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[dagster-airbyte] Implement airbyte_assets and build_airbyte_assets_d…
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python_modules/libraries/dagster-airbyte/dagster_airbyte/asset_decorator.py
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from typing import Any, Callable, Optional | ||
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from dagster import AssetsDefinition, multi_asset | ||
from dagster._annotations import experimental | ||
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from dagster_airbyte.resources import AirbyteCloudResource | ||
from dagster_airbyte.translator import AirbyteMetadataSet, DagsterAirbyteTranslator | ||
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@experimental | ||
def airbyte_assets( | ||
*, | ||
connection_id: str, | ||
workspace: AirbyteCloudResource, | ||
name: Optional[str] = None, | ||
group_name: Optional[str] = None, | ||
dagster_airbyte_translator: Optional[DagsterAirbyteTranslator] = None, | ||
) -> Callable[[Callable[..., Any]], AssetsDefinition]: | ||
"""Create a definition for how to sync the tables of a given Airbyte connection. | ||
Args: | ||
connection_id (str): The Airbyte Connection ID. | ||
workspace (AirbyteCloudWorkspace): The Airbyte workspace to fetch assets from. | ||
name (Optional[str], optional): The name of the op. | ||
group_name (Optional[str], optional): The name of the asset group. | ||
dagster_airbyte_translator (Optional[DagsterAirbyteTranslator], optional): The translator to use | ||
to convert Airbyte content into :py:class:`dagster.AssetSpec`. | ||
Defaults to :py:class:`DagsterAirbyteTranslator`. | ||
Examples: | ||
Sync the tables of an Airbyte connection: | ||
.. code-block:: python | ||
from dagster_airbyte import AirbyteCloudWorkspace, airbyte_assets | ||
import dagster as dg | ||
airbyte_workspace = AirbyteCloudWorkspace( | ||
workspace_id=dg.EnvVar("AIRBYTE_CLOUD_WORKSPACE_ID"), | ||
client_id=dg.EnvVar("AIRBYTE_CLOUD_CLIENT_ID"), | ||
client_secret=dg.EnvVar("AIRBYTE_CLOUD_CLIENT_SECRET"), | ||
) | ||
@airbyte_assets( | ||
connection_id="airbyte_connection_id", | ||
name="airbyte_connection_id", | ||
group_name="airbyte_connection_id", | ||
workspace=airbyte_workspace, | ||
) | ||
def airbyte_connection_assets(context: dg.AssetExecutionContext, airbyte: AirbyteCloudWorkspace): | ||
yield from airbyte.sync_and_poll(context=context) | ||
defs = dg.Definitions( | ||
assets=[airbyte_connection_assets], | ||
resources={"airbyte": airbyte_workspace}, | ||
) | ||
Sync the tables of an Airbyte connection with a custom translator: | ||
.. code-block:: python | ||
from dagster_airbyte import ( | ||
DagsterAirbyteTranslator, | ||
AirbyteConnectionTableProps, | ||
AirbyteCloudWorkspace, | ||
airbyte_assets | ||
) | ||
import dagster as dg | ||
class CustomDagsterAirbyteTranslator(DagsterAirbyteTranslator): | ||
def get_asset_spec(self, props: AirbyteConnectionTableProps) -> dg.AssetSpec: | ||
default_spec = super().get_asset_spec(props) | ||
return default_spec.replace_attributes( | ||
key=asset_spec.key.with_prefix("my_prefix"), | ||
) | ||
airbyte_workspace = AirbyteCloudWorkspace( | ||
workspace_id=dg.EnvVar("AIRBYTE_CLOUD_WORKSPACE_ID"), | ||
client_id=dg.EnvVar("AIRBYTE_CLOUD_CLIENT_ID"), | ||
client_secret=dg.EnvVar("AIRBYTE_CLOUD_CLIENT_SECRET"), | ||
) | ||
@airbyte_assets( | ||
connection_id="airbyte_connection_id", | ||
name="airbyte_connection_id", | ||
group_name="airbyte_connection_id", | ||
workspace=airbyte_workspace, | ||
dagster_airbyte_translator=CustomDagsterAirbyteTranslator() | ||
) | ||
def airbyte_connection_assets(context: dg.AssetExecutionContext, airbyte: AirbyteCloudWorkspace): | ||
yield from airbyte.sync_and_poll(context=context) | ||
defs = dg.Definitions( | ||
assets=[airbyte_connection_assets], | ||
resources={"airbyte": airbyte_workspace}, | ||
) | ||
""" | ||
return multi_asset( | ||
name=name, | ||
group_name=group_name, | ||
can_subset=False, | ||
specs=[ | ||
spec | ||
for spec in workspace.load_asset_specs( | ||
dagster_airbyte_translator=dagster_airbyte_translator or DagsterAirbyteTranslator() | ||
) | ||
if AirbyteMetadataSet.extract(spec.metadata).connection_id == connection_id | ||
], | ||
) |