2/12/25, 9:48 AM Jobs | Anyscale Docs
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 successf
ul job completion.
Get started
1. Sign in or sign up for an account.
2. Select the Intro to Jobs example.
3. Select Launch.
This example runs in a Workspace. See Workspaces for background information.
4. Follow the notebook or view it in the docs.
5. Terminate the Workspace when you're done.
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2/12/25, 9:48 AM Jobs | Anyscale Docs
https://docs.anyscale.com/platform/jobs/ 2/2