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.



36250
36251
36252
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 36250

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:



36228
36229
36230
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 36228

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) 


36238
36239
36240
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 36238

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:



36243
36244
36245
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 36243

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:



36248
36249
36250
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 36248

def stats_anomalies_base_directory
  @stats_anomalies_base_directory
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



36255
36256
36257
36258
36259
36260
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 36255

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