{"slug":"huggingface-accelerate","source_name":"huggingface-accelerate","name":"HuggingFace Accelerate API idiom","description":"Use when adapting PyTorch training or evaluation code for distributed/multi-GPU, TPU, or mixed-precision runs with HuggingFace Accelerate: emit the current API idiom (Accelerator/prepare/backward, the mixed_precision kwarg, accumulate, gather_for_metrics, save_state, accelerate launch) — the exact calls cheaper models emit in wrong or outdated forms.","version":1,"lift":{"pass_rate_delta_pts":0,"pass_rate_pct":16.7,"total_cases":24,"passed_cases":4,"tokens_delta_pct":157.4,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-07-29T19:27:45.569456+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":0,"with_pass_pct":50,"without_pass_pct":50,"tokens_delta_pct":157.4,"turns_delta_pct":0,"total_cases":24,"cases_aggregated":24,"verdict":"mixed","never_hurt":false,"completed_at":"2026-07-29T19:27:45.569456+00:00","run_id":"df495f6d-d92f-4ada-862b-7774cb34e52b","version_number":1,"is_latest_version":true,"gate":null},{"model":"gemini-3.5-flash","headline":false,"delta_pts":null,"with_pass_pct":null,"without_pass_pct":null,"tokens_delta_pct":905.9,"turns_delta_pct":0,"total_cases":24,"cases_aggregated":24,"verdict":"mixed","never_hurt":true,"completed_at":"2026-07-09T09:33:49.403169+00:00","run_id":"bbfac0c6-ef23-43ef-b654-5ffd91ad5c32","version_number":1,"is_latest_version":true,"gate":"not_comparable"}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":null,"install_count":0,"manifest_hash":"2100ab9bdebc14cf20d302c9408e07e810b1afbcd335838e8a8e4c1335bad44d","raw_url":"https://app.decimal.ai/s/huggingface-accelerate/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/huggingface-accelerate"}