# This is an automatically generated code sample.
# To make this code sample work in your Oracle Cloud tenancy,
# please replace the values for any parameters whose current values do not fit
# your use case (such as resource IDs, strings containing ‘EXAMPLE’ or ‘unique_id’, and
# boolean, number, and enum parameters with values not fitting your use case).

import oci

# Create a default config using DEFAULT profile in default location
# Refer to
# https://docs.cloud.oracle.com/en-us/iaas/Content/API/Concepts/sdkconfig.htm#SDK_and_CLI_Configuration_File
# for more info
config = oci.config.from_file()


# Initialize service client with default config file
data_science_client = oci.data_science.DataScienceClient(config)


# Send the request to service, some parameters are not required, see API
# doc for more info
create_model_deployment_response = data_science_client.create_model_deployment(
    create_model_deployment_details=oci.data_science.models.CreateModelDeploymentDetails(
        project_id="ocid1.test.oc1..<unique_ID>EXAMPLE-projectId-Value",
        compartment_id="ocid1.test.oc1..<unique_ID>EXAMPLE-compartmentId-Value",
        model_deployment_configuration_details=oci.data_science.models.ModelGroupDeploymentConfigurationDetails(
            deployment_type="MODEL_GROUP",
            model_group_configuration_details=oci.data_science.models.ModelGroupConfigurationDetails(
                model_group_id="ocid1.test.oc1..<unique_ID>EXAMPLE-modelGroupId-Value"),
            infrastructure_configuration_details=oci.data_science.models.InstancePoolInfrastructureConfigurationDetails(
                infrastructure_type="INSTANCE_POOL",
                instance_configuration=oci.data_science.models.InstanceConfiguration(
                    instance_shape_name="EXAMPLE-instanceShapeName-Value",
                    model_deployment_instance_shape_config_details=oci.data_science.models.ModelDeploymentInstanceShapeConfigDetails(
                        ocpus=48.550167,
                        memory_in_gbs=810.6732,
                        cpu_baseline="BASELINE_1_2"),
                    subnet_id="ocid1.test.oc1..<unique_ID>EXAMPLE-subnetId-Value",
                    private_endpoint_id="ocid1.test.oc1..<unique_ID>EXAMPLE-privateEndpointId-Value",
                    network_access_type="CUSTOM_NETWORKING"),
                scaling_policy=oci.data_science.models.AutoScalingPolicy(
                    policy_type="AUTOSCALING",
                    auto_scaling_policies=[
                        oci.data_science.models.ThresholdBasedAutoScalingPolicyDetails(
                            auto_scaling_policy_type="THRESHOLD",
                            rules=[
                                oci.data_science.models.CustomMetricExpressionRule(
                                    metric_expression_rule_type="CUSTOM_EXPRESSION",
                                    scale_in_configuration=oci.data_science.models.CustomExpressionQueryScalingConfiguration(
                                        scaling_configuration_type="QUERY",
                                        query="EXAMPLE-query-Value",
                                        pending_duration="EXAMPLE-pendingDuration-Value",
                                        instance_count_adjustment=254))],
                            maximum_instance_count=2,
                            minimum_instance_count=220,
                            initial_instance_count=178)],
                    cool_down_in_seconds=971,
                    is_enabled=False),
                bandwidth_mbps=7156,
                maximum_bandwidth_mbps=817),
            environment_configuration_details=oci.data_science.models.OcirModelDeploymentEnvironmentConfigurationDetails(
                environment_configuration_type="OCIR_CONTAINER",
                image="EXAMPLE-image-Value",
                image_digest="EXAMPLE-imageDigest-Value",
                image_signature_id="ocid1.test.oc1..<unique_ID>EXAMPLE-imageSignatureId-Value",
                cmd=["EXAMPLE--Value"],
                entrypoint=["EXAMPLE--Value"],
                server_port=556,
                health_check_port=61,
                environment_variables={
                    'EXAMPLE_KEY_PKLO7': 'EXAMPLE_VALUE_dTW8YLix8EmEy0gkuMXi'},
                default_environment_variables={
                    'EXAMPLE_KEY_kJx20': 'EXAMPLE_VALUE_35EvDejQjT25JcF7Cngt'})),
        display_name="EXAMPLE-displayName-Value",
        description="EXAMPLE-description-Value",
        category_log_details=oci.data_science.models.CategoryLogDetails(
            access=oci.data_science.models.LogDetails(
                log_id="ocid1.test.oc1..<unique_ID>EXAMPLE-logId-Value",
                log_group_id="ocid1.test.oc1..<unique_ID>EXAMPLE-logGroupId-Value"),
            predict=oci.data_science.models.LogDetails(
                log_id="ocid1.test.oc1..<unique_ID>EXAMPLE-logId-Value",
                log_group_id="ocid1.test.oc1..<unique_ID>EXAMPLE-logGroupId-Value")),
        freeform_tags={
            'EXAMPLE_KEY_luEFj': 'EXAMPLE_VALUE_zKwhWWsA6Wj9hFaBJvKA'},
        defined_tags={
            'EXAMPLE_KEY_Afo5N': {
                'EXAMPLE_KEY_fgSk7': 'EXAMPLE--Value'}}),
    opc_request_id="CDQTJLDJQRBIGSQZFR82<unique_ID>",
    opc_retry_token="EXAMPLE-opcRetryToken-Value",
    opc_parent_rpt_url="EXAMPLE-opcParentRptUrl-Value")

# Get the data from response
print(create_model_deployment_response.data)