/weight handling, but one is device-dependent serialization and the other is resize_token_embeddings propagation." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "A Qwen3VL loading regression and a GLM-4.7-Flash unit-test loading issue are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup and Gemma4 PLE device mismatch do not share the same code-path failure." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling 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": 40, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43650", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46209", + "issue:46291", + "issue:46399", + "issue:46851" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:43650|issue:46209", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:44361|issue:45593", + "issue:45103|issue:45372", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:44336|issue:46851", + "issue:45859|issue:46851", + "issue:42175|issue:43976", + "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:43441|issue:44683", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:46291|issue:46399", + "issue:44188|issue:44336" + ], + "prepared_review_unit_hash": "c048fa0cc4f8f81154e2f18e7fd4cda31ac5c99d527d961e41d8f5722c978577", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35411, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This bucket is highly heterogeneous: it mixes unrelated Transformers bugs across tokenizers, attention kernels, loading, quantization, packaging, docs, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so all should be rejected. There is no strong canonical issue/PR for this cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different failures in different areas: compiled flex_attention on torch 2.9 vs missing TensorFlow backend installation." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated: a vague data request vs FP8 inference failure on B200." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both tokenizer-related, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights/_is_hf_initialized TypeError; no shared code path." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotations crash vs missing ReasoningEffort import; distinct modules and bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is not the same as Kosmos2.5 long-input index error." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model offload loading are adjacent but different bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizers, but OOM from Adafactor and double optimizer.step() are different issues." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings reference and leftover dummy_pt_objects are separate cleanup problems." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files vs Chinese report about slower filtering after upgrade; no overlap." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different models and code paths: MLA rms_norm_eps precision issue vs GlmMoeDsaIndexer torch.split behavior." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI codes in loading_report has nothing to do with Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5, but CPU-offload rotary embedding incompatibility and variable-length position_ids are distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend inclusion problem and Python version compatibility problem are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save-pretrained file omissions are not the same as gemma-4 zero3 from_pretrained failures." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model regressions: CamemBERT masked LM predictions vs Deepseek tokenizer output." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression and ESM2 breakage do not appear to share a concrete root cause." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs intermittent import slowdown; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "GenerationMixin cache missing in chunked_prefill and CLIPVision hidden_states regression are different model behaviors." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend install issue and torch/transformers incompatibility are separate packaging problems." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention kernels and failures: Ministral FlashAttention vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a missing model class is not the same as Python 3.9/3.10 compatibility." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError and glm-4v-9b loading failure are model-specific, not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is dependency version/revision handling and the other is a missing decorator registration crash." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and ANSI output leakage 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": 41, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43784", + "issue:43976", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:43525|issue:43643", + "issue:46655|issue:46726", + "issue:44336|issue:44373", + "issue:45325|issue:46851", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:45072|issue:46829", + "issue:45103|issue:46399", + "issue:44242|issue:45593", + "issue:46614|issue:46665", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:43531|issue:45362", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:45588|issue:46851", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:44451|issue:46752", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:41950|issue:44220" + ], + "prepared_review_unit_hash": "0c46463d15dd4347b98d5c8514779d07f665e9b6f636b7c3f37f43dcd12a9115", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36312, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy, over-broad cluster: most candidate pairs are only superficially related by shared model names, config/loading vocabulary, or the same subsystem, but they do not describe the same underlying bug. The only mild subcluster is around Qwen3/Qwen3.5 position_ids / rotary-embedding issues, and even those split into distinct code paths.", + "confidence": 0.61, + "canonical_issue_reason": "issue:46851 is the strongest representative of the only coherent subtopic in the set (Qwen3.5 + position_ids + variable-length inputs).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46851 is the best standalone issue here: it is clearly bug-shaped, open, and most central to the small Qwen3.5/position_ids subgroup; the rest are mostly unrelated or much more specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: a Float8 storage import error vs a Qwen3.5 chat crash." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config loading, but one is a missing pad_token_id on Llama4Config and the other is generic missing fields with trust_remote_code; not the same bug." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM video padding logic vs AutoProcessor backend-missing image processor error are different code paths." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI coloring in loading_report and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids, but they affect different models and different logic (Qwen2.5-VL still-image scaling vs Qwen3.5 variable-length inputs)." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor and a Python version compatibility regression are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both mention undefined backend symbols on import, but the downstream packages and failure causes differ." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen-related helper issues, but one is _get_feat_extract_output_lengths in qwen3_omni_moe and the other is Qwen3.5 position_ids handling." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class metadata mismatch and gemma-4 zero3 from_pretrained are different problems." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "A missing load-balancing loss and an unrecognized model/config error are not the same bug." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one is a missing decorator on apply_rotary_pos_emb registration and the other is variable-length position_ids behavior." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race on captured_info.txt and a stale generate() warning are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different model/output bugs: dtype mismatches in inference vs hidden_states being populated incorrectly." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring future-annotations crash is unrelated to Qwen3.5 rotary kernel registration." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both are missing-loss complaints, but they involve different models and different auxiliary-loss mechanisms." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "A stale phonemizer backend state bug is not the same as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and unsafe sys.modules access in modeling_utils are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video processing and empty-list chat template handling are different failures." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both mention Qwen models, but one is a sliding_window issue and the other is a chat crash; not the same code-path bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading/version changes, but one is a LoRA compatibility problem and the other is a Qwen3VL MoE loading regression." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading position_ids after registering as a buffer and gemma-4 zero3 from_pretrained are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention s_aux=None handling and Qwen3.5 variable-length position_ids are different bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Load-balancing loss omission and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI formatting in loading_report and GLM-5 RoPE implementation are not the same issue." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and a TimesFM window_size AttributeError are different failures." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "ScandiBERT loading failure and empty chat-template input handling are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are different issues." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and CPU/CUDA output divergence in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors and a _torch_extract_fbank_features() problem are different subsystems." + } + ] + }, + "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": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42757", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44351", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655", + "issue:46726" + ], + "soft_pairs": [ + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:44295|issue:44749", + "issue:45375|issue:45759", + "issue:44242|issue:44857", + "issue:45859|issue:46399", + "issue:43262|issue:44246", + "issue:43475|issue:46369", + "issue:36246|issue:43596", + "issue:45137|issue:45600", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:43295|issue:45292", + "issue:44623|issue:46726", + "issue:44466|issue:45335", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:44987|issue:45459" + ], + "prepared_review_unit_hash": "9eb58d40f54f7524da690c70eaba88992eb28eb22b88ddc7a81476f8fd311c7e", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35720, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated import errors, model-specific regressions, config/load bugs, cache issues, and docs/test problems. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated failure modes across different models and subsystems, so there is no safe duplicate hub for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping this set because no item is representative of the others; the cluster is too diverse to collapse into one issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Both are output/embedding-adjacent regressions, but one is a DeepSeek tokenizer bug and the other is resize_token_embeddings behavior; different code paths." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols/modules and different root causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2.5-VLImageProcessor vs HybridCache." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mentioning return_all_scores and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is MOE weight conversion with accelerate+deepspeed and the other is a ZeRO3 deque underflow." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "Cache-related, but one is serve/KV continuation tensor indexing and the other is max_cache_length handling." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug and xdist file race are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but they affect different models and have different symptoms/root causes." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "An unrecognized model config error is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Different failures: missing GenerationMixin cache in chunked_prefill vs trust_remote_code breakage from removed helper." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video regressions, but for different model families and different preprocessing issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A buffer/position_ids error and a performance regression report are not the same bug." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is a missing config field and the other is from_config unwrapping behavior." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and an AMP CUDA crash are different bugs." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rotary embeddings, but CPU offload incompatibility and kernel registration failure are distinct code-path problems." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling rate and slow import behavior are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 output attribute missing vs SAM3-LiteText memory overflow are different failures." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different import/model-loading contexts: Qwen2.5-VLImageProcessor import error vs ZeRO3/BertModel IndexError." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque underflow and stale auto_mappings entries are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but they are different models and different missing config fields." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Both touch embeddings/tokenization, but one is resize_token_embeddings and the other is Whisper empty-transcription handling." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression and embedding resize behavior are different issues." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Saving processor files and missing vision-backend processor recognition are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both are embedding-weight consistency bugs, but one is lm_head serialization and the other is decoder.embed_tokens resizing." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generation UnboundLocalError and MLFlow reporting behavior are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and protobuf-related tokenizer error masking are different 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": 43, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46832", + "issue:46851" + ], + "soft_pairs": [ + "issue:42199|issue:46851", + "issue:43352|issue:45250", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:45412|issue:46123", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:46170|issue:46832", + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:43723|issue:46710", + "issue:43931|issue:44368", + "issue:44995|issue:45588", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:44898|issue:46829", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43994|issue:46726" + ], + "prepared_review_unit_hash": "d3a6518f8c8e8615d5e4a7a9d15bcb9515701685cd3b9f5a74aa2242812dc82f", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36497, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are almost entirely false positives across unrelated bugs; the only near-match is the tokenizer/processor save_pretrained serialization pair, but even that is not the same underlying defect. No PRs are present.", + "confidence": 0.77, + "canonical_issue_reason": "Issue #44623 is the broadest representative of the only close serialization-related pair (#44297/#44623), but the overall cluster is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44623 is the best overall issue representative because it captures the widest save_pretrained regression theme in the set, even though it does not unify the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "Different models and code paths: DETR cardinality vs Qwen3.5 variable-length position ids." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a specific unsupported-FA2 warning, the other is a generic Flash Attention topic; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models vs Windows ROCm import/dependency failure." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug vs ESM2 model breakage; unrelated failures." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak vs MaskGenerationPipeline final-batch dropping results; different code paths." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy; not the same issue." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a weight-tying warning and the other is a generation/flash-attn bug." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows ROCm dependency issue vs RTDetrModel feature-level mismatch; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU OOM; different symptoms and paths." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict granite_speech config loading vs Windows ROCm import failure; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache on second forward vs Gemma4 token-id defaulting for text-only fine-tuning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Sam3 missing attribute vs Qwen3OmniMoe video input validation error; different code paths." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained load failure vs deepspeed optimizer being called twice." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs sam3_video/sam3_tracker model-type warning." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Qwen tie_word_embeddings warning vs stale generate() warning; not the same underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading issue in v5 vs DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning; different failures." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash vs flash_attention s_aux=None AttributeError; unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; different subsystems." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip failure; unrelated." + }, + { + "left": "issue:44898", + "right": "issue:46829", + "accept": false, + "reason": "Perceiver interpolation failure vs VideoPrism output field mix-up; different model bugs." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection vs Gemma pipeline roundtrip on \u2581; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another issue vs Gemma pipeline roundtrip failure; no shared underlying bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve compiler/cache behavior, but the concrete defects are different." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS Int histogram limitation vs missing chat template error; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue vs MaskGenerationPipeline partial-batch logic; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained serialization bugs, but one is tokenizer_class mismatch and the other is missing processor files; close but not the same defect." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs a performance regression after upgrade; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs vs AutoProcessor backend-missing error; different failure modes." + } + ] + }, + "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": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43986", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45656", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46851" + ], + "soft_pairs": [ + "issue:43761|issue:44242", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:43441|issue:46752", + "issue:45375|issue:45478", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:43986|issue:46726", + "issue:41628|issue:44933", + "issue:44869|issue:45356", + "issue:44964|issue:45137", + "issue:45310|issue:45375", + "issue:45230|issue:45397", + "issue:39692|issue:46726", + "issue:44038|issue:44623", + "issue:42994|issue:43525", + "issue:44242|issue:46832", + "issue:44373|issue:46851", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43784|issue:46399" + ], + "prepared_review_unit_hash": "8b4d7b8aaba9e460947984356907088751b2e44c6c20200eade4b9ad7b06483f", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35248, + "estimated_input_tokens": 8812, + "estimated_eval_tokens": 17880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous bundle of Transformers issues centered on v5 regressions, model/config incompatibilities, and import/processor failures. Only one pair looks like a true duplicate: the AutoProcessor/vision-backend missing crash.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43986 is the best duplicate anchor: it is the older, more detailed report for the same AutoProcessor/vision-backend missing crash as 46726.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best overall representative of the cluster because it captures the broad v5 compatibility/regression theme that many of the other issues fall under.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different failures in different code paths: CLIPVision hidden states vs MoE router/load-balancing loss." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad breakages, but they concern different models and different failure modes; not the same bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Training slowdown during filtering is unrelated to the deepspeed double optimizer-step report." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the data-filtering slowdown." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS token config inconsistency is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files is unrelated to deepspeed calling optimizer.step twice." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation, but they describe different bugs in different generation paths." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and GGUF model loading are separate issues, not the same defect." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is unrelated to empty chat-template input handling." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field while the other is a generic from_pretrained error; not enough to treat as the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A missing model attribute in SAM 3 Video is different from AutoConfig losing fields under trust_remote_code." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Model attribute error and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import missing and Sentence Transformers hanging on load are different problems." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Near-identical AutoProcessor failure when the required vision backend is missing; same underlying crash and fix." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they reference different missing symbols and different modules." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are distinct tokenizer bugs." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but the reports point to different failures; insufficient evidence of one underlying bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report does not match the specific Gemma-4 Zero3 from_pretrained failure." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 documentation errors are unrelated to the AutoProcessor missing-backend crash." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe regression and processor.save_pretrained missing files are different issues." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure is unrelated to the Llama4Config pad_token_id attribute error." + }, + { + "left": "issue:44242", + "right": "issue:46832", + "accept": false, + "reason": "MoE router loss handling and RT-DETR feature-level mismatch are different code paths." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring typo and variable-length position_ids bug are not the same underlying problem." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading failure and mistral_common chat-template bug are separate tokenizer issues." