Simon Ammer
03/11/2024, 1:21 PMScout
03/11/2024, 1:21 PMdagster.yaml
: In your dagster.yaml
file, you can specify different configurations for resources based on environment variables. For example, you can use an EnvVar
to populate a string config field on a resource, and the value of the environment variable will be evaluated when a run is launched.
4. Separate Configuration Files: If you prefer not to use environment variables, you can maintain separate configuration files for local and AWS environments. You would then load the appropriate configuration file based on where you are running Dagster.
5. Set DAGSTER_HOME
: Ensure that the DAGSTER_HOME
environment variable is set correctly in each environment. This variable determines where Dagster looks for the dagster.yaml
file.
6. Use the Resource in Assets: When defining your assets, use the resources by referencing them in the asset definitions. Dagster will inject the appropriate resource instance based on the configuration loaded at runtime.
Here's an example of how you might define a resource that uses environment variables for configuration:
python
from dagster import resource, Field, String
@resource({
"env": Field(String, is_required=False, default_value="local")
})
def my_resource(init_context):
env = init_context.resource_config["env"]
if env == "local":
# Configure resource for local environment
return LocalResource()
elif env == "aws":
# Configure resource for AWS environment
return AWSResource()
else:
raise Exception(f"Unknown environment: {env}")
In your dagster.yaml
, you can then set the env
field based on an environment variable:
yaml
resources:
my_resource:
config:
env: ${MY_ENVIRONMENT}
And in your assets, you would use the `my_resource`:
```python
from dagster import asset
@asset(required_resource_keys={"my_resourScout
03/11/2024, 1:22 PMMY_ENVIRONMENT
environment variable to either "local" or "aws" depending on where you are running Dagster. Please note that the exact implementation details may vary based on your specific use case and the version of Dagster you are using. Always refer to the latest Dagster documentation for the most accurate and up-to-date guidance.