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05/06/2024, 1:22 PMMarvin
05/06/2024, 1:23 PMbenorbital
05/06/2024, 1:49 PMworker can be configured to use an existing task definition by setting the task definition arn variable or by providing a "taskDefinition" in the task run request. When a task definition is provided, the worker will never create a new task definition which may result in variables that are templated into the task definition payload being ignored.I believe this is the source of the issue. In the prefect UI, I can see that my work pool has a
Task Definition Arn
set. How do I unset this and also how do I specify task definitions in a way that allows me to override job variables (e.g. docker image) in a deployment?Marvin
05/06/2024, 1:50 PMTask Definition Arn
in your ECS Worker configuration. This typically involves editing the worker's configuration and removing the ARN value. For specifics on how to update your ECS Worker's configuration in Prefect Cloud, you may need to consult the Prefect Cloud UI and documentation directly, as the procedure might differ depending on the version and the interface.
After unsetting the Task Definition Arn
, you should be able to specify the task definitions in your deployment YAML file to allow overrides like the Docker image version in a Prefect deployment. You can use the job_variables
property within your deployment definition in the prefect.yaml
file to provide environment variables such as EXECUTION_ENVIRONMENT
and other configuration information.
Here are the steps to override job variables:
1. Create or update the prefect.yaml
file with your deployment definition.
2. Include a job_variables
section where you can define environment variables and other settings that you want your ECS tasks to use.
yaml
deployments:
- name: demo-deployment
entrypoint: demo_project/demo_flow.py:some_work
work_pool:
name: local
job_variables:
env:
EXECUTION_ENVIRONMENT: staging
MY_NOT_SO_SECRET_CONFIG: plumbus
schedule: null
...
3. Deploy your updated configuration using the Prefect CLI with the command: prefect deploy -n demo-deployment
.
Relevant documentations:
- For understanding the warning and ECS Worker Task Definitions, you can view the documentation.
- To learn more about overriding job variables, refer to the Prefect Deployment Guide.
- For a broader understanding of ECS in Prefect terms, read through the ECS Guide.
Please remember to review and test any configuration changes in a development environment before applying them to production to ensure they work as intended.