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and remote-code meta-init incompatibility are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration failure are different regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster is plausibly heterogeneous and the only clear duplicate-style pair in the packet is 43986/46726, which both concern AutoProcessor crashing when the required vision backend is missing. The soft-edge rejections are conservative and consistent with the issue titles, and the chosen representative issue is reasonable." + }, + "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": 45, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43504", + "issue:43704", + "issue:43723", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701", + "issue:46829" + ], + "soft_pairs": [ + "issue:45406|issue:46202", + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:42994|issue:43824", + "issue:45081|issue:45103", + "issue:46202|issue:46701", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:43278|issue:45137", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:43479|issue:46829", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:43723|issue:44568", + "issue:42898|issue:45812", + "issue:44016|issue:46231" + ], + "prepared_review_unit_hash": "6ba208ac8647f5e39bedfcc0b2eaa0c26437e65228d2677210657124d2c08593", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36930, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue cluster; the only clear duplicate is the repeated Qwen3ForCausalLM VRAM-leak report. Canonicalization is based on the exact same title, the same visible symptom, and higher discussion activity on issue:42673.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it has the exact same title and visible VRAM-leak symptom as issue:43704, and it has more discussion activity, so it is the stronger representative of that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best global issue representative because it is the only clear duplicate target in the cluster and has the richest visible discussion for consolidation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both mention Gemma, but one is a processor load crash and the other is a pipeline/tokenization roundtrip failure; different bugs." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to pipeline-parallel incorrect outputs." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and a Qwen3_5 image-specific infinite loop are distinct generation failures." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and likely separate fixes." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and the same visible VRAM-leak symptom for Qwen3ForCausalLM in multiple dataloader threads; straightforward duplicate." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and a Qwen2_5_VL import error are unrelated bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex loading crash and auto-docstring annotation handling are different subsystems and failure modes." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma roundtrip tokenization failure and a DiffusionGemma image-text pipeline issue are not the same underlying bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but the visible failure modes differ and do not indicate one shared bug." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports with no evidence of the same root cause." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained failure are separate lifecycle operations." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during eval and a ZeRO3 deque IndexError are unrelated training-time bugs." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update logic after sync_gpus and a janus model image-generation test failure are not the same code path." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "A legacy-field pretrained-load bug and a pytest-xdist race in testing utils are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Captured-info file races under xdist and stale auto_mappings references are different CI/test maintenance issues." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend in a pip extra and a nonexistent image_utils import are separate packaging/import problems." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading failure and an xdist file race are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs and DeepSpeed Adafactor OOM are different failure modes." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 and an import error from image_utils do not share a root cause." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A Sentence Transformers loading hang and token-embedding resize reinitialization are distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend omission and leftover dummy PT classes leaking into dir()/check_repo.py are unrelated repo hygiene issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "These are both tokenizer-related regressions in v5, but they affect different behaviors." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config initialization and VideoPrism output field misuse are unrelated model-specific bugs." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction and partial-batch is_last handling are separate pipeline bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files and Qwen3.5 MoE from_pretrained errors are different serialization/load paths." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization and Whisper timestamp decode crashing on a trailing replacement character are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leakage in dataloader threads and FA2 long-context performance regression are different memory/performance issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and token ID generation for mdeberta-v3 are separate tokenizer regressions." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "These are both v5 tokenizer behavior changes, but one concerns cleanup spacing and the other wrong token IDs for Granite models." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated documentation issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering looks conservative, but the canonicalization wording overstates the evidence: the packet shows the two Qwen3ForCausalLM issues have the same title and activity levels, but it does not expose their full bug descriptions, so \"exactly matches ... bug description\" is not grounded. Please qualify that claim to match only what is visible in the packet (same title / same VRAM-leak symptom / higher discussion activity), then the rest would be acceptable." + }, + "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": 46, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44448", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46231", + "issue:46762" + ], + "soft_pairs": [ + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:42222|issue:45200", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:45356", + "issue:42898|issue:43295", + "issue:44295|issue:45656", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:30333|issue:35141", + "issue:44060|issue:45125", + "issue:44222|issue:44297", + "issue:22355|issue:28282", + "issue:44075|issue:46231", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:44448|issue:46132", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:45071|issue:46082" + ], + "prepared_review_unit_hash": "bcd45e4bcff0c04cd25d2c9e3c35208dc3aa554fd007cd4428ea101971f3039f", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35804, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly heterogeneous: mostly unrelated Transformers issues spanning tokenization, model loading, config, training, serving, and utility regressions. The soft-similarity pairs share general subsystem language but not the same concrete bug or fix path, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is about clean_up_tokenization_spaces behavior while the other is Deepseek-specific tokenization output; different code paths and fixes." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization and ModelOutput key assignment are unrelated internals; no shared bug mechanism." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Both concern multimodal model inputs, but one is broken VitPose model files/imports and the other is Gemma 4 mm_token_type_ids defaults; not the same defect." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and packages: sentence-transformers nn import vs missing Qwen2.5-VL class." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash and auto_docstring annotation crash are entirely different failure modes and code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing get_number_of_image_patches in GLM46V and meta-init incompatibility for InternVL2 are distinct multimodal loading issues." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and MLflow reporting on failed training jobs are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-status reporting and Llama 3.2 Vision model loading are different bugs with no common fix path." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer behavior changes." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "clean_up_tokenization_spaces regression and processor.tokenizer/image-passing regression are separate API behaviors." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error and deepspeed optimizer double-step are unrelated runtime bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script multi-label output bug and local dataset loading issue are different script-level failures." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance issues." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failed-job reporting and embedding resize/post_init reinitialization are separate training/model bugs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning and missing _tp_plan are different Qwen3-Next issues." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior for moe models and tokenizer_class metadata mismatch are unrelated save/load bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import-related, but one is a missing transformers.onnx module and the other is missing PyTorch dependency detection." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD args not being used is a runtime optimizer bug; the other is a documentation parameter-name mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and dummy_pt_objects cleanup are different import/export problems." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer lacking ReLU and Minimax attention numerical differences are not the same algorithmic issue." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior change are different regressions." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config metadata mismatch and deepspeed double optimizer step are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are distinct FP8/save-path problems." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling and AutoTokenizer loading failure are different tokenizer issues." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is processor file persistence; not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization and non-persistent buffer junk are different initialization/storage bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Cannot import AutoImageProcessor from transformers and cannot import is_offline_mode from huggingface_hub are separate dependency/export issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking regression and LlamaConfig head_dim validation are unrelated config 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": 47, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43644", + "issue:43723", + "issue:44038", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710" + ], + "soft_pairs": [ + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:46132|issue:46710", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:43122|issue:46209", + "issue:44206|issue:45103", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:46209|issue:46431", + "issue:43475|issue:46305", + "issue:44734|issue:46421", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:42831|issue:45310", + "issue:44279|issue:46328", + "issue:42907|issue:46050", + "issue:45381|issue:46305", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:22355|issue:27957", + "issue:44261|issue:45092", + "issue:44483|issue:45406", + "issue:42831|issue:44038" + ], + "prepared_review_unit_hash": "1a29f912c5f08e33e229418e7b9ad1058f54e88fdb7dec1839e11f67cf4be46b", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36362, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues; the set is a heterogeneous mix of v5 loading/saving regressions, cache/generation bugs, tokenizer/processor problems, and model-specific numeric or architecture issues. I do not see a true duplicate cluster here, so only a broad representative issue can be picked.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the broadest generic loading regression (AutoTokenizer.from_pretrained in v5) and is the closest thing to an umbrella anchor, even though the cluster overall is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo vs. GLM-5 RoPE implementation bug; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config save/load mismatch vs. Qwen3.5 MoE from_pretrained error; different code paths." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface.register behavior change vs. accuracy regression report; not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs. max_shard_size question; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Generic tokenizer loading failure vs. flash-attention generation issue; different failures." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading example bug vs. LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug vs. cache max_length config behavior; different cache paths." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output drift across versions vs. FP8 inference on B200; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash vs. auto_docstring annotations crash; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split issue vs. remote-code checkpoint/meta-init incompatibility; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs bug vs. OCR long-input index error; unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure vs. missing chat template error; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing attribute vs. MoonshineStreaming off-by-one; different model bugs." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Serve KV-cache tensor indexing crash vs. lazy cache recompilation issue; not the same defect." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both video-related, but one is a sliding-window off-by-one and the other is padding calculation; distinct bugs." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access error vs. processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad subsystem, but torch.split return values and missing ReLU are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs. SigLIP zero-probability issue; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer behavior bug vs. docstring typo; not a duplicate." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs. Qwen3.5 MoE from_pretrained error; unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency issue vs. SequenceFeatureExtractor.pad performance regression; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized model save failure vs. sinq quantized save/load breakage; both quantization-related but different implementations." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs. Moonshine streaming window bug; unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility vs. Qwen3.5 visual encoder key save_pretrained regression; different checkpoint bugs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in v5 vs. streaming window off-by-one; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "FlashAttention3 training degeneration vs. NaNs after checkout/init; both numeric symptoms but different causes." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module vs. XLMRoberta Flash Attention 2; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA RMS-eps precision issue vs. checkpoint/meta-init incompatibility; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection vs. Gemma4Processor missing _tokenizer; serve-related but different failures." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs. Qwen3-VL-Moe bug under v5; different 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": 48, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44488", + "issue:44521", + "issue:44568", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46369", + "issue:46402", + "issue:46762" + ], + "soft_pairs": [ + "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:27957|issue:30990", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:39401|issue:44488", + "issue:44295|issue:44297", + "issue:42371|issue:44263", + "issue:43976|issue:44945", + "issue:46172|issue:46762", + "issue:42907|issue:44964", + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:44704|issue:45290", + "issue:39401|issue:44521" + ], + "prepared_review_unit_hash": "a6e7ff741ba082654af2b0bacf40d3f0a8bf23def7daf9f9ec61cc6c29fe1d68", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36094, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes import/export regressions, tokenizer behavior bugs, model-loading issues, quantization, and attention/kernel problems. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering a class of import regressions rather than a single narrow edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative issue, but only for the import-error slice; the cluster overall is too diverse to have a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different export paths." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same SAM3 family, but one is a type-warning/misconfiguration issue and the other is missing text-encoder weights." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Unrelated bugs: FP8 accuracy regression versus an image-driven infinite loop." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No module import failure versus tokenizer spacing behavior after added tokens." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and different behaviors." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure versus wrong decoder-type selection in v5." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention compatibility for XLM-R versus Sentence Transformers hanging on load." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Related to imports, but one is a specific huggingface_hub symbol removal and the other is a broader transformers upgrade regression." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline-cache loading and quantized-model saving are different code paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Runtime attention divergence versus a docstring-only issue." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is a model-type warning and the other is a memory overflow." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation sync/update bug versus a D-FINE loss-computation bug." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer-specific BPE marker handling versus a broader version-to-version tokenization difference." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage versus NaNs in classification heads." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized model saving failure versus incorrect output under pipeline parallelism." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading stall versus MacOS bus error; different failure modes and likely different causes." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken CLI env command versus an import-time NameError in sentence-transformers integration." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model loading failures with no clear shared code defect." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer registration/read issue versus saved tokenizer_class mismatch." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings API complaint versus a torch.split return-value bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility issue versus pipeline-parallelism output corruption." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical/kernel problems in different models." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized-model save failure versus multimodal model load failure." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer mismatch in Smollm3 versus a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping assumption bug versus AutoProcessor kwargs propagation bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Both are model/config regressions, but in different models and different failure points." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration versus stale auto_mappings references." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a single missing export while the other is a broad upgrade regression." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Processor kwargs forwarding bug versus chat-template crash on tool-call messages." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug versus multimodal assistant-mask generation 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": 49, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46326", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:39401|issue:46614", + "issue:44038|issue:44295", + "issue:43116|issue:45200", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:44355|issue:46231", + "issue:43116|issue:43493", + "issue:43976|issue:45446", + "issue:44038|issue:45478" + ], + "prepared_review_unit_hash": "81f6ed98edab015bdbdc3c686c92750a6a06d767cf281814bf6b2d6ca7190212", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36610, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bugs across tokenizers, imports, save/load, model configs, and training paths. All suggested soft edges look like false positives and should be rejected.", + "confidence": 0.58, + "canonical_issue_reason": "No single issue cleanly covers the whole cluster; issue:43122 is the least-bad anchor because it is the broadest tokenizer-regression report and is closest to several tokenizer-related soft matches.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43122 is the best representative of the largest coherent subtheme (v5 tokenizer behavior changes), but it still does not explain the many import, serialization, and training bugs in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Both mention model/training behavior, but one is a config propagation bug and the other is a flash-attention training regression; different code paths." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated topics: DSA/ReLU discussion versus GLM-5 RoPE implementation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM 3 area, but one is a warning about model type selection and the other is a missing output attribute; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenizer/template behavior, but multimodal assistant masks are a separate failure mode from slow/fast tokenizer inconsistencies." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but this is a mistral_common continue_final_message bug, not the same regression as the v5 tokenizer inconsistency report." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "One is a Qwen3-VL-Moe from_pretrained issue; the other is tokenizer save_pretrained metadata mismatch. Different symptoms and code paths." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Both concern loading/saving, but dequantized save failure and gguf_file from_pretrained breakage are distinct problems." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer-like bugs, but one is Qwen3 offset_mapping and the other is stale espeak language backend state; unrelated internals." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs entirely: Qwen3-VL-Moe from_pretrained versus position_ids buffer read behavior." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "One is an example script output issue; the other is a multimodal token-type default/config issue. Not the same underlying bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Import failure for transformers.onnx versus tokenizer slow/fast inconsistency; no shared root cause." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a save_pretrained regression and the other is a from_pretrained/load error on a different model variant." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention model loading/saving, but FP8 save_pretrained moe and Qwen3-VL-Moe import/runtime errors are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and unrelated modules." