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.



12664
12665
12666
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12664

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

Instance Attribute Details

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

Model monitoring alert config. Corresponds to the JSON property alertConfig

Returns:



12642
12643
12644
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12642

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) 


12652
12653
12654
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12652

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:



12657
12658
12659
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12657

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:



12662
12663
12664
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12662

def stats_anomalies_base_directory
  @stats_anomalies_base_directory
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



12669
12670
12671
12672
12673
12674
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12669

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