Logging for Tasks¶
Writing Logs Locally¶
Users can specify the directory to place log files in airflow.cfg
using
base_log_folder
. By default, logs are placed in the AIRFLOW_HOME
directory.
Note
For more information on setting the configuration, see Setting Configuration Options
The following convention is followed while naming logs: {dag_id}/{task_id}/{execution_date}/{try_number}.log
In addition, users can supply a remote location to store current logs and backups.
In the Airflow Web UI, remote logs take precedence over local logs when remote logging is enabled. If remote logs can not be found or accessed, local logs will be displayed. Note that logs are only sent to remote storage once a task is complete (including failure); In other words, remote logs for running tasks are unavailable (but local logs are available).
Troubleshooting¶
If you want to check which task handler is currently set, you can use airflow info
command as in
the example below.
$ airflow info
...
airflow on PATH: [True]
Executor: [SequentialExecutor]
Task Logging Handlers: [StackdriverTaskHandler]
SQL Alchemy Conn: [sqlite://///root/airflow/airflow.db]
DAGS Folder: [/root/airflow/dags]
Plugins Folder: [/root/airflow/plugins]
Base Log Folder: [/root/airflow/logs]
You can also use airflow config list
to check that the logging configuration options have valid values.
Advanced configuration¶
Not all configuration options are available from the airflow.cfg
file. Some configuration options require
that the logging config class be overwritten. This can be done by logging_config_class
option
in airflow.cfg
file. This option should specify the import path indicating to a configuration compatible with
logging.config.dictConfig()
. If your file is a standard import location, then you should set a PYTHONPATH
environment.
Follow the steps below to enable custom logging config class:
Start by setting environment variable to known directory e.g.
~/airflow/
export PYTHON_PATH=~/airflow/
Create a directory to store the config file e.g.
~/airflow/config
Create file called
~/airflow/config/log_config.py
with following content:from copy import deepcopy from airflow.config_templates.airflow_local_settings import DEFAULT_LOGGING_CONFIG LOGGING_CONFIG = deepcopy(DEFAULT_LOGGING_CONFIG)
At the end of the file, add code to modify the default dictionary configuration.
Update
$AIRFLOW_HOME/airflow.cfg
to contain:[logging] remote_logging = True logging_config_class = log_config.LOGGING_CONFIG
Restart the application.
See Modules Management for details on how Python and Airflow manage modules.
External Links¶
When using remote logging, users can configure Airflow to show a link to an external UI within the Airflow Web UI. Clicking the link redirects a user to the external UI.
Some external systems require specific configuration in Airflow for redirection to work but others do not.