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizer families and likely different implementations." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Two import errors, but one is is_offline_mode from huggingface_hub and the other is HybridCache from transformers; unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor/pipeline training bug versus classification example script behavior; no shared code path." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Both touch distributed/eval behavior, but embedding dtype drift and pipeline-parallel output corruption are different bugs." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import error for transformers.onnx versus a LayoutLMv3 error-message clarity issue; not duplicates." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency problem versus Python 3.14 load failure; different failure classes." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 implementation discrepancy versus Qwen3_5 image infinite loop." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence and numpy-to-list padding inefficiency are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Both tokenizer-adjacent, but clean_up_tokenization_spaces behavior and stale phonemizer language state are separate bugs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5-specific, but GenerationConfig validation and RoPE implementation are different root causes." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import symbol versus broad import breakage after upgrade; not the same defect." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is a decoder-type/config issue and the other is incorrect Deepseek tokenization output." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix versus NaNs in classification head initialization; different code paths." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file execution errors versus a documentation parameter-name mismatch; no overlap." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example output bug versus SigLIP2 discrepancy; unrelated subsystems." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility/load issue versus a flex_attention PyTorch version check bug; different layers of failure." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same broad Qwen3.5/Moe area, but the concrete problems differ: one is a generic Qwen3-VL-Moe from_pretrained bug, the other a Qwen3.5 Moe from_pretrained regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 50, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44625", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829" + ], + "soft_pairs": [ + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:45083|issue:45446", + "issue:42371|issue:43874", + "issue:43618|issue:46829", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:42222|issue:43441", + "issue:44995|issue:46697", + "issue:28348|issue:46640", + "issue:44263|issue:46762", + "issue:46614|issue:46752", + "issue:45092|issue:46762", + "issue:43827|issue:45446", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:42673|issue:42796", + "issue:33453|issue:39401", + "issue:45356|issue:46614", + "issue:44380|issue:46077", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44291|issue:45071" + ], + "prepared_review_unit_hash": "4f62c84f2944f7974e2aee32f67151650b639a826780367556692e31d321a253", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35350, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model- and component-specific bugs. I did not find any soft pairs that look like the same underlying issue or change, so I rejected all candidate duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:33453 is the broadest and most generally phrased report in the set ('Regression in tokenizer loading'), making it the best canonical anchor among these mostly unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the clearest high-level issue title and the most reusable representative of the cluster, even though the cluster does not contain true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Different problems: a VRAM leak in Qwen3ForCausalLM vs a dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5, but one is save_pretrained key handling and the other is a from_pretrained loading error; different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation for num_labels is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems and failures: qwen3_omni_moe feature-length helper vs flex_attention PyTorch version gating." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings are unrelated to a missing image-processor method causing multimodal token counting failure." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both mention output fields, but they affect different model outputs and different assignments; not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling is separate from trainer.evaluate() failing after train()." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label classification failure is not the same as a v5 pipeline translation-task error message/docs issue." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing encoder weights on load is different from AutoProcessor failing to forward kwargs to cached_file." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder type regression and DeepSeek accuracy regression are different concrete issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral flash-attention failure are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache causing second-forward crashes is unrelated to image over-padding." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "One is a feature request to add Flash Attention 2 support for GPT2; the other is a generic flash-attention issue." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is not the same as numerical differences in Minimax MSA attention." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer backend state and empty-list apply_chat_template crash are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for InternVL2 is unrelated to Minimax attention numerical discrepancies." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state corruption and missing generation cache during chunked prefill are different bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig validation and a stale num_return_sequences warning are different issues." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM is unrelated to tokenizer BPE-marker handling in Ministral." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a generic loading regression while the other is a specific offset_mapping bug; not the same underlying issue." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer codec handling regression and stale phonemizer language backend state affect different components and failure modes." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling being ignored under SDPA/FlashAttention is a different bug from Gemma4 building causal masks despite bidirectional settings." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in chunked prefill is unrelated to SequenceFeatureExtractor.pad inefficiency." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leakage in a model forward path is unrelated to incorrect video-processor padding." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model breakage is unrelated to an empty-list crash in apply_chat_template." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT version bump/release issue is unrelated to the flex_attention version check bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both touch v5-era initialization/type handling, but one is an unexpected _is_hf_initialized argument and the other is PretrainedConfig type checking; different defects." + } + ] + }, + "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": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45656", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762" + ], + "soft_pairs": [ + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:42617|issue:45341", + "issue:43122|issue:46298", + "issue:43408|issue:43742", + "issue:45362|issue:46328", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:42222|issue:46178", + "issue:42371|issue:44261", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:44261|issue:46762", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44263|issue:44485" + ], + "prepared_review_unit_hash": "8c6af995ff176fefabf8ea3a342aa80d866841e24ef7d98cbacc348eeba81810", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36325, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated transformers subsystems (tokenizers, model loading, config, training, flash-attn, optimizers, etc.). The soft edges are mostly superficial text similarity and should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Both are runtime bugs, but one is tokenizer mapping/None handling and the other is a flash_attention integration AttributeError; different code paths and fixes." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "One reports inconsistent lm_head serialization/tied weights; the other reports NaNs in classification heads on init. Unrelated symptoms and components." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenization correctness, but Qwen3 offset_mapping and Deepseek v5 tokenization are model-specific bugs with different causes." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3next, but one is missing projections in layer 0 while the other is a from_pretrained MoE loading error; not the same underlying bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation issues are different failure modes in different paths." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-checking regression and stale config.dtype after from_config are distinct config-handling bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A testing_utils bug and a pytest-xdist race in captured_info.txt are both test infra issues, but not the same defect." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "testing_utils bug vs. SequenceFeatureExtractor.pad performance issue; unrelated functionality and impact." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FA3 training degeneration and Qwen3.5 save_pretrained regression are different code paths and different failure symptoms." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor shape bug vs. AutoProcessor crash without torchvision; related domain, but different root causes and fixes." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and Mistral regex patch crash are separate tokenizer-loading failures." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Import errors, but for different symbols and modules: layer_type_validation vs AutoImageProcessor. Not the same missing-export bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running 3d_parallel.py and a small testing_utils bug are unrelated; no shared code path." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior change across v4/v5 and a noisy logging message are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_tracker vs key error loading MobileLLM are different model-loading issues." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and a SequenceFeatureExtractor.pad performance complaint are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a docs/parameter-name mismatch in set_training are different concerns." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; one is a docs/design question, the other a loading bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a backend-mapping error for tensorflow_text are different model/backend issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API settings guidance vs MLA q_a_layernorm precision issue; different subsystem and no shared defect." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and unrecognized model/config.json loading for Olmo-Hybrid are separate load-time errors." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both reference Qwen3.5 MoE, but missing projections and from_pretrained error are not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API settings issue and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "MLA layernorm epsilon precision bug and Minimax attention numerical differences are both numerical, but clearly different implementations and failures." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing configuration symbol vs _torch_extract_fbank_features bug; unrelated code paths." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but image_utils nonexistent import and many import errors after upgrade are too broad to be the same concrete issue." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args not used and optimizer step called twice under deepspeed are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and tokenization changes across versions are related to tokenizers generally, but not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer and GLM-5 RoPE implementation are different low-level 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": 52, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:43931|issue:44410", + "issue:42222|issue:45542", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:44483|issue:45464", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43673|issue:46123", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44038|issue:44410", + "issue:44410|issue:45375", + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:43986|issue:44484" + ], + "prepared_review_unit_hash": "4722c8e7cffc87a11ebcf6d782d862019f734cbee8d7377e26ae74cc61e97b8e", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37101, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft edges connect broadly similar symptom classes (imports, model loading, FlashAttention, multimodal regressions) but not the same underlying bug or change. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 43097 is the broadest and most centrally connected regression report in the set, but the cluster does not actually collapse into one duplicate issue; it is just the least-specific representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the best representative because it sits closest to multiple other v5-regression-style reports and has the broadest framing, even though the underlying issues are distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both mention v5-era breakage around model internals, but one is about removed tie-embedding behavior and the other about unexpected position-id keys; different bugs." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill behavior is unrelated to a testing_utils bug; no shared code-path." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Both are import/type-related regressions, but one is missing AutoImageProcessor and the other is PreTrainedConfig type checking; different failure modes." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both concern Qwen variants, but one is a weight-shape load mismatch and the other is missing projections in a specific layer; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "A broken vitpose model namespace is unrelated to a TensorFlow backend dependency error." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PreTrainedConfig typing regression and undefined tf backend error are separate issues." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "One is about save_pretrained shard sizing, the other is a from_pretrained error for Qwen3.5 MoE; different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is a general API acceptance regression and the other is a streaming inference failure on Qwen3.5-0.8B; not the same root cause." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and different tensor operations; no evidence they are the same defect." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Both involve DSA-style logic, but one is about a missing ReLU in the indexer and the other is a DeepSeek-V4 comb transpose; not duplicates." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "An image-patch-count helper missing versus an rms_norm_eps precision issue are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch bfloat16 compilation warning is not the same as Blip2 dtype fields staying float32." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention FlashAttention 2 support, but for different models and different implementation gaps." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL weight loading and Qwen3-VL-Moe bugs are different model-specific failures." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both are FlashAttention-related regressions, but one is a model-support issue and the other is degenerate training with FA3; different concrete bugs." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Tie-embedding removal and gguf_file tokenizer/model loading failures do not share a specific code path." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash and testing_utils bug have no common root cause." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "An image_utils import error and a documentation parameter-name mismatch are not the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A missing config field for MLA normalization and a GLM-5 RoPE implementation discussion are different defects." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite-loop generation bug for a specific image and a memory overflow in sam3-litetext are distinct runtime failures." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and a model-loading failure in transformers>=5.1.0 are not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing get_number_of_image_patches and torch.split return values are unrelated implementation bugs." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug do not overlap in code path." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence and a DeepSeek-V4 comb transpose issue are different model/version problems." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing during chunked_prefill is unrelated to MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embedding removal and a flash_attention.py crash on s_aux=None are separate failures." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different packages and different symbols; not the same underlying breakage." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied with model_init are different training-path issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Two Qwen3-related reports, but one is a v5 bug report and the other is missing layer projections; no shared root cause." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qkv/gate projections and a missing deepstack_visual_indexes config field are not the same defect." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A v5 tie-embedding API removal complaint and a quantized-model save/load breakage are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are processor/loading failures, but one is missing torchvision and the other is a mistral_common import regression; different causes." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor torchvision dependency failure and max_shard_size 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": 53, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:46298|issue:46752", + "issue:46172|issue:46710", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43992|issue:44484", + "issue:43012|issue:44368", + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582" + ], + "prepared_review_unit_hash": "7374bcff7a4ec91a863658c9b764de73575054438abf1dc70339228757ecfb3b", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37323, + "estimated_input_tokens": 9331, + "estimated_eval_tokens": 18918 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are mostly between superficially similar but distinct issues; I would reject all candidate merges. For a canonical anchor, issue 46655 is the clearest concrete bug report in the set.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 46655 is a concrete, reproducible bug report with a specific failure mode in the SmolVLM video processor, making it the best duplicate anchor among this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46655 is the most actionable standalone bug here: specific subsystem, explicit symptom, and enough detail to serve as a stable reference point.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Related model area, but different bugs: padding calculation vs inconsistent num_frames semantics." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated problems: test seeding flakiness vs a noisy logging message." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "No shared underlying bug; logging noise and empty-list chat template crash are different." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Same model family only; one is a dtype/transpose bug, the other an accuracy regression after upgrade." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they miss different symbols and likely stem from different causes." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different areas and symptoms; v5 API removal warning is not the same as quantization offloading failure." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated: a PyTorch precision warning versus an AttributeError on window_size." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Both tokenizer-related, but one is an AddedToken constructor conflict and the other is a mapping/None handling bug." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Different code paths entirely: tokenizer mapping vs image-text pipeline generation failure." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both involve loading, but one leaks network requests under local_files_only and the other misses embed_tokens weights." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Training/evaluation state bug versus an import-time Trainer failure from an unrelated dependency issue." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different layers: cached_file kwargs forwarding vs docstring processing crashing on future annotations." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Different concrete bugs: GPT2 attention scaling under SDPA/FlashAttention vs cache lazy initialization recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to a backend name validation error." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model/torchvision crash and tokenizer mapping None are unrelated failures." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both touch saving, but one is dequantized model saving and the other is pipeline serialization." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs in different subsystems: saving dequantized models vs image-triggered infinite loop." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Documentation/error-message issue versus save_pretrained pipeline serialization bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated model-specific training bugs; no shared code path." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A compile-time warning and an SDPA compile failure are different symptoms and fixes." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Repo hygiene/dummy class leak is unrelated to a logging message." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Both involve save/load sizing, but shard-size policy and missing weights are different issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Unrelated warning types: float32 precision warning versus tie_word_embeddings notice." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "A tokenizer decoder type bug is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Different failures: FlashAttention support gate vs Python-version compatibility." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different model/backend bugs; no concrete shared fix." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "API removal warning and noisy logging are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and failure modes; not the same bug." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Empty transcription crash is unrelated to Trainer import issues." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling ignored in backends is a different bug from register() changing function behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init policy and Trainer import failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE models, but one is FP8 save_pretrained and the other is a from_pretrained loading error." