:py:mod:`abacusai.api_class.monitor_alert`
==========================================

.. py:module:: abacusai.api_class.monitor_alert


Module Contents
---------------

Classes
~~~~~~~

.. autoapisummary::

   abacusai.api_class.monitor_alert.AlertConditionConfig
   abacusai.api_class.monitor_alert.AccuracyBelowThresholdConditionConfig
   abacusai.api_class.monitor_alert.FeatureDriftConditionConfig
   abacusai.api_class.monitor_alert.TargetDriftConditionConfig
   abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig
   abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig
   abacusai.api_class.monitor_alert.BiasViolationConditionConfig
   abacusai.api_class.monitor_alert.PredictionCountConditionConfig
   abacusai.api_class.monitor_alert._AlertConditionConfigFactory
   abacusai.api_class.monitor_alert.AlertActionConfig
   abacusai.api_class.monitor_alert.EmailActionConfig
   abacusai.api_class.monitor_alert._AlertActionConfigFactory




.. py:class:: AlertConditionConfig

   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`

   Helper class that provides a standard way to create an ABC using
   inheritance.

   .. py:attribute:: alert_type
      :type: abacusai.api_class.enums.MonitorAlertType

      

   .. py:method:: _get_builder()
      :classmethod:



.. py:class:: AccuracyBelowThresholdConditionConfig

   Bases: :py:obj:`AlertConditionConfig`

   Accuracy Below Threshold Condition Config for Monitor Alerts

   :param threshold: Threshold for when to consider a column to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
   :type threshold: float

   .. py:attribute:: threshold
      :type: float

      

   .. py:method:: __post_init__()



.. py:class:: FeatureDriftConditionConfig

   Bases: :py:obj:`AlertConditionConfig`

   Feature Drift Condition Config for Monitor Alerts

   :param feature_drift_type: Feature drift type to apply the threshold on to determine whether a column has drifted significantly enough to be a violation.
   :type feature_drift_type: FeatureDriftType
   :param threshold: Threshold for when to consider a column to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
   :type threshold: float
   :param minimum_violations: Number of columns that must exceed the specified threshold to trigger an alert.
   :type minimum_violations: int
   :param feature_names: List of feature names to monitor for this alert.
   :type feature_names: List[str]

   .. py:attribute:: feature_drift_type
      :type: abacusai.api_class.enums.FeatureDriftType

      

   .. py:attribute:: threshold
      :type: float

      

   .. py:attribute:: minimum_violations
      :type: int

      

   .. py:attribute:: feature_names
      :type: List[str]

      

   .. py:method:: __post_init__()



.. py:class:: TargetDriftConditionConfig

   Bases: :py:obj:`AlertConditionConfig`

   Target Drift Condition Config for Monitor Alerts

   :param feature_drift_type: Target drift type to apply the threshold on to determine whether a column has drifted significantly enough to be a violation.
   :type feature_drift_type: FeatureDriftType
   :param threshold: Threshold for when to consider the target column to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
   :type threshold: float

   .. py:attribute:: feature_drift_type
      :type: abacusai.api_class.enums.FeatureDriftType

      

   .. py:attribute:: threshold
      :type: float

      

   .. py:method:: __post_init__()



.. py:class:: HistoryLengthDriftConditionConfig

   Bases: :py:obj:`AlertConditionConfig`

   History Length Drift Condition Config for Monitor Alerts

   :param feature_drift_type: History length drift type to apply the threshold on to determine whether the history length has drifted significantly enough to be a violation.
   :type feature_drift_type: FeatureDriftType
   :param threshold: Threshold for when to consider the history length  to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
   :type threshold: float

   .. py:attribute:: feature_drift_type
      :type: abacusai.api_class.enums.FeatureDriftType

      

   .. py:attribute:: threshold
      :type: float

      

   .. py:method:: __post_init__()



.. py:class:: DataIntegrityViolationConditionConfig

   Bases: :py:obj:`AlertConditionConfig`

   Data Integrity Violation Condition Config for Monitor Alerts

   :param data_integrity_type: This option selects the data integrity violations to monitor for this alert.
   :type data_integrity_type: DataIntegrityViolationType
   :param minimum_violations: Number of columns that must exceed the specified threshold to trigger an alert.
   :type minimum_violations: int

   .. py:attribute:: data_integrity_type
      :type: abacusai.api_class.enums.DataIntegrityViolationType

      

   .. py:attribute:: minimum_violations
      :type: int

      

   .. py:method:: __post_init__()



.. py:class:: BiasViolationConditionConfig

   Bases: :py:obj:`AlertConditionConfig`

   Bias Violation Condition Config for Monitor Alerts

   :param bias_type: This option selects the bias metric to monitor for this alert.
   :type bias_type: BiasType
   :param threshold: Threshold for when to consider a column to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
   :type threshold: float
   :param minimum_violations: Number of columns that must exceed the specified threshold to trigger an alert.
   :type minimum_violations: int

   .. py:attribute:: bias_type
      :type: abacusai.api_class.enums.BiasType

      

   .. py:attribute:: threshold
      :type: float

      

   .. py:attribute:: minimum_violations
      :type: int

      

   .. py:method:: __post_init__()



.. py:class:: PredictionCountConditionConfig

   Bases: :py:obj:`AlertConditionConfig`

   Deployment Prediction Condition Config for Deployment Alerts. By default we monitor if predictions made over a time window has reduced significantly.
   :param threshold: Threshold for when to consider to be a violation. Negative means alert on reduction, positive means alert on increase.
   :type threshold: float
   :param aggregation_window: Time window to aggregate the predictions over, e.g. 1h, 10m. Only h(hour), m(minute) and s(second) are supported.
   :type aggregation_window: str
   :param aggregation_type: Aggregation type to use for the aggregation window, e.g. sum, avg.
   :type aggregation_type: str

   .. py:attribute:: threshold
      :type: float

      

   .. py:attribute:: aggregation_window
      :type: str

      

   .. py:attribute:: aggregation_type
      :type: str

      

   .. py:method:: __post_init__()



.. py:class:: _AlertConditionConfigFactory

   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`

   Helper class that provides a standard way to create an ABC using
   inheritance.

   .. py:attribute:: config_abstract_class

      

   .. py:attribute:: config_class_key
      :value: 'alert_type'

      

   .. py:attribute:: config_class_key_value_camel_case
      :value: True

      

   .. py:attribute:: config_class_map

      


.. py:class:: AlertActionConfig

   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`

   Helper class that provides a standard way to create an ABC using
   inheritance.

   .. py:attribute:: action_type
      :type: abacusai.api_class.enums.AlertActionType

      

   .. py:method:: _get_builder()
      :classmethod:



.. py:class:: EmailActionConfig

   Bases: :py:obj:`AlertActionConfig`

   Email Action Config for Monitor Alerts

   :param email_recipients: List of email addresses to send the alert to.
   :type email_recipients: List[str]
   :param email_body: Body of the email to send.
   :type email_body: str

   .. py:attribute:: email_recipients
      :type: List[str]

      

   .. py:attribute:: email_body
      :type: str

      

   .. py:method:: __post_init__()



.. py:class:: _AlertActionConfigFactory

   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`

   Helper class that provides a standard way to create an ABC using
   inheritance.

   .. py:attribute:: config_abstract_class

      

   .. py:attribute:: config_class_key
      :value: 'action_type'

      

   .. py:attribute:: config_class_map

      


