dan
12/26/2023, 4:47 PMprefect.deploy
I am bounded to only one work-pool. Is there a way to deploy multiple flows with different work-pools but same image (also same python req.txt).Marvin
12/26/2023, 4:47 PM2-latest
image of Prefect, but you can specify another image at work pool creation. Additionally, the choice of the work pool image can be overridden in individual deployments.
To deploy multiple flows with different work pools using the same Docker image, Prefect supports multiple deployment declarations within the prefect.yaml
file. This method allows you to configure all deployments to be version controlled and deployed with a single command. You can specify different work pool names for each deployment, while reusing the same Docker image.
An example of how you would specify deployments in the prefect.yaml
file with the same image but different work pools might look like this:
yaml
deployments:
- name: deployment-1
image: my-registry/my-image:dev
work_pool_name: my-work-pool-1
# flow settings, tags, etc.
- name: deployment-2
image: my-registry/my-image:dev
work_pool_name: my-work-pool-2
# flow settings, tags, etc.
In this example, deployment-1
and deployment-2
can use the same Docker image my-registry/my-image:dev
, but they will be directed to different work pools, my-work-pool-1
and my-work-pool-2
, respectively. Each deployment declaration must have a unique name
field, and you can pass the necessary settings for each flow, such as the flow's location, parameters, schedules, and so on.
When executing the prefect deploy
command, Prefect takes the information from the prefect.yaml
file and creates deployments according to the specified configurations. Therefore, you can manage different deployment scenarios, including different work pools, while maintaining the same Docker image for consistency across your flows.