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon warmup TypeError 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": 54, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45310", + "issue:45479", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46369", + "issue:46829" + ], + "soft_pairs": [ + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:42994|issue:44655", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:36683|issue:43475", + "issue:36010|issue:42757", + "issue:44483|issue:46369", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43208|issue:46829", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "28e818b0f02eaa94816792cccdac7f4fb4f68e1d7b8ec138f304f7ec508d56c3", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37691, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a broad mix of unrelated Transformers issues (imports, model-specific regressions, config bugs, packaging, saving/loading, and attention/masking problems). No soft pair looks like the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: GPT2 attention scaling under SDPA/FlashAttention vs zero-loss classification behavior across sequence-classification models." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging/backend install issue is unrelated to Trainer import failure caused by datasets masking the import path." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems: FSDP2/PEFT optimizer-state corruption vs attention scaling config being ignored." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and packages; not the same underlying failure." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path trailing-slash warning is unrelated to bf16 compile-time PyTorch precision warnings." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label-reduction bug are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request handling failure is different from Qwen2_5_VLProcessor batched template crash." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output attentions missing is a different regression than GPT2 attention scaling under specific backends." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing configuration_utils import symbol and local_files_only still making network calls are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a loading bug for Qwen3-VL-Moe; the other is a request for fp8 support/inference capability." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both concern CLIP outputs, but one is missing attentions while the other is missing hidden_states; distinct regressions." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure is unrelated to inability to save Pipeline objects." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer-count bug and GLM-5 RoPE implementation discussion are not the same concrete defect." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression and state_dict-sorted load error are different loading problems." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is unrelated to Trainer import failing because of datasets." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 token-embedding resize issue is different from bidirectional attention mask construction." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute errors." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules and versions; not a single duplicate issue." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "API request rejection and model memory overflow are different failure modes." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support limitation for NemotronH is unrelated to GLM-5 GenerationConfig validation failure." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as a save_pretrained pipeline bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config vocab_size attribute bug and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility failures at different versions are not the same issue." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted state_dict load error and Qwen3.5 checkpoint-save regression are distinct save/load problems." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation bug is unrelated to Gemma4 bidirectional attention masking." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "One is attention-mask semantics; the other is config validation for explicit head_dim." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training blockers and VideoPrism output field mismatch are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 save_pretrained regression do not share the same code path." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing config attributes in different model families." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3 vocab_size issue is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate decoder_attention_mask unbound error is unrelated to tensor-parallel training bugs." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 from_pretrained failure are different loading bugs." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2 has nothing to do with a cache-strategy typo." + } + ] + }, + "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": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "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:44387|issue:44556", + "issue:44222|issue:45125" + ], + "prepared_review_unit_hash": "785aff8242f0b45bbc160ef1de7f196cbc3bbbca22288a64eee7d8f8ac149056", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36069, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose topical cluster around Transformers regressions, but the proposed soft pairs are not the same underlying bug/change. Most are only superficially similar by shared words like loading, import, v5, or tokenizer; they affect different code paths, models, or failure modes.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Both mention v5-era regressions, but one is about cache/layer update decorators and the other about broad import errors after upgrading; different subsystems and fixes." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Both involve something being ignored at runtime, but SGD args vs importing Trainer with datasets installed are unrelated failure modes." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being dropped is unrelated to Qwen3.5 variable-length position_id handling." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors and a Python 3.13 IndentationError from a torch.jit-scripted model are different import-time problems." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are distinct compatibility issues." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and wrong optimizer states under FSDP2+PEFT are unrelated bugs." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict loading order issue and Gemma pipeline roundtrip failure on \u2581 are different model/tokenization behaviors." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict sorting/load error is not the same as Qwen3.5 vision config dropping a field." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing set_seed in a SAM-HQ integration test is a flaky-test issue, while the other is an xdist race on captured_info.txt." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star cleanup/performance and intermittent slow import are related to import cost but not the same fix or underlying bug." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A cache/layer no-grad request is specific, while 'breaks too many models' is an umbrella complaint without the same code path." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor parallel training bug and OOM when loading Qwen2-57B-A14B-Instruct with tp are both TP-related but not clearly the same defect." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions missing and patchtsmixer post_init policy are unrelated model API/config issues." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no-grad and Python 3.9 compatibility for Transformers 5.1.0 do not share a concrete code path." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained error are different model-loading bugs." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict sorting issue and Qwen3.5 save_pretrained visual encoder keys issue are both loading/saving-related but not the same defect." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing ImportError and tokenizer-loading regression are unrelated import-time problems." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Missing CLIP attentions and CLIP text model structure mismatch are separate CLIP API changes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are different functional concerns." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Flaky SAM-HQ integration tests are unrelated to loading Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-related test flakiness and GraniteSpeech stale device override failure are distinct CI problems." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing set_seed in tests and auto_mappings.py referencing removed configs are unrelated test-vs-registry issues." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior change in v5 and SmolVLM num_frames semantics are different API changes." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still making API requests and AddedToken special-arg duplication are unrelated networking vs tokenizer-construction bugs." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV cache continuation crash in transformers serve and trust_remote_code cache FileNotFoundError are different server/loading paths." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer.from_pretrained v5 loading issue and checkpoint reload failure after upgrading from v4.57 are not the same root cause." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 quantization memory regression and checkpoint reload compatibility are separate release regressions." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for moe and missing _tp_plan for Qwen3_5Moe are both model-specific but 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": 56, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:43576|issue:44938", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664" + ], + "prepared_review_unit_hash": "aea4f282da83e4bea8d37387dbb7b42cc1a4e0aa5791df1537107af1b9effc42", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38258, + "estimated_input_tokens": 9565, + "estimated_eval_tokens": 19386 + }, + "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, import/load failures, docs issues, or model-specific bugs. I found no true duplicate pair to merge; the soft links are mostly superficial keyword similarity.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43576 is the broadest user-facing v5 regression report in the set and the closest thing to an umbrella representative, but the cluster does not form a single duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43576 is the best available anchor for the cluster because it is broad, user-facing, and linked by several soft-similarity candidates, though it still does not explain the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Both involve loading/import failures, but one is a missing exported class and the other is a cache/file-not-found problem; different root causes." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated bugs: local_files_only network leakage vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different code paths: a missing image-processor method vs trust_remote_code cache loading failure." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad behavior and Sam3PixelDecoder dummy Conv2d are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Both mention v5-era behavior, but one is a broken CLI command and the other is AttentionInterface.register semantics." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is missing tensor-parallel plan and the other is a from_pretrained regression; not the same concrete fix." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job reporting and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python-file errors and slower filtering after upgrade are different issues." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export paths." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 MoE issues: tensor-parallel plan vs missing config field." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/caching bugs with no clear shared failing code path." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics vs AutoProcessor backend-missing import error are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang in Sentence Transformers and model.forward documentation confusion are different kinds of issues." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network calls and an unrelated 'racoon' report do not describe the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different bugs: network access despite local_files_only and FP8 save_pretrained MoE support." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated 'racoon' issue are not the same change." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting and tensor-parallel training are unrelated subsystems and failures." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Bart generate() UnboundLocalError and docs confusion about forward arguments are not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-regression loading complaints, but one is Qwen3VL MoE-specific and the other is a generic checkpoint reload issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file handling and PreTrainedConfig type checking are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but for different models and likely different root causes." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled file execution errors and save_pretrained pipeline serialization are different failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "huggingface_hub import failure and transformers env command breakage are distinct problems." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PreTrainedConfig type checking are not the same code-path problem." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer missing ReLU are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an import error from configuration_utils do not match." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "A broken CLI command and a missing model class import are different issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "'racoon' is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache export and trust_remote_code cache FileNotFoundError are different loading/import failures." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and 'racoon' do not refer to the same underlying change." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification docs behavior are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken v5 env command and Python 3.14 load failure are different platform/runtime issues." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is kwargs forwarding and the other is attention-interface usage; not the same fix." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing attribute and trust_remote_code cache loading failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained support and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are different changes." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel model_init behavior and FP8 inference on B200 are unrelated bugs." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated 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": 57, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "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:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:44230|issue:46095", + "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:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468" + ], + "prepared_review_unit_hash": "90dbeadd0f65b9d00dc608a9cebc1e34fe945b7c82a0b30bdf494dcf8c80f0d6", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38523, + "estimated_input_tokens": 9631, + "estimated_eval_tokens": 19518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated issues that happen to share v5-regression, import, cache, or model-family wording. I don\u2019t see a single underlying defect worth merging into one duplicate set, so I reject all soft edges.", + "confidence": 0.91, + "canonical_issue_reason": "No true canonical issue: the items are heterogeneous and mostly share only generic v5-regression or subsystem language.", + "canonical_pr_reason": null, + "best_issue_reason": "If an umbrella issue must be picked, issue:45278 is the most representative because it explicitly describes broad import failures after an upgrade.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Different problems: chunked_prefill cache initialization vs a typo in cache strategy naming." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific Qwen3.5 chat crash; the other is a broad complaint about many v5 model breakages." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and tensorboard-only TensorFlow backend handling are unrelated code paths." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A concrete processor.save_pretrained file bug is not the same as a vague generic bug report." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA ReLU discussion and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3/Moe models, but one is a bug and the other is a missing tensor-parallel plan; different fixes." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior and unsafe sys.modules access are different root causes." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "BBox hallucination/error and an infinite loop on a specific image are distinct Qwen3_5 problems." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model output hallucination is unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility are both v5 issues but not the same defect." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup causing slower imports is not the same as missing GenerationMixin cache in chunked_prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad v5 breakage report." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is specific; the other issue is a generic umbrella complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade incompatibilities, but one is checkpoint reload and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is too specific to be the same as broad model breakage after v5." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regressions, but one is import errors and the other is a general model-breakage complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 Moe is unrelated to a DeepSeekV4 weight-conversion question." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star performance cleanup does not match a specific missing Qwen3_5ForCausalLM import error." + }, + { + "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": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import-time slowness and lazy-loading malfunction are related only superficially; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs handling do not share a concrete code path." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 unsupported and Qwen3-VL bbox hallucination are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version incompatibility is not the same as a Qwen3-VL output bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained is not the same as a generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access failure is a specific model behavior issue, not the same as a placeholder bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor kwargs forwarding and scheduler kwargs handling are both kwargs-related but different APIs and bugs." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star usage cleanup is unrelated to the HybridCache import failure." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:41669", + "accept": false, + "reason": "A testing_utils bug does not match the import-star refactor/performance issue." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python 3.9/3.10 compatibility is not the same as a broad v5 regression complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox output errors and Qwen3.5 Moe from_pretrained failures are separate model bugs." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Interpreter-version support and missing Qwen3_5ForCausalLM imports are different failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer and tied-weights-key AttributeError are unrelated implementation issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer-loading regression are not the same underlying bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading malfunction are distinct features with different fixes." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied in model_init is unrelated to flash_attention_3 degenerate training." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding 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": 58, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46655" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "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:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "3392626e13a20d7252da6e8548dabe70615bcf1a0d052ab8973edf6bab18ce82", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39688, + "estimated_input_tokens": 9922, + "estimated_eval_tokens": 20100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly contains unrelated model-specific bugs, import failures, and v5 regression reports. The only plausible duplicate-like pair is the tokenizer v5 behavior reports (42913/43066); most other soft edges should stay separate.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43066 is the most specific, actionable report in the only credible duplicate pair; it captures a concrete tokenizer v5 regression rather than the broader symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the best single issue candidate because it is precise enough to anchor the tokenizer-regression subgroup and is a clearer canonical target than the broader v5 behavior complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor bugs, but they affect different models and different failure modes (timestamps vs padding)." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and scheduler kwargs are unrelated code paths and unrelated symptoms." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight-key handling are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI/env command breakage and missing Qwen module import are not the same underlying issue." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is not enough to match a specific Qwen3.5 from_pretrained regression." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different models and different implementation bugs, even though both mention processor/model internals." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and learning-rate scheduler behavior are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf work and a VRAM leak in Qwen3 are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and a model-loading regression are different classes of issue." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-V4 related, but they describe different concrete bugs with different code paths." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage and RoPE implementation are unrelated failures." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both involve positional encoding, but they are different models and different bugs." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and video timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and a Qwen3 VRAM leak do not share a bug root cause." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad complaint about many v5 breakages is not the same bug as a specific missing module import." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and save_pretrained file emission are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling and Gemma4 audio positional encoding are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Precision drift from missing rms_norm_eps and Gemma4 audio positional encoding are distinct bugs." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio-model continuous batching support and DeepSeek-V4 weight conversion are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Video timestamp math and multi-thread VRAM leaks are different problems." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-Attention support and a missing model import are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": true, + "reason": "Both report a tokenizer behavior regression in Transformers v5; 43066 is the concrete decoder-type manifestation of the broader symptom in 42913." