{"slug":"openlair-ray-data","source_name":"openlair/ray-data","name":"Openlair/Ray Data","description":"Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch, TensorFlow. Scales from single machine to 100s of nodes. Use for batch inference, data preprocessing, multi-modal data loading, or distributed ETL pipelines.","version":1,"lift":{"pass_rate_delta_pts":4.55,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":112.7,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-06T16:35:11.185262+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":4.55,"with_pass_pct":100,"without_pass_pct":95.5,"tokens_delta_pct":112.7,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-06T16:35:11.185262+00:00","run_id":"266083cf-b9dd-492f-ae97-ceaeec77eae3","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"ed07744db9a86b833d5ac0436b3087ee0b1bd8267cad18fad61d2967bb868578","raw_url":"https://app.decimal.ai/s/openlair-ray-data/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/openlair-ray-data"}