Alerters

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.
Alerter Flavors
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
slack
Interacts with a Slack channel
​Custom Implementation​
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
How to use Alerters with ZenML
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>
Afterwards, you can import the alerter standard steps provided by the respective integration and directly use them in your pipelines.

Develop a Custom Step Operator

Slack Alerter

Last modified 6d ago

Copy link

Outline

Alerter Flavors

How to use Alerters with ZenML