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Flash Attention 2.0 support requests for different models are not the same artifact." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs and an unrelated spam/irrelevant issue are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo and an unrelated issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and an irrelevant issue are unrelated." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "An irrelevant issue cannot duplicate a broad v5-breakage complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and an irrelevant issue are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key handling and chat-template tool-call crashes are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and a missing import symbol are different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx and tied-weight-key crashes are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4 pad_token_id absence and tied-weight-key handling are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and processor save_pretrained missing files are not the same bug." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they are different models and different support gaps." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder-mask bug and slow from_pretrained loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on job failure and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow loading and tensor-parallel training bugs are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Performance loading issue and forward-API documentation confusion are not duplicates." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and a Qwen3.5 MoE from_pretrained error are different requests/failures." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "init_weights usage in Mamba and RoFormer attention interface usage are different model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft edge, 42913/43066, is supported by the titles as a likely tokenizer-v5 duplicate, and the rest of the rejections are mostly justified by clearly different models, failure modes, or issue classes." + }, + "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": 59, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "f9e11fdc207744d17418a82211275389ba84fe09b79aa50fa8cd61664968e65c", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936087, + "estimated_input_tokens": 234022, + "estimated_eval_tokens": 468300 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7775, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated single-bug reports across different models and subsystems, so there is no strong duplicate cluster. At most, issue 43240 is the broadest and most connected item, but it is not a true canonical for the rest.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue exists because the titles describe distinct bugs in unrelated areas (norm math, Mask2Former loss handling, config typing, tokenizer warnings, DeepSeek gating, RoFormer attention, etc.). If one must be chosen, 43240 is the broadest and has inbound references, but it does not represent the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43240 is the most general and discussion-heavy item in the set, so it is the least niche candidate for a cluster anchor. That said, the set is not a real duplicate cluster, so this is only a weak fit.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different models and different defects: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating. No shared code-path or concrete same bug." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "One is a type-hint problem in ModernBERTConfig, the other is a tokenizer regex warning regression. Unrelated symptom and subsystem." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage is a model-specific loss-input bug; 43240 is a generic kwargs passthrough issue. Not the same underlying defect." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "kwargs not forwarded to a loss function is unrelated to RoFormer not using the attention interface. Different components and fix shape." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former training-loss handling and tokenizer regex warning after 4.57.3 are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "No overlap in bug mechanism: unused ignore_value vs attention-interface usage in RoFormer." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss config/runtime bug and a typo in a quantization attribute name are not the same issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss calculation and an incorrect type hint for norm_eps are different classes of problems (behavioral vs typing)." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERTConfig type-hint correction and a quantization typo are unrelated changes." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm semantics (RMS norm question) and ModernBERT norm_eps typing are not the same bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value behavior and ModernBERTConfig norm_eps typing do not share an underlying code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "a4072ede3bc604462db280e25b6b35b43f9c9b9d1d4418b3fd2909d2a2fec57c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated and should not be clustered as duplicates: token truncation direction, ReduceLROnPlateau-like scheduling behavior, and Wav2Vec2 word boundary offsets.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 10519 is the most concrete and actionable of the three, but it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the best representative only because it has the clearest problem statement and highest discussion, not because it matches the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: tokenizer truncation direction vs Wav2Vec2 word start/end offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One is about truncation strategy in tokenization; the other is about learning-rate schedule behavior. No shared bug." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "ReduceLROnPlateau-like functionality and Wav2Vec2 word offset extraction are unrelated feature requests." + } + ] + }, + "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": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "c916e257b0bdf39e53eebdf7d737cd5ca2ecb94ce269c9cc156fcaeda5c58e49", + "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 bug: one is a Tapas tokenization mismatch, one is an auth/error-message problem while downloading private models, and one is a model-loading failure for bert-base-uncased.", + "confidence": 0.96, + "canonical_issue_reason": "issue:16618 is the broadest, most user-facing failure in the set and has the most discussion, but it should be treated only as a provisional anchor because the other issues are unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the strongest standalone issue here because it is concrete, broadly framed, and more central than the other two; however, this cluster is not a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization behavior in Tapas is a different code path and different symptom from a model load failure for bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "A private-model download/auth error and a generic model-loading failure are distinct problems; they are 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": 4, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "403762a165005db799a0e08de45a8cc108eb9debe1b5bc04a794bee7bca8efa2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both community contribution requests, but they target different features: Flash Attention 2 support vs GGUF support. They are not duplicates and should not be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying requests and code paths: one is for Flash Attention 2 architecture support, the other for GGUF support. Same broad theme, but not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "06be9bed98d983dcee82a0377b0ad5d9c9ae2923fd844355eec71166b59aa4ae", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13523, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13523, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of separate i18n translation requests by language, not one duplicate issue. The only clear duplicate pair is the two identical Thai translation issues (46222 and 46226).", + "confidence": 0.88, + "canonical_issue_reason": "Issue 46222 is the clearest canonical candidate because it has an exact duplicate twin (46226) with the same title/body, while the other items are either different languages or too ambiguous to merge safely.", + "canonical_pr_reason": null, + "best_issue_reason": "46222 is the strongest triage anchor: it is part of the only confidently mergeable pair, and it is open, making it the most useful representative of the duplicate subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation targets; same template wording alone is not enough to treat these as the same request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation targets; no evidence they are the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request vs generic placeholder issue; not clearly the same language/task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different languages (Turkish vs Romanian), so these are separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different languages (Turkish vs Spanish), so these are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic placeholder issue; insufficient evidence of a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request vs generic placeholder issue; not clearly the same change." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different languages (Spanish vs Romanian), so they should not be merged." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request vs generic placeholder issue; similarity is too broad to merge." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs generic placeholder issue; no strong evidence of a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs generic placeholder issue; not enough to conclude same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request vs generic placeholder issue; ambiguous and not safely mergeable." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian request vs Thai request; different translation tasks." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian request vs Thai request; different translation tasks." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both use the generic template title, but there is not enough concrete evidence they are the same translation request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Generic placeholder titles and near-identical bodies are suggestive, but still not enough to confidently merge." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs Thai issue; not clearly the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs Thai issue; insufficient evidence of duplication." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same generic placeholder title, but no explicit shared language/task to confirm a true duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs Thai issue; different request context." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs Thai issue; not safe to merge." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs Thai issue; no concrete evidence of the same change." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs Thai issue; not clearly a duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "These are exact duplicates: same Thai title and effectively identical content, so they look like the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, 46222/46226, is supported by identical titles and matching body length, and the other merges are appropriately treated as uncertain rather than forced." + }, + "evaluator_used": true, + "retried": false, + "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": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-18", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue: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": "be5ee491279c31b1f7b93831095f64521f42b0b4308db87b909c0a4e4fb2cdde", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model-addition requests across different families and modalities. None of the soft pairs look like the same underlying bug/change, so no duplicate/merge links should be accepted.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 42738 is the broadest umbrella-style request in the set ('BERT-like models with RoPE'), so it is the best representative of the cluster\u2019s general model-support theme, even though it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "42738 is the most general issue and the closest thing to a cluster anchor; the rest are narrower, model-specific requests that do not collapse into one concrete change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert and DEIMv2 are different model families; only the high-level request pattern matches." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated changes." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different models and likely different code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct vision models; not the same concrete request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vs LFM2.5 Audio spans different modalities and implementations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR object-detection support is not the same as adding circuit-sparsity transformer support." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model types and change surfaces." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated models." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and circuitgpt support are different changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model requests; same broad pattern, not same bug/change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are not the same concrete change." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparse transformer support differ in model type and implementation." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are different model families." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; 42738 is a generic RoPE feature request for BERT-like models." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "Mirko Privitera is unrelated noise, not a model-support issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family but are different concrete model types; not one mergeable PR." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is too broad to merge." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are different requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and circuit-sparse transformer support do not share the same code path." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different models and likely different implementations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE perception-encoder support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and circuitgpt support are different concrete changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model support and SAM3-LiteText support are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio support and Granite SWA+sink option are not the same change." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE model support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech models; not one underlying fix." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 support are different model additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language related, but they are different models with different architecture requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and Mirko Privitera are not related issues." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS and Mirko Privitera are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "777255869ac0b705a35bcac7b657ff77b5efa0d6b7b92fbb64426900f4a6e1d3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, the other is a Vision RoPE refactor. No duplicate relationship is evident.", + "confidence": 0.99, + "canonical_issue_reason": "If one issue must be treated as the representative item, issue #46443 is the more substantive technical change; issue #38740 is a separate docs request and not the same topic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the best standalone issue in the set because it describes an actual code refactor, whereas #38740 is a documentation-oriented feature request on an unrelated subject.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and scopes: a docs request to add Pruna versus a Vision RoPE refactor. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "47dde66dbca08d53517254010a763b2a634865945502b00a86082e48f5675e55", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not look like duplicates: one is about set/block decoding behavior, the other is a request for DeepSeek v3.2 model support. They mention different problems and likely different code paths.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the better cluster representative because it is a concrete feature/support request with a clear model-specific target, while 41084 is a separate decoding behavior topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying subjects: decoding algorithm behavior versus adding DeepSeek v3.2 support. No shared target, files, or concrete code path overlap." + } + ] + }, + "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": "llm", + "cache_hit": false, + "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": "e5f2930e706f60e094bcecd97d1078095792b4973f99983dd07669f46b0be773", + "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": "The two issues are both about memory-oriented model components, but they target different features: one is about adding a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, and the other is about integrating TiledMLP for lower memory use. They do not look like the same underlying request or bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #41306 is the more specific, concrete implementation request around `from_pretrained()` behavior and the FLCE/TiledFusedLogitsLoss path; it is the better single representative for this small cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the better anchor because it is more narrowly defined and actionable, whereas #41826 is a broader architectural feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Both mention tiled memory-saving ideas, but they concern different components and different changes: a `from_pretrained()` flag for FLCE vs. integrating TiledMLP. They are not the same bug or change and would not be merged as one." + } + ] + }, + "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": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "42e79ff81d97ceb81234ca2d906feb834676b1ddc81acb3ec67d3fa4fcecbf12", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues both mention custom trainers, but they target different Trainer behaviors: one is about `remove_unused_column` customization, the other about FLOPS estimation. They are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the more concrete and self-contained Trainer behavior request, but it should not be treated as a duplicate of 43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying problems: 43598 asks to make `remove_unused_column` more customizable in Trainer, while 43600 asks to account for custom trainers when estimating FLOPS. They may both involve custom trainers, but they do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "ef985c7f060de5fe1946cdd12bf4869082cbbccf6f5d9fb254a3b079d98db83e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related to Qwen model support, but they request different changes: one is broad model registration for Qwen3-Omni, while the other is specific AutoModelForSequenceClassification support for Qwen3.5. They do not look like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43684 is the broader feature request and better represents the cluster theme of missing Qwen model registration/support.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the best single issue to keep as the representative because it covers a more general registration gap rather than a narrow task-specific API addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different APIs: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification support. These are related in topic but not the same 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": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "304454bc26b9f3b40f46192320aae0425cdabb53645c5ece3ed84d948bb800de", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues are near-identical short reports titled \"huggingface \" and likely duplicate each other; the \"Fett\" issue is unrelated and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43859 is the best canonical among the duplicate cluster because it matches the same title as the other two and has the only discussion activity, making it the most established representative.", + "canonical_pr_reason": null, + "best_issue_reason": "43859 is the strongest issue representative overall: it is one of the repeated \"huggingface \" reports and has the only visible discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no evidence they describe the same underlying issue; \"Fett\" does not match the \"huggingface\" reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no evidence of a shared bug; this looks unrelated to the repeated \"huggingface\" issues." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no substantive overlap beyond generic similarity." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same short title and essentially indistinguishable issue text; likely duplicate reports of the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same short title and highly similar report content; appears to be the same issue duplicated." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same short title and highly similar report content; appears to be the same issue duplicated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are conservative and supported by the packet: 43845/43846/43859 share the same title and strong soft-similarity, while 43835 has a different title and no clear evidence of being the same issue. Canonical selection of 43859 is reasonable given the only discussion activity." + }, + "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": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "6c9e9b28e5b414d2b85a09e8f717a17b96ab0e828407c031e9f81c6c59bdc360", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All five issues are low-information and appear unrelated spam/vague noise rather than duplicates of a single bug or request. No soft pair shows evidence of the same underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue exists because the cluster does not describe one shared bug or feature request. If forced to anchor the set, #44418 is the least obviously spammy, but it is still too vague to serve as a true duplicate representative.", + "canonical_pr_reason": null, + "best_issue_reason": "#44418 is the closest thing to a representative issue only because it is a generic documentation-related title rather than obvious spam, but it still lacks enough detail to be a strong canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder spam titles with no substantive body; no evidence of the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are placeholder spam titles with no substantive body; no evidence they describe the same bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; too little detail to treat as duplicates." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and an unrelated quoted-business title; no shared technical problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation enhancement versus spam placeholder; no common underlying change or bug." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation enhancement versus spam placeholder; not the same issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no content to establish a shared underlying bug or task." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated business-name title; no duplicate relationship." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated business-name title; no duplicate relationship." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "c02c358be5ce5f1b3e6cb0f0df4faaeb20596519a6ab96a4c78a4cb440fafb3b", + "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": "These two closed issues have identical titles and a soft-similarity signal, so they are plausible duplicates, but the packet does not provide enough body evidence to call them the same report with high confidence.", + "confidence": 0.79, + "canonical_issue_reason": "#45145 is the best canonical issue candidate because it was created first and has the only inbound reference, while matching #45151 on title.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue to keep as the cluster representative due to earliest creation and the inbound reference; no other distinguishing metadata is available.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Reject: the packet supports identical titles plus soft similarity, but it does not show the bodies are nearly identical or otherwise confirm the same underlying issue. Keep this as a conservative possible/likely duplicate rather than a confirmed duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the packet supports identical titles and a soft-similarity link, but it does not show the bodies are \"nearly identical\" or that #45145 has \"likely body content\" matching #45151. The duplicate verdict should stay conservative (e.g., possible/likely duplicate based on title + soft similarity), not state stronger evidence than the packet provides." + }, + "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": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "a6eab40591b44105648078cda4844157e9c734bb22e1711193daff42dae21b21", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are related only at a very broad level (4-bit inference) but describe different bugs: one is a Gemma4 audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig lm_head exclusion regression causing an AssertionError. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the clearer, more general regression report: it names the specific config behavior, the failure mode, and the affected 4-bit inference path. #45672 is narrower and model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs and different failure mechanisms: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module exclusion behavior. Similar subsystem, but not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "cb5ee10049e5e94633c77ef5f65f6ed9343588ed85a861fc6b31b4b30f2069ca", + "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 convincing duplicates: they have different personal-name titles and different dates, with no body text, links, or shared targets to indicate the same underlying problem.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the artifacts appear to describe different people/records rather than one shared bug or task, and there is no supporting context tying them together.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate because there is no evidence they belong to the same underlying issue cluster; both are sparse, standalone reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles reference different names and different birth dates, and there is no additional metadata suggesting a single shared 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": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "73196cc479ba2b1e04905482b5c7601a45f5313d14f6490bf9f8c8d99b6e03fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates; they are separate one-line reports with different names and dates and no shared technical context.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #45764 is the better placeholder canonical only by being the earlier of two similarly sparse, unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#45764 is marginally preferable as the representative issue because it is earlier, but neither issue provides enough substance to be a strong canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different subject names and different dates; no evidence they describe the same underlying problem or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "8cc215b1e5e4142738c9c098ccf85e596a07cfc2074ba9eb9cfae9a3e08e51c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates. One requests a new Qwen3_5 token-classification/value-model class, while the other requests FP8 training support; they concern different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "issue:46295 is the broader, more externally referenced request, but it is not actually a duplicate of issue:45810.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46295 is the more general/high-impact feature request in the cluster, though the cluster does not represent a single underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different asks: model-class addition for token classification vs FP8 training support. No shared code path or concrete duplicate behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "fc65fc122f1271fb23544a5255eb0d5155db611c32f545c160a7581f36584e68", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The items split into two exact-duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by domain and should not be merged with either pair.", + "confidence": 0.94, + "canonical_issue_reason": "There is no single canonical issue for the whole set because the cluster contains two separate duplicate topics. If one representative must be chosen, 45870 is a clean anchor for the first exact-duplicate pair because it is the earliest instance of that title/body.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single issue representative among these items, but only for its own duplicate pair; 45872 is equally canonical for the other pair. Neither should absorb 45869.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same broad financial/data theme, but 45869 is a dataset bundle promotion while 45870 is an example about time-series prediction. Not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above: related topic, different artifact type and intent; not a duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate pair: identical title and essentially identical body length/content, describing the same example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are financial/DataForge themed, but one is an example request and the other is a scraping-service feature idea. Different concrete change/request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different feature/request than the example-prediction issue; only the general domain overlaps." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same mismatch as 45870 vs 45872: overlapping domain, different underlying request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same mismatch as 45870 vs 45873: not the same bug or change." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate pair: identical title and body size, clearly the same financial time-series + scraping service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are supported as duplicate pairs by identical titles, matching body lengths, and jaccard 1.0, while 45869 is only soft-related. The soft-edge verdicts are conservative and do not overclaim evidence." + }, + "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": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "5626fb86b622ac57fc3414d36ada403f6ac283a373e52816fdcee23c9e23d857", + "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 concern static cache handling around `linear_attention`, but they surface as different failures: one is an `early_initialization` shape corruption / `RuntimeError`, the other is a Qwen3.5 `KeyError: 'linear_attention'`. Related area, not clearly the same underlying bug.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying mechanism more directly (`early_initialization` corrupting linear-attention layer shapes) rather than a single model-specific crash symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest representative of the cluster since it points to the likely root cause in static-cache initialization, making it more generally useful for deduping related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "They are closely related, but the reports describe different concrete failures (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). Not enough evidence they are the same underlying bug or that one fix would plausibly cover both." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "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": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "c5d2a2c27ab23690c14a27b4b47cca5b932b2d92b39d15673bc3b09b91f23bcc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "#46552 is the better canonical issue because it is open and appears near-identical to the closed report #46551; the pair looks like a likely duplicate rather than a separately scoped bug.", + "confidence": 0.95, + "canonical_issue_reason": "#46552 is open and current, and it matches the closed report in title and apparent scope, so it is the best canonical issue to keep active.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue because it is the active report and the strongest representative of this likely duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Identical titles, identical body length, and perfect soft-similarity make these look like a near-duplicate pair / likely same underlying bug, though the packet does not expose full bodies or an explicit duplicate link." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice is grounded (#46552 is open and has the stronger current signal), but the duplicate verdict is too strong for the evidence shown. The packet only gives identical titles, identical body length, and soft-similarity/jaccard 1.0; it does not expose the issue bodies or any explicit duplicate linkage. Please downgrade the soft-edge language from an absolute duplicate/exact same issue to a conservative 'likely duplicate' or 'near-identical' characterization." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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": "llm", + "cache_hit": false, + "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": "e0fbc28f2d52f9f025d7789e24922cb8a58de7de4463480545c73c75d6373bcb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe different training failures: one is a tensor size mismatch during object-detection training, the other is an out-of-memory crash after several epochs in RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #46657 is the clearer anchor if one must be chosen: it reports a concrete tensor-shape mismatch, while #46692 is a separate OOM symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the better representative issue because it is more specific and actionable; #46692 appears to be a distinct memory-pressure problem rather than the same defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes and likely different root causes: tensor size mismatch vs. out-of-memory after epochs. They are 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": 24, + "component_count": 24, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "7566cadd844ffc6163ff2aa36d98fc7b17326925bbb3abce5769748651ef9d94", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues describe different model-loading failures in different code paths: ZeRO-3 zero.Init partitioning for a composite submodule vs 4-bit auto device mapping incorrectly sending modules to CPU. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is slightly more central as it describes a concrete multi-GPU OOM regression with a clear subsystem and failure mode; however, it is not a duplicate of 46823.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying bugs and code paths: ZeRO-3 zero.Init partitioning/OOM for a composite submodule vs 4-bit load_in_4bit + device_map='auto' + max_memory incorrectly dispatching to CPU. They are not plausibly 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": 1, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "7db12c88903d51dc188bec0055bd9d00b9ad930e458ec64f533d0160cdc27e04", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice model PRs, but they do not look like duplicates: one is the base VibeVoice integration, the other adds VibeVoice Realtime plus an acoustic tokenizer and generation-path changes.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the more canonical VibeVoice integration: it is a non-draft, heavily reviewed PR that introduces the core model, docs, auto-mappings, and tests. PR #42781 is a separate, narrower follow-up focused on realtime behavior and the acoustic tokenizer.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best representative of the cluster because it is the original, broader, and more merge-ready implementation of VibeVoice. PR #42781 appears to be an extension rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files reflect the same subsystem, but the PRs target different changes: base VibeVoice integration versus VibeVoice Realtime/acoustic tokenizer work. They are not the same concrete code-path fix and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "db0d93e2b2defce21f35013438f888d0b8735c6d6242323b551fcdbe4a0fbe14", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image-classification support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different codepaths, different models, and different user-facing features, so there is no single duplicate/representative change here.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for the cluster; neither PR is a duplicate or substitute for the other. If forced to pick a standalone representative, 41224 is narrower, but it is not a canonical choice for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: TimesFM covariate forecasting and DINOv3 image classification are unrelated features in different subsystems, with no shared concrete bug or mergeable code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-15", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43989", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46819" + ], + "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:46819", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:46819", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43989|pull_request:46819", + "pull_request:43995|pull_request:46819", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:46819", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:45655|pull_request:46819", + "pull_request:44827|pull_request:45655", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "f294c1eb31246613264085fe396e370f841f07a5311e3cba79f99a96e5eb0866", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 24, + "serialized_chars": 40998, + "estimated_input_tokens": 10250, + "estimated_eval_tokens": 20756 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 24, + "serialized_chars": 40998, + "estimated_input_tokens": 10250, + "estimated_eval_tokens": 20756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: unrelated model additions, refactors, and bugfixes were grouped by weak similarity. The only clear duplicate pair is the two `fixed_cross_entropy` PRs, which target the same concrete bug in `src/transformers/loss/loss_utils.py`.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest representative of the real duplicate pair: it directly fixes `fixed_cross_entropy` to forward supported `cross_entropy` kwargs, has an explicit issue link, and is the more complete version of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best global representative because it addresses a concrete bug with a focused code-path fix in one file and is the strongest match among the candidates; the companion PR 43254 is essentially the same patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different features: Mistral tokenizer method additions vs. adding the MobileLLM model. No shared code path or bug." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions and executorch export tests are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness is unrelated to adding a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46819", + "accept": false, + "reason": "Different bugs in different subsystems: loss kwargs forwarding vs. beam-search cache reordering." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs handling is unrelated to Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export testing does not overlap with Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Different areas: exportability testing vs. new model addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46819", + "accept": false, + "reason": "MobileLLM model addition and Mamba beam-search fix are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs. `cls.config` resolution ordering fix; no shared bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-interface refactor are different changes." + }, + { + "left": "pull_request:43989", + "right": "pull_request:46819", + "accept": false, + "reason": "Auto video-processor lookup fix and beam-search cache fix are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:46819", + "accept": false, + "reason": "Falcon refactor for standardized outputs is not the same as fixing beam-search cache handling." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Model output refactor and model-creation skill/docs content are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output refactor and Mistral4 test/model fixes do not address the same bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the `layrnorm`\u2192`layernorm` rename across CLIP-like models." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes and chat-response parsing updates are different features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests and TDT loss kernel integration are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46819", + "accept": false, + "reason": "Mistral4 test/model work and beam-search cache handling are different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes and model-creation skill/docs are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM and introducing a model-creation skill are not the same artifact." + }, + { + "left": "pull_request:45655", + "right": "pull_request:46819", + "accept": false, + "reason": "`cls.config` resolution ordering and beam-search cache reordering are unrelated bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config-resolution ordering fixes are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same concrete bug in `fixed_cross_entropy`: forwarding supported kwargs (`weight`, `label_smoothing`) to `nn.functional.cross_entropy` in the same file, and they could be merged into one patch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it identifies the heterogeneous cluster correctly, and the only accepted pair (43251/43254) is clearly the same `fixed_cross_entropy` bugfix in the same file with shared issue target 43240. The reject verdicts are conservative and do not overstate mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "4b86a175a9aed221e9838f188577a0486ee7a6fe11f0ff783d407a3b932cfa38", + "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": "Both items are unrelated GitHub Actions dependency upgrade PRs that touch overlapping workflow files, but they target different action families and different motivations. The overlap is too broad to treat them as the same change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the more clearly scoped workflow-tooling upgrade with an explicit compatibility goal (Node 24) and broader action-version updates across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best overall PR candidate since its title and diff most directly describe the cluster\u2019s common theme of GitHub Actions maintenance, while PR 42976 is narrower and centered on docker/build-push-action bumps.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They are both workflow dependency upgrades, but not the same underlying change: 42975 is about updating multiple GitHub Actions for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and a few related workflow actions. Shared files alone are not enough to merge them." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658", + "pull_request:46705" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:42978|pull_request:46705", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:46705", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:46705", + "pull_request:45490|pull_request:46562", + "pull_request:45490|pull_request:46705", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "d6db26ed311018850e33c968451da2f75887b3328c98722593fb8f87d5cc5373", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24698, + "estimated_input_tokens": 6175, + "estimated_eval_tokens": 12606 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24698, + "estimated_input_tokens": 6175, + "estimated_eval_tokens": 12606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster emerged here: most items are separate model-addition PRs, and the distributed-config PR is unrelated. The only close pair is the Step3p7 Flash model PR and its WIP companion, but they are different deliverables rather than the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46562 is the best representative anchor because it is the main library-facing Step3p7 Flash integration with model code, docs, and tests; the nearby WIP PR 46658 is auxiliary conversion/demo work, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "46562 is the strongest standalone PR in the set: it adds a complete model implementation rather than just docs, packaging, or infrastructure.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo. They share only generic transformer registry/docs files, not the same bug or feature." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo2. Shared auto/docs plumbing is too broad to indicate one underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated model additions: ViT NEPA vs CTSM. No shared concrete code path or duplicate fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46705", + "accept": false, + "reason": "ViT NEPA model addition is unrelated to the distributed configuration PR; no common code-path issue." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model ports with different files and functionality; same broad area, but not the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are separate model integrations; shared registry/docs edits are incidental." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo model integration is unrelated to distributed config work." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model additions with no overlapping concrete bug or feature." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo2 model integration is unrelated to distributed config work." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 Flash are different model ports; shared auto-mapping/docs maintenance is too generic to merge as duplicates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46705", + "accept": false, + "reason": "CTSM model integration is unrelated to distributed configuration changes." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Related model family, but not the same underlying change: 46562 is the actual Step3p7 Flash library integration, while 46658 is WIP scripts/mini-model/conversion tooling. They would not cleanly 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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579" + ], + "prepared_review_unit_hash": "34b79026f86d53e07369744341069bb8dba3a5ef2669f3edd2618b1a0b45fe21", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23153, + "estimated_input_tokens": 5789, + "estimated_eval_tokens": 11834 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23153, + "estimated_input_tokens": 5789, + "estimated_eval_tokens": 11834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs only look superficially similar from generic titles or a few overlapping files, but they target different bugs/changes: Whisper decoding/tests, tie_weights backward compatibility, broken model tests, FP8 dequantization, doctest cleanup, generation watermarking validation, CI infra, and typo fixes. No pair looks like the same concrete change, so no duplicate soft edge should be accepted.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster is heterogeneous and does not center on one underlying bug or change, so none of the PRs should be treated as the duplicate target for the others.", + "best_issue_reason": null, + "best_pr_reason": "No globally best PR for deduplication: even the broadest PRs here (e.g. generation/CI/typo cleanup) address distinct problems and do not subsume the rest.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test fix vs unrelated CLIP/ViT test assertions; not the same bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test work is unrelated to FP8 dequantization in model loading/integration code." