问题
I'm using Airflow 1.8.1 and I want to push the result of a sql request from PostgreOperator.
Here's my tasks:
check_task = PostgresOperator(
task_id='check_task',
postgres_conn_id='conx',
sql="check_task.sql",
xcom_push=True,
dag=dag)
def py_is_first_execution(**kwargs):
value = kwargs['ti'].xcom_pull(task_ids='check_task')
print 'count ----> ', value
if value == 0:
return 'next_task'
else:
return 'end-flow'
check_branch = BranchPythonOperator(
task_id='is-first-execution',
python_callable=py_is_first_execution,
provide_context=True,
dag=dag)
and here is my sql script:
select count(1) from table
when i check the xcom value from check_task
it retrieves none
value.
回答1:
If i'm correct, airflow automatically pushes to xcom when a query returns a value. However, when you look at the code of the postgresoperator you see that it has an execute method that calls the run method of the PostgresHook (extension of dbapi_hook). Both methods do not return anything, as such it pushes nothing to xcom. What we did to fix this is create a CustomPostgresSelectOperator, a copy of the PostgresOperator, but instead of 'hook.run(..)' do 'return hook.get_records(..)'.
Hope that helps you.
回答2:
Finally, I created a new Sensor ExecuteSqlOperator
in the plugin manager under $AIRFLOW_HOME/plugins
.
I used CheckOperator
as an example and I modified the returned value: the basic running of this operator was exactly the reverse of what I needed.
Here's the of the default ExecuteSqlOperator
:
CheckOperator
and here is my customized SqlSensor
: ReverseSqlSensor
class SqlExecuteOperator(BaseOperator):
"""
Performs checks against a db. The ``CheckOperator`` expects
a sql query that will return a single row.
Note that this is an abstract class and get_db_hook
needs to be defined. Whereas a get_db_hook is hook that gets a
single record from an external source.
:param sql: the sql to be executed
:type sql: string
"""
template_fields = ('sql',)
template_ext = ('.hql', '.sql',)
ui_color = '#fff7e6'
@apply_defaults
def __init__(
self, sql,
conn_id=None,
*args, **kwargs):
super(SqlExecuteOperator, self).__init__(*args, **kwargs)
self.conn_id = conn_id
self.sql = sql
def execute(self, context=None):
logging.info('Executing SQL statement: ' + self.sql)
records = self.get_db_hook().get_first(self.sql)
logging.info("Record: " + str(records))
records_int = int(records[0])
print (records_int)
return records_int
def get_db_hook(self):
return BaseHook.get_hook(conn_id=self.conn_id)
来源:https://stackoverflow.com/questions/45630950/airflow-how-to-push-xcom-value-from-postgreoperator