Monitoring and Debugging

Monitoring and Debugging#

While you’re developing out workloads, Ray offers logs and an observability dashboard that you can use to monitor and debug. The dashboard includes a lot of different components such as:

  • memory, utilization, etc., of the tasks running in the cluster

  • views to see all running tasks, utilization across instance types, autoscaling, etc.

🔥 While OSS Ray comes with an extensive observability suite, Anyscale takes it many steps further to make it easier and faster to monitor and debug workloads.

  • Ray workload specific dashboard, like Data, Train, etc., that can breakdown the tasks