Source code for airflow.providers.snowflake.operators.snowpark

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from __future__ import annotations

from typing import Any, Callable, Collection, Mapping, Sequence

from airflow.operators.python import PythonOperator, get_current_context
from airflow.providers.snowflake.hooks.snowflake import SnowflakeHook
from airflow.providers.snowflake.utils.snowpark import inject_session_into_op_kwargs


[docs]class SnowparkOperator(PythonOperator): """ Executes a Python function with Snowpark Python code. .. seealso:: For more information on how to use this operator, take a look at the guide: :ref:`howto/operator:SnowparkOperator` :param snowflake_conn_id: Reference to :ref:`Snowflake connection id<howto/connection:snowflake>` :param python_callable: A reference to an object that is callable :param op_args: a list of positional arguments that will get unpacked when calling your callable :param op_kwargs: a dictionary of keyword arguments that will get unpacked in your function :param templates_dict: a dictionary where the values are templates that will get templated by the Airflow engine sometime between ``__init__`` and ``execute`` takes place and are made available in your callable's context after the template has been applied. (templated) :param templates_exts: a list of file extensions to resolve while processing templated fields, for examples ``['.sql', '.hql']`` :param show_return_value_in_logs: a bool value whether to show return_value logs. Defaults to True, which allows return value log output. It can be set to False to prevent log output of return value when you return huge data such as transmission a large amount of XCom to TaskAPI. :param warehouse: name of warehouse (will overwrite any warehouse defined in the connection's extra JSON) :param database: name of database (will overwrite database defined in connection) :param schema: name of schema (will overwrite schema defined in connection) :param role: name of role (will overwrite any role defined in connection's extra JSON) :param authenticator: authenticator for Snowflake. 'snowflake' (default) to use the internal Snowflake authenticator 'externalbrowser' to authenticate using your web browser and Okta, ADFS or any other SAML 2.0-compliant identify provider (IdP) that has been defined for your account 'https://<your_okta_account_name>.okta.com' to authenticate through native Okta. :param session_parameters: You can set session-level parameters at the time you connect to Snowflake """ def __init__( self, *, snowflake_conn_id: str = "snowflake_default", python_callable: Callable, op_args: Collection[Any] | None = None, op_kwargs: Mapping[str, Any] | None = None, templates_dict: dict[str, Any] | None = None, templates_exts: Sequence[str] | None = None, show_return_value_in_logs: bool = True, warehouse: str | None = None, database: str | None = None, schema: str | None = None, role: str | None = None, authenticator: str | None = None, session_parameters: dict | None = None, **kwargs, ): super().__init__( python_callable=python_callable, op_args=op_args, op_kwargs=op_kwargs, templates_dict=templates_dict, templates_exts=templates_exts, show_return_value_in_logs=show_return_value_in_logs, **kwargs, ) self.snowflake_conn_id = snowflake_conn_id self.warehouse = warehouse self.database = database self.schema = schema self.role = role self.authenticator = authenticator self.session_parameters = session_parameters
[docs] def execute_callable(self): hook = SnowflakeHook( snowflake_conn_id=self.snowflake_conn_id, warehouse=self.warehouse, database=self.database, role=self.role, schema=self.schema, authenticator=self.authenticator, session_parameters=self.session_parameters, ) session = hook.get_snowpark_session() context = get_current_context() session.update_query_tag( { "dag_id": context["dag_run"].dag_id, "dag_run_id": context["dag_run"].run_id, "task_id": context["task_instance"].task_id, "operator": self.__class__.__name__, } ) try: # inject session object if the function has "session" keyword as an argument self.op_kwargs = inject_session_into_op_kwargs( self.python_callable, dict(self.op_kwargs), session ) return super().execute_callable() finally: session.close()

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