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decode tests vs generation watermarking validation and broader generation changes; different code paths." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "tie_weights backward-compatibility shim is unrelated to the broad typo cleanup PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Failing CLIP/ViT test edits are not the same as the Phimoe integration test/CI memory-limit fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Generic test assertions in CLIP/ViT do not match the FP8 dequant fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Different areas: model test placeholders vs generation config/watermarking and Whisper generation code." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "CLIP/ViT test edits are unrelated to broad typo/code cleanup across many modules." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization logic and Phimoe integration CI fix are different problems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both touch generation-related code in places, but one is FP8 dequantization and the other is watermarking/config validation; not the same fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "FP8 dequant/model-loading changes are unrelated to typo fixes spread across many files." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest/documentation cleanup is not the same underlying change as code typo fixes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking/Whisper changes do not match the Phimoe integration test and CI environment fix." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Generation watermarking validation is a concrete bug fix; the other PR is broad typo cleanup, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "0d085f643d843ff2e4d9a7edfc184ca90c80574c26f0d22c95d9eb0c1d16f241", + "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": "These three PRs are not duplicate fixes; 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Same \"don't merge\" style, but not the same bug or fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is a packaging/version-bump test PR; 43532 is a workflow and testing-utils diff across several files. They do not fix the same code-path problem and would not plausibly merge as one PR." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "43532 changes CI/comment/self-scheduled/slack workflow logic and test helpers; 46747 only changes the PR security-gate workflow trigger. Related subsystem, but not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "c2c9f8e7a5c6e161b7daf2be99686635f9218b5cab32ca5473ece9299566b04e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate PRs adding different pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share scaffolding and docs patterns, but they target different task names, different pipeline modules, and different model/test coverage, so they should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader and more representative pipeline addition in this pair, with more model/test coverage and a more general visual segmentation focus.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying changes: concept segmentation vs visual segmentation. They share implementation patterns and docs updates, but the pipeline names, target modules, and tested models differ enough that they are not the same PR and would not plausibly be merged into one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "7e4bcab99bd2fcd9fa116cefcfc538532ba6371a019da59de8301e72ec8f4e26", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items touch `src/transformers/trainer.py`, but they fix different problems: one changes gradient-accumulation loss scaling in `training_step`, the other refactors signature-column filtering for custom trainers/PEFT models. They are not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the more concrete bug-fix style change, centered on `training_step` loss scaling behavior, so it is the better representative if this cluster needs a single PR anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the strongest standalone candidate: it fixes a specific training code path with a clear behavioral change and minimal ambiguity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different changes in the same file: GA loss scaling vs. signature-column filtering. Shared file/subsystem is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "391e7a9b0a6fc704872137a509880123e10b6bae999fe3bc07274d2074141fb0", + "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": "Both PRs modify `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they address different runtime annotation/import failure modes. They are related, but not the same underlying bug fix, so they should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more precise fix for the concrete `TypeAdapter` NameError caused by optional `pydantic` availability; it adds a `TYPE_CHECKING` import and quotes the annotation to avoid runtime import issues.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the strongest standalone candidate because it directly targets the missing-`pydantic` `TypeAdapter` NameError with the smallest, most focused change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: both touch `serve.py`, but #43656 appears to fix annotation/runtime typing issues via `from __future__ import annotations`, while #43842 specifically guards `TypeAdapter` when `pydantic` is absent. Different concrete failure modes, so not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": 36, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request: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", + 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"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:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "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": "39debb65b640301ddb8404fdbd54b4e7c2bb75f48be7e46bc79339ce39eaa55f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76941, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of per-model refactors for standardized output tracing, not a single duplicate bug. The only clear duplicate-like edges are within the GPT-J / CodeGen family and the GPT-Neo pair; the rest span different model code paths and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "Latest and broadest representative of the same GPT-J/CodeGen output-tracing refactor family; it covers the concrete shared code path and looks like the most complete iteration.", + "best_issue_reason": null, + "best_pr_reason": "Best overall cluster representative because it is the most complete, latest iteration of the GPT-J/CodeGen output-tracing changes and best captures the common refactor theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same issue target/theme is not enough to make these duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths; both are output-tracing refactors, but not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor family; the GPT-J portion is the same concrete code path and could plausibly be merged into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families/code paths; only the refactor theme overlaps." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and concrete implementation paths; same standardized-output theme is too broad." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and code paths; the shared issue target does not make these the same change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families/code paths; both are standardized-output refactors, but not duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families/code paths; the similarity is only at the refactor-pattern level." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same file/code path and look like duplicate iterations of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families/code paths; too broad to treat as the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families/code paths; one is GPT-Neo and the other is GPT-J/CodeGen." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "Different model families/code paths; they are parallel refactors, not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families/code paths; same refactor style does not make them duplicates." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families/code paths; only the shared output-tracing theme overlaps." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families/code paths; not the same concrete bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "Different model families/code paths; these are separate refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families/code paths; similar cleanup theme only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families/code paths; GPT-Neo vs GPT-J/CodeGen are separate changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "Different model families/code paths; not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "Different model families/code paths; the overlap is only at the refactor level." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families/code paths; not a duplicate despite similar refactor intent." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families/code paths; GPT-Neo and GPT-J are separate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families/code paths; same output-tracing pattern only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families/code paths; not the same concrete bug/change." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families/code paths; these are distinct refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families/code paths; too broad to merge as duplicates." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families/code paths; not the same change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families/code paths; only the standardized-output theme overlaps." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families/code paths; not duplicates." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Different model families/code paths; same refactor pattern, different implementation targets." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families/code paths; not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families/code paths; similar output-tracing cleanup only." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families/code paths; not a duplicate." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "Different model families/code paths; same refactor theme is insufficient." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families/code paths; separate refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "Different model families/code paths; GPT-Neo and GPT2 are separate implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "Different model families/code paths; not the same concrete change." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families/code paths; same refactor pattern only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "Different model families/code paths; not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "Different model families/code paths; not the same underlying bug/change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "Different model families/code paths; too broad to merge as one PR." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families/code paths; not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "Different model families/code paths; separate refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families/code paths; only the refactor style matches." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families/code paths; not the same change." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families/code paths; too broad to treat as duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families/code paths; not the same underlying bug/change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families/code paths; same standardized-output theme only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "Different model families/code paths; not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families/code paths; not the same concrete change." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families/code paths; same output-tracing pattern only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families/code paths; not a duplicate change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model families/code paths; only the refactor theme overlaps." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Different model families/code paths; not the same underlying bug/change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families/code paths; shared issue reference is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families/code paths; same output-tracing program, different concrete targets." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families/code paths; not duplicates." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families/code paths; not the same change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "Different model families/code paths; same refactor style only." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Different model families/code paths; not the same underlying change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats this as mostly per-model standardized-output refactors and only singles out the clearly related GPT-Neo and GPT-J/CodeGen iterations as mergeable. The canonical PR choice is also consistent with the latest/broader GPT-J/CodeGen iteration. Soft-edge verdicts stay conservative overall and do not overclaim duplicates across different model code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request: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": "69d279a1f48554a181bc39a19f3a987854428cc17f2a24553ba2958855c6b466", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "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": "These PRs are all model-specific refactors for standardized output tracing/capture, but they target different architectures and code paths, so they are not duplicates of one another. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate canonical for the cluster; if a representative is needed, 44129 is the most self-contained because it has an explicit issue target and a fuller SpeechT5 tracing refactor, but it is still separate from the other model-specific changes.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest representative artifact for the theme because it is explicit about the traced-output refactor and is tied to an issue, but it should not be treated as duplicative of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different implementation paths; not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing refactors, but MPNet and VisualBert are distinct model code paths with separate changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Shared standardized-tracing cleanup only; MPNet and TextNet are unrelated model implementations, so these are not mergeable as one PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different architectures with different forward/output plumbing; same broad theme, not the same bug or change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert vs SpeechT5 touch different concrete code paths; 44129 also targets issue 43979, but it is not the same change as 44010." + } + ] + }, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "ffe52dcadf91f6fe73b7cc0f287313f27e197fc9a76ba6c1b1ccb9c82d407927", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate model-specific output-tracing refactors across different code paths, not duplicate fixes. I would not merge any soft pair; the closest representative PR is the broader Mamba-family refactor.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative of the cluster because it spans two closely related Mamba-family implementations and has the broadest output-tracing plumbing change among the set.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest standalone exemplar of the shared theme: a substantive refactor of output tracing in a related model family, rather than a tiny single-file tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme only; timm_backbone and UperNet are different model code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures and files; both mention output tracing but not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model families; shared wording does not indicate a single mergeable fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and model families; not the same bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and code paths; only the generic tracing refactor pattern overlaps." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; no shared concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families; similar refactor style only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and behaviors; not the same underlying issue." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Single-model MobileNetV1 change vs encoder-decoder wrapper; unrelated code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different modalities and implementations; no duplicate PR evidence." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated; only a generic refactor theme matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different architectures and output types; not one concrete bug fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and code paths; same output-tracing pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Vision-text dual encoder vs depth models; no shared underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated models; same refactor language is too broad." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; not plausibly one merged PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different subsystems and behaviors; no same code-path problem." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet vs Mamba-family refactor; unrelated underlying changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families; both are tracing refactors but not the same fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba-family state/output plumbing vs CodeGen cache/output refactor; distinct code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and CodeGen are unrelated models; no duplicate bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and APIs; shared refactor label only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and modalities; not the same underlying fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything refactor vs vision-encoder-decoder wrapper refactor; different concrete changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth model vs speech encoder-decoder wrapper; unrelated code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and behavior; same generic output-tracing theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV are unrelated implementations; not one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR target different code paths; no shared concrete bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder wrappers, but they are different modalities and not the same underlying fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Vision encoder-decoder and SuperPoint are unrelated models." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and output handling; no duplicate fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Vision encoder-decoder vs DPR wrapper; different code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated model code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; shared refactor phrasing only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech encoder-decoder wrapper vs DPR encoder wrapper; not the same change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and outputs; no shared concrete fix." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated; only generic output-tracing similarity." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "c4e55f6b8d9d04eaa1d9826b8dae357ad809212b74cb2de77d99a3a636d1baf5", + "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 distinct model-implementation PRs that only overlap on shared Transformers integration scaffolding. PenguinVL adds a vision-language model, while Voxtral TTS adds a text-to-speech model and even targets a specific issue. They are not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate PR pair here; if a representative PR is needed, Voxtral TTS is the better anchor because it is more narrowly scoped and explicitly linked to issue 45027.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the better representative PR overall: it has a concrete issue target, a tighter feature scope, and less ambiguity than the broader PenguinVL model addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: the PRs implement different models with different code paths and artifacts. Shared auto-registration/docs filenames are expected for new model support and do not indicate the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "3b5fd836a48ae219d1310ed84b135cc6d6c33818a939654c6ea1d8316096933c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one changes the PR documentation workflow to convert PRs to draft, while the other tweaks CI routing and includes an unrelated code edit in modeling_utils. They do not appear to fix the same concrete problem or implement the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46845 is the more substantive PR and has clearer implementation content, but it is still not a good canonical duplicate target because it is unrelated to PR 44965.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different changes and code paths: draft-conversion workflow vs CI branch routing plus unrelated model utility 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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "d527c097f174dacb96b85bbde381682994ccd525fff211b34f417bc90fb130a1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about fusion in Transformers, but they address different layers: #44979 introduces a general module-fusion API, while #45363 wires up n-to-1 kernel fusion through KernelConfig and adds an example. Related feature area, not the same duplicate change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the more foundational, general API change; #45363 is a specific integration built on top of that broader fusion machinery.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best representative of the cluster because it defines the core module-fusion API rather than a narrower usage/example of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Do not merge: one PR adds a generic module-fusion API, the other implements a specific n-to-1 kernel fusion path via KernelConfig. They share a theme but not the same concrete code-path problem or a single mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "ed6c0f849524babe819f0db99c561d0bbd113c9f60ccc1ce80093f95cbb00a8c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file. PR 45317 is the more complete version because it includes a test update, while 45086 looks like the earlier, smaller variant of the same fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the clearest canonical PR: same bug fix as 45086, but with added test coverage and a more explicit title describing the failing path.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative of the cluster because it addresses the concrete AttributeError fix and adds regression test coverage, making it the most complete implementation of the shared change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying code-path bug in `_patch_mistral_regex`; identical fix in the same source location, with 45317 extending the earlier patch with tests. These look like duplicate iterations of one change and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-3", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565" + ], + "prepared_review_unit_hash": "17dedfad0f79a6f432cd4cf9959b3c21481f78d52bfac4dd30e92ed2581e28ee", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9485, + "estimated_input_tokens": 2372, + "estimated_eval_tokens": 5000 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9485, + "estimated_input_tokens": 2372, + "estimated_eval_tokens": 5000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by the Nemotron name, but they are not duplicates: one is a narrow conversion-mapping change, one is a larger NemotronH refactor into dense/sparse variants, and one adds a different Nemotron 3.5 ASR model. The cluster is thematically coherent but not the same underlying fix/change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue in the cluster. If a PR must be chosen as the representative artifact, #45569 is the best canonical PR because it is the broadest NemotronH implementation/refactor and is the closest center of the NemotronH-related work.