Ray Data Job Development

Help developers build, test, deploy, and debug Ray Data jobs at SRP. Ray Data is designed for large-scale ML workloads with distributed CPU/GPU coordination.

When to Use This Skill

Use this skill when:

• Writing new Ray Data jobs for batch inference, data preprocessing, or ETL
• Testing Ray Data code locally or on GPU clusters
• Deploying jobs to production RayCluster
• Debugging performance issues or failures
• Setting up scheduled jobs in Airflow

Development Workflow

1. Local Development on A10

Environment Setup: