Jobs
Run discrete workloads in production such as batch inference, bulk embeddings generation, or model fine-tuning.
Anyscale Jobs allow you to submit applications developed on workspaces to a standalone Ray cluster for execution. Built for production and designed to fit into your CI/CD pipeline, jobs ensure scalable and reliable performance.
How does it work?
When you’re ready to promote an app to production, submit a job from the workspace using anyscale job submit. Anyscale Jobs have the following features:
- Scalability: Rapid scaling to thousands of cloud instances, adjusting computing resources to match application demand.
- Fault tolerance: Retries for failures and automatic rescheduling to an alternative cluster for unexpected failures like running out of memory.
- Monitoring and observability: Persistent dashboards that allow you to observe tasks in real time and email alerts upon successful job completion.
Get started
- Sign in or sign up for an account.
- Select the Intro to Jobs example.
- Select Launch.
- This example runs in a Workspace. See Workspaces for background information.
- Follow the notebook or view it in the docs.
- Terminate the Workspace when you're done.
