TruffleOil
03/11/2024, 8:21 AMScout
03/11/2024, 8:21 AMdbt_assets
decorator provided by the dagster-dbt
integration. This decorator allows you to load dbt models from a dbt project into Dagster as assets. Each dbt model will be represented as a Dagster asset, and you can reference these assets in your Dagster code. Here's an example of how you might use dbt_assets
to load dbt models as Dagster assets: python from dagster_dbt import dbt_assets # Assuming you have a dbt project with models you want to load as assets dbt_assets = dbt_assets( project_dir="path/to/your/dbt/project", profiles_dir="path/to/your/dbt/profiles", # other optional parameters... )
Once you have loaded your dbt models as Dagster assets using dbt_assets
, you can reference these assets in your Dagster code by their asset keys. The asset key for a dbt model is, by default, the name of the model. For more detailed information on how to use dbt_assets
and customize your dbt assets using DagsterDbtTranslator
, you can refer to the Dagster documentation, specifically the API docs for dagster-dbt
and the reference on understanding asset definition attributes: - API docs for `dagster-dbt`: https://docs.dagster.io/_apidocs/libraries/dagster-dbt#dagster_dbt.dbt_assets - Reference for understanding asset definition attributes: https://docs.dagster.io/integrations/dbt/reference#understanding-asset-definition-attributes These resources will provide you with examples and guidance on how to define and reference dbt assets within your Dagster projects.TruffleOil
03/11/2024, 8:29 AMScout
03/11/2024, 8:29 AMdbt_assets
and a custom DagsterDbtTranslator
, you can use the get_asset_key_for_model
utility function provided by dagster-dbt
. This function allows you to retrieve the corresponding Dagster asset key for a specific dbt model. Here's an example of how you might use get_asset_key_for_model
to reference a single dbt asset: python from dagster import asset from dagster_dbt import dbt_assets, get_asset_key_for_model @dbt_assets(manifest=...) def all_dbt_assets(): ... # Reference a specific dbt asset by its model name @asset(deps={get_asset_key_for_model(all_dbt_assets, "your_model_name")}) def my_specific_asset(): # Your asset logic here ...
In this example, all_dbt_assets
is a function decorated with @dbt_assets
that loads all dbt models as Dagster assets. The get_asset_key_for_model
function is then used to get the asset key for the specific dbt model named "your_model_name"
. This asset key is used to define a dependency for the my_specific_asset
Dagster asset. For more information on how to use get_asset_key_for_model
and other related utility functions, you can refer to the Dagster documentation for the dagster-dbt
integration: - API docs for `dagster-dbt`: https://docs.dagster.io/_apidocs/libraries/dagster-dbt This documentation will provide you with examples and guidance on how to reference specific dbt assets within your Dagster projects.