Monitoring

Superwise allows you to configure and set monitoring policies to automatically detect important issues that might impact your organization or teams. You can apply these policies using a pre-configured set of templates that reflect common monitoring use cases or build your policy with custom thresholds, conditions, and workflows.

Monitoring Policies

  • Drift : Make sure your data is not drifting 🌏
  • Data quality : Ensure the quality of your data 💎
  • Activity: Monitor the activity level of your model 🏃‍♀️
  • Model performance : track the performance of your model 🩺
  • Custom : Make your own monitoring policy 👷‍♂️

Configure the Monitoring policy via the console

You can add new policy in two ways:

  1. On the Models page, hover over the desired model and click Add monitoring policy
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  1. On the model page go to Policies section
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Then, press the Create new policy button.

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Now, let's create a policy!

Configure the monitoring policy via the SDK

Before you configure a monitoring policy using the SDK, you need to install it.

📘

Install the SDK

To install and get started with our SDK visit our SDK docs

To create a policy using the SDK, your first step is to create a new email notification channel.

from superwise import Superwise

sw = Superwise()

notification = sw.notification.create_email_notification(name="my_email",emaill="[email protected]")
print(notification.get_properties())

Now, you can use the SDK to retrieve all the policy templates available on the platform.

from superwise import Superwise

sw = Superwise()

notification = sw.notification.get('my_email')
all_templates = sw.policy.get_policy_templates()
all_templates

After you find a template that meets your needs, you can add a policy based on that template:

from superwise import Superwise

sw = Superwise()
model_id=1
notification = sw.notification.get('my_email')
sw.policy.create_policy_from_template(model_id, 'Label shift', NotifyUpon.detection_and_resolution, notification,
                                      ScheduleCron.EVERY_DAY_AT_6AM)