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Alerters
Sending automated alerts to chat services.
Alerters allow you to send messages to chat services (like Slack, Discord, Mattermost, etc.) from within your pipelines. This is useful to immediately get notified when failures happen, for general monitoring/reporting, and also for building human-in-the-loop ML.
Currently, the SlackAlerter is the only available alerter integration. However, it is straightforward to extend ZenML and build an alerter for other chat services.
Alerter | Flavor | Integration | Notes |
|---|---|---|---|
slack | slack | Interacts with a Slack channel | |
custom | | Extend the alerter abstraction and provide your own implementation |
If you would like to see the available flavors of alerters in your terminal, you can use the following command:
zenml alerter flavor list
Each alerter integration comes with specific standard steps that you can use out of the box.
However, you first need to register an alerter component in your terminal:
zenml alerter register <ALERTER_NAME> ...
Then you can add it to your stack using
zenml stack register ... -al <ALERTER_NAME>
Afterward, you can import the alerter standard steps provided by the respective integration and directly use them in your pipelines.
Last modified 2d ago