How to pass parameter to PythonOperator in Airflow

mdivk picture mdivk · Feb 26, 2019 · Viewed 16.6k times · Source

I just started using Airflow, can anyone enlighten me how to pass a parameter into PythonOperator like below:

t5_send_notification = PythonOperator(
    task_id='t5_send_notification',
    provide_context=True,
    python_callable=SendEmail,
    op_kwargs=None,
    #op_kwargs=(key1='value1', key2='value2'),
    dag=dag,
)

def SendEmail(**kwargs):
    msg = MIMEText("The pipeline for client1 is completed, please check.")
    msg['Subject'] = "xxxx"
    msg['From'] = "xxxx"
    ......
    s = smtplib.SMTP('localhost')
    s.send_message(msg)
    s.quit()

I would like to be able to pass some parameters into the t5_send_notification's callable which is SendEmail, ideally I want to attach the full log and/or part of the log (which is essentially from the kwargs) to the email to be sent out, guessing the t5_send_notification is the place to gather those information.

Thank you very much.

Answer

Ryan Yuan picture Ryan Yuan · Feb 27, 2019
  1. Pass a dict object to op_kwargs
  2. Use the keys to access their value from kwargs dict in your python callable

    def SendEmail(**kwargs):
        print(kwargs['key1'])
        print(kwargs['key2'])
        msg = MIMEText("The pipeline for client1 is completed, please check.")
        msg['Subject'] = "xxxx"
        msg['From'] = "xxxx"
        ......
        s = smtplib.SMTP('localhost')
        s.send_message(msg)
        s.quit()
    
    
    t5_send_notification = PythonOperator(
        task_id='t5_send_notification',
        provide_context=True,
        python_callable=SendEmail,
        op_kwargs={'key1': 'value1', 'key2': 'value2'},
        dag=dag,
    )