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.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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