Class ModelMonitoringStatsDataPoint (1.51.0)

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ModelMonitoringStatsDataPoint(
    mapping=None, *, ignore_unknown_fields=False, **kwargs
)

Represents a single statistics data point.

Attributes
Name	Description
current_stats	google.cloud.aiplatform_v1beta1.types.ModelMonitoringStatsDataPoint.TypedValue Statistics from current dataset.
baseline_stats	google.cloud.aiplatform_v1beta1.types.ModelMonitoringStatsDataPoint.TypedValue Statistics from baseline dataset.
threshold_value	float Threshold value.
has_anomaly	bool Indicate if the statistics has anomaly.
model_monitoring_job	str Model monitoring job resource name.
schedule	str Schedule resource name.
create_time	google.protobuf.timestamp_pb2.Timestamp Statistics create time.
algorithm	str Algorithm used to calculated the metrics, eg: jensen_shannon_divergence, l_infinity.

Classes

TypedValue

TypedValue(mapping=None, *, ignore_unknown_fields=False, **kwargs)

Typed value of the statistics.

This message has oneof_ fields (mutually exclusive fields). For each oneof, at most one member field can be set at the same time. Setting any member of the oneof automatically clears all other members.

.. _oneof: https://proto-plus-python.readthedocs.io/en/stable/fields.html#oneofs-mutually-exclusive-fields

Methods

ModelMonitoringStatsDataPoint

ModelMonitoringStatsDataPoint(
    mapping=None, *, ignore_unknown_fields=False, **kwargs
)

Represents a single statistics data point.