Tom Jordahl
11/25/2024, 4:29 PMMarvin
11/25/2024, 4:30 PMprefect.yaml
file. This technique allows you to reuse parts of configurations like work pool, schedule, and build configuration across multiple deployments. Here's how you can do it:
1. Definitions Section: You can add a definitions
section in your prefect.yaml
file to store aliases. This is done at the same level as the deployments
section.
2. YAML Aliases: Use YAML alias syntax to reference these common configurations. By using *{alias_name}
to alias elsewhere and <<: *{alias_name}
to inherit and override specific fields, you can effectively share configurations among deployments.
For example:
yaml
definitions:
work_pool_config: &work_pool
some_common_setting: value
schedule_config: &schedule
cron: "0 0 * * *"
deployments:
deployment-1:
<<: *work_pool
<<: *schedule
# Additional or overridden settings specific to deployment-1
deployment-2:
<<: *work_pool
# Overrides a field specifically for deployment-2
dockerfile: custom.Dockerfile
In this setup, deployment-1
and deployment-2
share the same work pool configuration, while deployment-1
and deployment-3
might share the same schedule configuration. This allows for reduced repetition and streamlined configuration management.
For more details, you can check the Prefect documentation here.Tom Jordahl
11/25/2024, 4:32 PMMarvin
11/25/2024, 4:32 PMdefinitions
Section: Add the common set of tags under a definitions
section in your prefect.yaml
file.
2. Reference the Tags in Deployments: Use the aliasing syntax to include these tags in each deployment.
Here's an example:
yaml
definitions:
common_tags: &common_tags
- tag1
- tag2
- tag3
deployments:
deployment-1:
tags: *common_tags
# Other configurations specific to deployment-1
deployment-2:
tags: *common_tags
# Other configurations specific to deployment-2
deployment-3:
tags:
- <<: *common_tags
- additional_specific_tag
# Other configurations specific to deployment-3
In this setup, deployment-1
and deployment-2
will have the same set of tags defined in common_tags
. deployment-3
will have the common tags plus an additional specific tag.
For more about configuring deployments with Prefect, you can check their documentation here.Tom Jordahl
11/25/2024, 4:38 PMMarvin
11/25/2024, 4:38 PMdefinitions
section of your prefect.yaml
, set the path you want as the default.
2. Reference the Default Path: Use the aliasing functionality to include this path in each deployment.
Here's how you might structure it:
yaml
definitions:
default_path: &default_path "/your/default/path"
deployments:
deployment-1:
path: *default_path
# Other configurations specific to deployment-1
deployment-2:
path: *default_path
# Other configurations specific to deployment-2
deployment-3:
path: *default_path
# With possible adjustment specific to this deployment
special_setting: true
In this setup, each deployment will inherit the default path, reducing redundancy and promoting consistency across deployments. If a specific deployment needs a different path, you can override it in that deployment's section.
For more information on managing deployments in Prefect, you can refer to their documentation.