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.Bring your towel and join one of the fastest growing data communities. Welcome to our second-generation open source orchestration platform, a completely rethought approach to dataflow automation.
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