Jason Wiener
06/10/2024, 10:30 PMMarvin
06/10/2024, 10:31 PMt2.medium
instance type is a general-purpose instance, but it may not be suitable for workloads that require more CPU or memory.
- Consider using ECS capacity providers to leverage a mix of instance types, including spot instances, or ASGs (Auto Scaling Groups) to handle variable workloads efficiently.
- Refer to PR #5411 on PrefectHQ GitHub which enables the use of capacity providers in ECS Agent and ECSRun, supporting Fargate Spot and ASG's.
2. Adjusting Worker Types:
- Review the ECS Worker Configuration and Setup Guide for detailed instructions on configuring a worker suitable for your needs.
- Using EC2 for the ECS cluster can significantly reduce setup time compared to Fargate, which might be beneficial if setup times are contributing to resource constraints.
3. Scaling Your Cluster:
- Make sure you have set up appropriate auto-scaling policies in your ECS cluster to add instances dynamically based on CPU and memory utilization.
- VPC configuration is crucial when using EC2 to ensure efficient allocation of network resources.
For more detailed guidance, refer to the following links found in the Prefect documentation:
- Prefect AWS ECS Worker Guide
- Prefect AWS ECS Guide
Optimizing your ECS setup with an appropriate mix of instance types and leveraging capacity providers will help mitigate the resource issues you are experiencing.