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the strongest representative PR: it is a comprehensive NemotronH change with model code, auto-mappings, docs, and tests. #45115 is a narrower conversion-mapping follow-up, and #46565 is a separate Nemotron 3.5 ASR addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both touch NemotronH, but #45115 is only checkpoint conversion renaming while #45569 is a full architectural split into dense/sparse model variants plus docs/tests. They do not look like the same underlying code change and would not plausibly merge into one PR." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "These are different model families and purposes: #45569 refactors NemotronH, while #46565 adds Nemotron 3.5 ASR streaming with its own model/processor stack. Shared auto-mapping files are too broad to \u0441\u0447\u0438\u0442\u0430\u0442\u044c them the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "9ffd353b086549c46d0e7a7ce075e9fd45eb407a09c868a7111b1986ea259753", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5954, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5954, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related heterogeneous-model PRs, but not duplicates: PR 45333 is the config-only subset, while PR 45332 expands into config plus modeling/runtime support and additional integrations/tests.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader, more complete change set: it includes per-layer config support and the downstream modeling/runtime pieces, plus extra integration and test coverage. If one PR should represent the cluster, this is the superset.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best overall representative because it subsumes the narrower configuration work in 45333 and extends it into the full heterogeneous-model feature path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not the same underlying change: 45333 focuses on per-layer configuration only, while 45332 also changes modeling utilities, cache/masking behavior, model support, and broader tests. They overlap on docs/config, but they are not close enough to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45346-2", + "nodes": [ + "pull_request:45346", + "pull_request:46818" + ], + "soft_pairs": [ + "pull_request:45346|pull_request:46818" + ], + "prepared_review_unit_hash": "8605307ada364836c188457413c71cc52db355d2ee494af7dc85a6b7c90b0a15", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5591, + "estimated_input_tokens": 1398, + "estimated_eval_tokens": 3052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5591, + "estimated_input_tokens": 1398, + "estimated_eval_tokens": 3052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both MoE/router-related, but they fix different bugs: 45346 adds a regression test for router_logits being raw logits in Mixtral/Qwen2-MoE, while 46818 is a broad EP/DeepGEMM and FP8-scale contract fix across many model implementations. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "46818 is the more substantial and representative PR in this cluster: it contains the actual implementation changes across runtime integration and multiple models, whereas 45346 is a narrow test-only regression for a separate softmax bug.", + "best_issue_reason": null, + "best_pr_reason": "46818 is the best single PR to keep as the cluster representative because it addresses the broader concrete code-path issues and includes the main fix, not just a validation test.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45346", + "right": "pull_request:46818", + "accept": false, + "reason": "Both mention router/MoE behavior, but 45346 targets double-softmax in router logits for specific test coverage, while 46818 fixes EP router contract and FP8 scale handling in a much broader, different code path. 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": 22, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "ab98af37ef4e07d8a147711cde615f602083e5cb092c2af74a5641e810bc1aee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs that both touch typing-related code, but they are different changes: one is a broad type-checking sweep across many transformers modules, while the other adds typing aliases/protocols and a narrower set of fixes in core typing-sensitive paths.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader repository-wide typing sweep, so it is the better canonical representative for this cluster\u2019s general type-checking cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the more cohesive and self-contained change, centered on shared typing helpers and a smaller set of code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: they are both typing-focused, but not the same concrete change. 45415 is a broad mypy/type-ignore enablement sweep across many files, while 45425 introduces typing protocols/aliases and targeted fixes in modeling_utils and related utilities. Shared files indicate overlapping hotspots, not a 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": 23, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "f0df96586368c5e700c79ce4732a4c67a2e0a8999a06a8d83d27b3a76aa8e289", + "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 EP-related loading fixes, but they address different failure modes and code paths: 45548 fixes config serialization / `has_ep` for accelerate + DeepSpeed ZeRO-3 loading, while 45662 fixes expert parameters being overwritten during FSDP2-style distributed loading. Not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the more concrete, code-path-specific fix and better represents the cluster\u2019s EP-loading theme; 45548 is a separate config-serialization/loading issue.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest representative because it targets a specific distributed loading bug in `core_model_loading`, with a clearly defined overwrite failure mode.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs: 45548 removes `distributed_config` from serialization and adds `has_ep` for ZeRO-3/accelerate loading, while 45662 prevents expert tensors from being overwritten via rank-0 broadcast during FSDP2/distributed loading. Shared EP context is too broad to treat as 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": 24, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "8a4b9fb20573413a3934f34e16664dbd14c189bcb9f0ff44b4f0b9f05b1bcfbf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4671, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4671, + "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 collision around `captured_info`/patched-testing debug output; PR 45645 appears to be the more complete superset, adding CI log collection changes on top of the core `testing_utils.py` fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it fixes the core xdist-safe output handling and also updates CI to read multiple `captured_info*.txt` files, making it the more complete implementation of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best PR because it covers the underlying bug fix plus the downstream workflow adjustment needed to preserve debug logs under xdist.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist-safe `captured_info` collision fix; 45645 includes the same `testing_utils.py` change and extends it with workflow handling, so these are mergeable as one change set." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "6c4a1d0e52f3b51ef0b1bf580d58da4139feed2b7386d4c3c02b19df498521a5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open PRs: one implements TRF003 tuple-return cleanup in model forward methods, the other implements TRF018 model initialization/linting changes. They do not look like the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative PR is needed, #45720 is the more focused change set; #46259 is a different linter rule affecting model initialization.", + "best_issue_reason": null, + "best_pr_reason": "#45720 is the better cluster representative because it is narrower and more self-contained, while #46259 targets a separate rule and code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different purposes and code paths: TRF003 adds can_return_tuple/return_dict cleanup in forward methods, while TRF018 changes weight initialization logic across models. Shared model files are broad subsystem overlap, 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": 26, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "5c11078519175cea5fabd0f31864af21a44a93842db97073e28c8fc0ef23fe58", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a broad experimental/grafana-oriented PR touching workflows and many model files, while the other is a focused test migration adding DDP/kernel test assets. They do not appear to fix the same code-path problem or be mergeable into one PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46100 is the more concrete and self-contained change: it adds specific DDP/kernel test infrastructure and model tests with a clear migration scope. PR #45932 is broader, experimental, and mixes unrelated workflow-secret and model edits, making it a poor canonical representative.", + "best_issue_reason": null, + "best_pr_reason": "PR #46100 is the best representative of the cluster because it has a defined, coherent purpose and narrower scope; PR #45932 looks like a testing/telemetry experiment rather than a stable duplicate candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying changes: #45932 is a broad grafana/testing PR with workflow secrets and assorted model edits, while #46100 is a focused migration of model/kernel tests and DDP config. They do not target the same bug or code path." + } + ] + }, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "24b698be5f33905647df05271f6e7be8a9b3804653bf6f902a7244738188fbf8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests overlap on a few distributed files, but they are not the same change: one is a focused EP/Trainer integration, while the other is a much broader distributed-branch base spanning FSDP and many unrelated subsystems.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46126 is the more specific, coherent change set: EP routing / tensor-parallel hooks plus trainer integration, with a tight scope and clear purpose.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46126 is the best representative of the cluster because it targets a concrete EP-related code path and is plausibly mergeable as a single PR; pull_request:46269 is too broad and looks like a branch base rather than the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames alone are not enough; 46126 is a focused EP+Trainer feature, while 46269 is a wide distributed branch base touching many unrelated areas, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "18631532400eb3732c8dac697d289740e00b4e85693fe18ae5dbb64f9db667c9", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25925, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25925, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The items are mostly unrelated workflow-maintenance PRs. The only tight thematic grouping is the pr-ci-security-gate.yml updates, but they look like separate hardening tweaks rather than the same concrete fix; no soft edge is strong enough to merge as duplicates under a strict standard.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the best representative of the only coherent subcluster because it makes the most concrete functional change to the security-gate workflow (adding checkout/diff-based checks). The other PRs in that area are either ancillary permissions/secret tweaks or comment-only updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the most suitable global representative: it has the clearest substantive behavior change and is the most central of the security-gate workflow updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different behaviors: stdin piping for a comment-driven CI helper vs a commit-message grep in CI image builds." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflow areas: self-comment CI scripting vs PR security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow changes; one is comment handling, the other is PR CI security-gate permissions/approval behavior." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated PRs; one updates comment parsing, the other is a security-gate workflow note/change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and code paths; no shared concrete fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and concerns: SSH runner hardening vs anti-slop permissions placement." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different files and behavior; memory monitor fetch/security vs reviewer assignment checkout ref." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows; memory-monitor/SSH hardening vs benchmark trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflows and fixes; SSH runner hardening vs PR security-gate behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow changes; no same underlying bug or patch." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow targets and changes; anti-slop permissions vs assign-reviewers checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different CI workflows with distinct behavior changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Unrelated workflow updates; permissions handling vs build-ci-image message parsing." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and code paths; not the same concrete fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Unrelated workflow changes: reviewer assignment vs benchmark dispatch logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different files and behavior; no duplicate fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow areas; reviewer assignment checkout ref vs PR security gate." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark trigger logic vs build-ci-image commit-message parsing are separate changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated fixes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different CI workflows and different code paths." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes; no shared concrete patch." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Related security-hardening theme, but these are distinct changes to the same file (file-change checks vs permissions/approval gating) and not the same concrete fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "46563 is comment/documentation-only and does not implement the same functional change as 46554." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Both touch PR CI security-gate behavior, but they address different concrete concerns (file-change inspection vs secret inheritance), so they are not duplicates." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Distinct changes: permissions/approval gating vs comments about safe workflow reuse." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but different security tweaks; not the same underlying change." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only reusable-workflow note vs actual secrets-setting change; not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "b46dc3f7889fca915c91a8348c542af41794452705b3116ab73c922a1439da94", + "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": "Two PRs share a general theme of replacing file-open source inspection with safer source access, but they fix different code paths in different modules and are not duplicates of the same concrete change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the more self-contained source-inspection fix: it updates the specific _can_set_*_implementation path in modeling_utils and adds tests, making it a clearer representative of the cluster\u2019s theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest standalone change for triage because it has a narrowly defined behavior fix, explicit helper logic replacement, and test coverage; 46152 is a separate fix in import_utils rather than the same bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid open()-based source access, but they touch different modules, different helpers, and different runtime behaviors; they do not appear to fix the same underlying bug or belong in one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 32, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "f854fa0564d9fdbe8de7953ad18a88e965b3ae76dc79df7ee1e622abc1ec5acc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "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 address the same off-by-one bug in Moonshine streaming\u2019s right sliding-window boundary (`-dist <= right_window_size` vs `<`). The second PR is a superset because it includes the same Moonshine fix plus a Gemma4 fix and tests, so the pair is a valid duplicate/near-duplicate match on the Moonshine bug.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR: it contains the same Moonshine streaming boundary fix as 46310, adds tests, and is the more complete change set, even though it also includes an extra Gemma4 adjustment.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the best representative because it covers the same concrete Moonshine bug with the added validation, while 46310 is the narrower earlier patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same underlying Moonshine streaming right-window boundary bug and identical fix in the shared files; the extra Gemma4 edit in 46546 does not change that the Moonshine change is the same code-path issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "3523a9e05fbe3fed57534f73946c02a9663c3736ca01b3e1fcc8b64d77065856", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The pair is not a duplicate cluster: one PR adds multimodal support to continuous batching, while the other adds an unrelated HunYuan VL model implementation, docs, and tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:46417 is the most self-contained representative artifact: it introduces a single model with supporting docs/tests, whereas 46376 is a separate infrastructure feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes and code paths: continuous-batching multimodal support versus a new HunYuan VL model integration. They 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": 34, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "6c694e6975de31e04ba9f2c63cc9d7c5ae2a4567d1a8eb1aced6a3ad3220ea60", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one fixes CodeLlama decode-time stripping of real leading spaces, while the other fixes DeepSeek-Coder/LLM checkpoints loading as the wrong tokenizer class via auto-tokenizer selection.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 46574 is a targeted tokenizer decode bug fix, while 46580 is a separate auto-tokenizer routing fix for different checkpoints.", + "best_issue_reason": null, + "best_pr_reason": "PR 46574 is the cleaner representative if one must be chosen: it addresses one concrete code path with a precise regression and localized fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and code paths: CodeLlama decoder placement/leading-space stripping vs. auto-tokenizer class selection for DeepSeek checkpoints." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "6908220d50a6a92afa0ad6bce1dab755e685e5a72f338ae36edae595867e862f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related by the Mistral tokenizer area, but they are not the same change: PR 46603 is a package refactor moving `MistralConverter`, while PR 46604 adds tekken tokenizer detection, conversion, and save utilities. They should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46604 is the more substantial, user-facing Mistral tokenizer change; PR 46603 is mainly an extraction/refactor of the converter into the integrations package.", + "best_issue_reason": null, + "best_pr_reason": "PR 46604 best represents the cluster because it introduces the concrete new tokenizer behavior, whereas PR 46603 is infrastructure cleanup around the same subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Reject: they touch overlapping Mistral tokenizer files but address different code-paths\u2014one relocates the slow converter, the other adds tekken detection/conversion/save support. 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": 36, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46741-4", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781", + "pull_request:46831" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46781", + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46831" + ], + "prepared_review_unit_hash": "10aa40f72279dd800c6366c91de8553198f9eb9c0ccfc440362a1e9885b9cd8a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 10052, + "estimated_input_tokens": 2513, + "estimated_eval_tokens": 5282 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 10052, + "estimated_input_tokens": 2513, + "estimated_eval_tokens": 5282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all in model/runtime internals and all mention cache or linear-attention behavior, but they fix different bugs in different code paths: speculative decoding in Zamba2/Nemotron-H, padding-mask application for batch size 1, QuantizedCache layer selection for hybrid models, and CPU-offload hook handling for Qwen3.5/Next. I do not see duplicate relationships here.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46773 is the clearest representative fix: it addresses a single concrete logic bug, has a broad but well-defined impact across several linear-attention models, and the patch is narrowly scoped.", + "best_issue_reason": null, + "best_pr_reason": "PR 46773 is the strongest standalone candidate because it fixes one specific defect with an obvious reproduction condition and a focused code change, making it the most canonical-looking among the four.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "Different problems: 46741 is about Mamba2-style chunked-prefill/speculative decoding state handling in Zamba2/Nemotron-H, while 46781 changes QuantizedCache construction for hybrid SSM+attention models. They do not target the same code path or bug." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "Different bugs and symptoms: 46741 fixes single-step cached decode behavior, while 46773 fixes padding-mask application when batch size is 1. Same broad model family, but not the same underlying defect." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46831", + "accept": false, + "reason": "46741 is about cached decoding in Mamba-like mixers, whereas 46831 fixes CPU-offload generation corruption by calling the conv1d hook before forward. These are separate runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260623T180016Z/analysis-runs/hybrid-model-20260623t180016z/manifest.json b/snapshots/20260623T180016Z/analysis-runs/hybrid-model-20260623t180016z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..689976fae97e093d5b727e64a99dc3b204b071a8 --- /dev/null +++ b/snapshots/20260623T180016Z/analysis-runs/hybrid-model-20260623t180016z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260623t180016z", + "artifacts": { + "hybrid": "snapshots/20260623T180016Z/analysis-runs/hybrid-model-20260623t180016z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260623T180016Z/analysis-runs/hybrid-model-20260623t180016z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-23T18:12:20Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260623T180016Z", + "variant": "hybrid" +} diff --git a/snapshots/20260623T180016Z/manifest.json b/snapshots/20260623T180016Z/manifest.json index 5ac3179c3e69c3a9e0ffdffa2bf3a5d7e17ecbb2..70f5ffd4dad8082d1ad06040d40904421c1d2037 100644 --- a/snapshots/20260623T180016Z/manifest.json +++ b/snapshots/20260623T180016Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1834 }, "extracted_at": "2026-06-23T18:00:16Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260623t180016z", + "runs": { + "hybrid-model-20260623t180016z": { + "analysis_id": "hybrid-model-20260623t180016z", + "artifacts": { + "hybrid": "snapshots/20260623T180016Z/analysis-runs/hybrid-model-20260623t180016z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260623T180016Z/analysis-runs/hybrid-model-20260623t180016z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260623T180016Z/analysis-runs/hybrid-model-20260623t180016z/manifest.json", + "model": null, + "published_at": "2026-06-23T18:12:20Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260623T180016Z", "watermark": {