Class: Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1ModelMonitoringConfig

Inherits:
Object
  • Object
show all
Includes:
Core::Hashable, Core::JsonObjectSupport
Defined in:
lib/google/apis/aiplatform_v1beta1/classes.rb,
lib/google/apis/aiplatform_v1beta1/representations.rb,
lib/google/apis/aiplatform_v1beta1/representations.rb

Overview

The model monitoring configuration used for Batch Prediction Job.

Instance Attribute Summary collapse

Instance Method Summary collapse

Constructor Details

#initialize(**args) ⇒ GoogleCloudAiplatformV1beta1ModelMonitoringConfig

Returns a new instance of GoogleCloudAiplatformV1beta1ModelMonitoringConfig.



14818
14819
14820
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 14818

def initialize(**args)
   update!(**args)
end

Instance Attribute Details

#alert_config ⇒ Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1ModelMonitoringAlertConfig

The alert config for model monitoring. Corresponds to the JSON property alertConfig

Returns:



14796
14797
14798
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 14796

def alert_config
  @alert_config
end

#analysis_instance_schema_uri ⇒ String

YAML schema file uri in Cloud Storage describing the format of a single instance that you want Tensorflow Data Validation (TFDV) to analyze. If there are any data type differences between predict instance and TFDV instance, this field can be used to override the schema. For models trained with Vertex AI, this field must be set as all the fields in predict instance formatted as string. Corresponds to the JSON property analysisInstanceSchemaUri

Returns:

  • (String) 


14806
14807
14808
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 14806

def analysis_instance_schema_uri
  @analysis_instance_schema_uri
end

#objective_configs ⇒ Array<Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1ModelMonitoringObjectiveConfig>

Model monitoring objective config. Corresponds to the JSON property objectiveConfigs

Returns:



14811
14812
14813
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 14811

def objective_configs
  @objective_configs
end

#stats_anomalies_base_directory ⇒ Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1GcsDestination

The Google Cloud Storage location where the output is to be written to. Corresponds to the JSON property statsAnomaliesBaseDirectory

Returns:



14816
14817
14818
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 14816

def stats_anomalies_base_directory
  @stats_anomalies_base_directory
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



14823
14824
14825
14826
14827
14828
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 14823

def update!(**args)
  @alert_config = args[:alert_config] if args.key?(:alert_config)
  @analysis_instance_schema_uri = args[:analysis_instance_schema_uri] if args.key?(:analysis_instance_schema_uri)
  @objective_configs = args[:objective_configs] if args.key?(:objective_configs)
  @stats_anomalies_base_directory = args[:stats_anomalies_base_directory] if args.key?(:stats_anomalies_base_directory)
end