<@ULVA73B9P> How to run prefect push pool on ec2 a...
# ask-marvin
a
@Marvin How to run prefect push pool on ec2 auto-scaling group?
m
Here's a step-by-step process for running Prefect push pools on an EC2 auto-scaling group: 1. Set Up AWS Resources: - Create an ECS cluster exclusively for your Prefect worker. - Configure an auto-scaling group (ASG) for your EC2 instances. This ASG must be precisely configured, especially if you're using GPU instances. Refer to this AWS documentation for specifics on GPU configurations. 2. Create Task Definitions: - Register ECS task definitions using the AWS CLI:
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aws ecs register-task-definition --cli-input-json <file://task-definition.json>
3. Create ECS Service: - Create an ECS service to manage your Prefect worker, ensuring it uses your specific ASG as a capacity provider:
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aws ecs create-service \
     --service-name prefect-worker-service \
     --cluster <ecs-cluster> \
     --task-definition <task-definition-arn> \
     --desired-count 1 \
     --network-configuration "awsvpcConfiguration={subnets=[<subnet-ids>],securityGroups=[<security-group-ids>],assignPublicIp='ENABLED'}"
4. Set Up Prefect Push Work Pool: - Navigate to the work pools page and create a new push work pool with your AWS configuration. 5. Configure Deployment: - Ensure your deployment is configured to use your new push work pool in your deployment file:
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work_pool:
       name: my-push-pool
6. Auto-Scaling Configuration: - Ensure that your capacity provider strategy is set correctly. Do not set a launch type to allow the auto-scaling features to function correctly. For more detailed guidance, refer to the following resources: - AWS ECS Integration Guide - Push Work Pools Guide - GitHub Issue on ECS Push Pools These resources should help you get your setup correctly configured and running smoothly on your EC2 auto-scaling group.