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airflow XCOM notification example
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MAP_SLACK_ATTACHMENTS = [ | |
{ | |
"fallback": "{{params.map}} {{ task_instance.xcom_pull(task_ids=params.map, key='slack_status') }}", | |
"pretext": "{{params.map}} update {{ task_instance.xcom_pull(task_ids=params.map, key='slack_status') }}", | |
"fields": [ | |
{ | |
"title": "Copied", | |
"value": "{{ task_instance.xcom_pull(task_ids=params.map, key='copied') }}", | |
"short": True | |
} | |
] | |
} | |
] | |
MAP_EMAIL_CONTENT = """ | |
<b>Map:</b> {{ params.map }}<br> | |
<b>Date:</b> {{ ds }}<br> | |
<p> | |
<b>Copied:</b> {{ task_instance.xcom_pull(task_ids=params.map, key='copied') }}<br> | |
""" | |
def update_hdfs(ds, **kwargs): | |
.... | |
kwargs['ti'].xcom_push(key='slack_status', value='danger') | |
if success: | |
kwargs['ti'].xcom_push(key='slack_status', value='good') | |
kwargs['ti'].xcom_push(key='copied', value=int(m.group(1))) | |
speedmap = PythonOperator( | |
task_id='speedmap', | |
python_callable=update_hdfs, | |
params={'map': 'speedmap'}, | |
provide_context=True, | |
pool = 'speedmap', # no simultaneous runs | |
dag=dag) | |
map_slack = SlackAPIPostOperator( | |
task_id='speedmap_slack', | |
channel="#airflow-test", | |
token=Variable.get('slack_token'), | |
params={'map': speedmap}, | |
text='', | |
attachments=MAP_SLACK_ATTACHMENTS, | |
trigger_rule='all_done', | |
dag=dag) | |
dag.set_dependency('speedmap', 'speedmap_slack') | |
map_email = EmailOperator( | |
task_id='speedmap_email', | |
to="[email protected]", | |
params={'map': map}, | |
subject=map + " {{ ds }} {{ task_instance.xcom_pull(task_ids=params.map, key='slack_status') }}", | |
html_content=MAP_EMAIL_CONTENT, | |
trigger_rule='all_done', | |
dag=dag) | |
# Just to show an alternative approach | |
map_email.set_upstream(speedmap) |
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When I try to run this in my local Airflow, it gives me the following error (any ideas?)
[2017-04-07 11:34:44,659] {models.py:1286} ERROR - (sqlite3.InterfaceError) Error binding parameter 1 - probably unsupported type. [SQL: u'SELECT xcom.value AS xcom_value \nFROM xcom \nWHERE xcom."key" = ? AND xcom.task_id = ? AND xcom.dag_id = ? AND xcom.execution_date = ? ORDER BY xcom.execution_date DESC, xcom.timestamp DESC\n LIMIT ? OFFSET ?'] [parameters: ('slack_status', <Task(PythonOperator): speedmap>, 'end-date_v22', '2017-04-06 00:00:00.000000', 1, 0)]