# 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
update_model_deployment_response = data_science_client.update_model_deployment(
model_deployment_id="ocid1.test.oc1..<unique_ID>EXAMPLE-modelDeploymentId-Value",
update_model_deployment_details=oci.data_science.models.UpdateModelDeploymentDetails(
display_name="EXAMPLE-displayName-Value",
description="EXAMPLE-description-Value",
model_deployment_configuration_details=oci.data_science.models.UpdateSingleModelDeploymentFlexConfigurationDetails(
deployment_type="SINGLE_MODEL_FLEX",
model_configuration_details=oci.data_science.models.UpdateSingleModelConfigurationDetails(
model_id="ocid1.test.oc1..<unique_ID>EXAMPLE-modelId-Value"),
infrastructure_configuration_details=oci.data_science.models.UpdateManagedComputeClusterModelDeployInfrastructureConfigDetails(
infrastructure_type="MANAGED_COMPUTE_CLUSTER",
compute_target_id="ocid1.test.oc1..<unique_ID>EXAMPLE-computeTargetId-Value",
model_deployment_resource_configuration=oci.data_science.models.ManagedComputeClusterModelDeploymentResourceConfiguration(
resource_request_configuration=oci.data_science.models.ResourceRequestConfiguration(
ocpus=3702.5232,
memory_in_gbs=6134.282,
gpus=330),
resource_limit_configuration=oci.data_science.models.ResourceLimitConfiguration(
ocpus=446.03705,
memory_in_gbs=1419.5824)),
scaling_policy=oci.data_science.models.ManagedComputeClusterWorkloadAutoScalingPolicy(
policy_type="AUTOSCALING",
auto_scaling_policies=[
oci.data_science.models.ManagedComputeClusterWorkloadThresholdBasedPolicyDetails(
auto_scaling_policy_type="THRESHOLD",
rules=[
oci.data_science.models.TargetPredefinedMetricExpressionRule(
metric_expression_rule_type="TARGET_PREDEFINED_EXPRESSION",
metric_type="CPU_UTILIZATION",
scale_configuration=oci.data_science.models.TargetPredefinedExpressionThresholdScalingConfiguration(
target_scaling_configuration_type="THRESHOLD",
threshold=7518.217))],
maximum_instance_count=358,
minimum_instance_count=450,
initial_instance_count=653,
scale_in_policy=oci.data_science.models.ManagedComputeClusterWorkloadScalePolicy(
pending_duration="EXAMPLE-pendingDuration-Value",
instance_count_adjustment=703,
cool_down_in_seconds=3573),
scale_out_policy=oci.data_science.models.ManagedComputeClusterWorkloadScalePolicy(
pending_duration="EXAMPLE-pendingDuration-Value",
instance_count_adjustment=198,
cool_down_in_seconds=626))],
is_enabled=False)),
environment_configuration_details=oci.data_science.models.UpdateOcirModelDeploymentEnvironmentConfigurationDetails(
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=88,
health_check_port=76,
environment_variables={
'EXAMPLE_KEY_9H23F': 'EXAMPLE_VALUE_Y4muOom6THBDYalCxpVf'},
predict_api_specification="EXAMPLE-predictApiSpecification-Value",
custom_http_endpoints=[
oci.data_science.models.InferenceHttpEndpoint(
endpoint_uri_suffix="EXAMPLE-endpointUriSuffix-Value",
http_methods=[
"GET",
"PUT",
"POST",
"DELETE",
"HEAD"])])),
category_log_details=oci.data_science.models.UpdateCategoryLogDetails(
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_bImlc': 'EXAMPLE_VALUE_bqg944jr8TDPzz8SJnsR'},
defined_tags={
'EXAMPLE_KEY_cARY6': {
'EXAMPLE_KEY_tkTur': 'EXAMPLE--Value'}}),
if_match="EXAMPLE-ifMatch-Value",
opc_request_id="VEZ29IY1V2QS8HMO2YXC<unique_ID>")
# Get the data from response
print(update_model_deployment_response.headers)