# 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_job_response = data_science_client.create_job(
    create_job_details=oci.data_science.models.CreateJobDetails(
        project_id="ocid1.test.oc1..<unique_ID>EXAMPLE-projectId-Value",
        compartment_id="ocid1.test.oc1..<unique_ID>EXAMPLE-compartmentId-Value",
        display_name="EXAMPLE-displayName-Value",
        description="EXAMPLE-description-Value",
        job_configuration_details=oci.data_science.models.EmptyJobConfigurationDetails(
            job_type="EMPTY"),
        job_infrastructure_configuration_details=oci.data_science.models.MultiNodeJobInfrastructureConfigurationDetails(
            job_infrastructure_type="MULTI_NODE",
            shape_name="EXAMPLE-shapeName-Value",
            block_storage_size_in_gbs=1606,
            job_shape_config_details=oci.data_science.models.JobShapeConfigDetails(
                ocpus=61.6462,
                memory_in_gbs=542.4009,
                cpu_baseline="BASELINE_1_8")),
        job_environment_configuration_details=oci.data_science.models.OcirContainerJobEnvironmentConfigurationDetails(
            job_environment_type="OCIR_CONTAINER",
            image="EXAMPLE-image-Value",
            cmd=["EXAMPLE--Value"],
            entrypoint=["EXAMPLE--Value"],
            image_digest="EXAMPLE-imageDigest-Value",
            image_signature_id="ocid1.test.oc1..<unique_ID>EXAMPLE-imageSignatureId-Value"),
        job_log_configuration_details=oci.data_science.models.JobLogConfigurationDetails(
            enable_logging=False,
            enable_auto_log_creation=False,
            log_group_id="ocid1.test.oc1..<unique_ID>EXAMPLE-logGroupId-Value",
            log_id="ocid1.test.oc1..<unique_ID>EXAMPLE-logId-Value"),
        job_storage_mount_configuration_details_list=[
            oci.data_science.models.FileStorageMountConfigurationDetails(
                storage_type="FILE_STORAGE",
                destination_directory_name="EXAMPLE-destinationDirectoryName-Value",
                mount_target_id="ocid1.test.oc1..<unique_ID>EXAMPLE-mountTargetId-Value",
                export_id="ocid1.test.oc1..<unique_ID>EXAMPLE-exportId-Value",
                destination_path="EXAMPLE-destinationPath-Value")],
        job_node_configuration_details=oci.data_science.models.MultiNodeJobNodeConfigurationDetails(
            job_node_type="MULTI_NODE",
            startup_order="IN_PARALLEL",
            maximum_runtime_in_minutes=25921,
            job_network_configuration=oci.data_science.models.JobDefaultNetworkConfiguration(
                job_network_type="DEFAULT_NETWORK"),
            job_node_group_configuration_details_list=[
                oci.data_science.models.JobNodeGroupConfigurationDetails(
                    name="EXAMPLE-name-Value",
                    replicas=362,
                    minimum_success_replicas=439,
                    job_infrastructure_configuration_details=oci.data_science.models.ManagedComputeClusterJobInfrastructureConfigurationDetails(
                        job_infrastructure_type="MANAGED_COMPUTE_CLUSTER",
                        compute_target_id="ocid1.test.oc1..<unique_ID>EXAMPLE-computeTargetId-Value",
                        resource_configuration=oci.data_science.models.ManagedComputeClusterJobResourceConfiguration(
                            resource_request_configuration=oci.data_science.models.ResourceRequestConfiguration(
                                ocpus=8840.911,
                                memory_in_gbs=4360.765,
                                gpus=881),
                            resource_limit_configuration=oci.data_science.models.ResourceLimitConfiguration(
                                ocpus=3180.002,
                                memory_in_gbs=6265.75))),
                    job_configuration_details=oci.data_science.models.DefaultJobConfigurationDetails(
                        job_type="DEFAULT",
                        environment_variables={
                            'EXAMPLE_KEY_ma0dO': 'EXAMPLE_VALUE_nqsSsT3Ermu2bD4IQsJq'},
                        command_line_arguments="EXAMPLE-commandLineArguments-Value",
                        maximum_runtime_in_minutes=4527,
                        startup_probe_details=oci.data_science.models.JobExecProbeDetails(
                            job_probe_check_type="EXEC",
                            command=["EXAMPLE--Value"],
                            period_in_seconds=510,
                            failure_threshold=153,
                            initial_delay_in_seconds=426)),
                    job_environment_configuration_details=oci.data_science.models.OcirContainerJobEnvironmentConfigurationDetails(
                        job_environment_type="OCIR_CONTAINER",
                        image="EXAMPLE-image-Value",
                        cmd=["EXAMPLE--Value"],
                        entrypoint=["EXAMPLE--Value"],
                        image_digest="EXAMPLE-imageDigest-Value",
                        image_signature_id="ocid1.test.oc1..<unique_ID>EXAMPLE-imageSignatureId-Value"))]),
        freeform_tags={
            'EXAMPLE_KEY_kLIEe': 'EXAMPLE_VALUE_iiRTlQdfJ29Iqeg8AOmx'},
        defined_tags={
            'EXAMPLE_KEY_Vno5b': {
                'EXAMPLE_KEY_tC1AU': 'EXAMPLE--Value'}}),
    opc_request_id="QAGWGWG6PCB4CNJGQV5U<unique_ID>",
    opc_retry_token="EXAMPLE-opcRetryToken-Value")

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